Rule2023-14925

Determination of Royalty Rates and Terms for Making and Distributing Phonorecords (Phonorecords III)

Primary source

Metadata and text below are from the Federal Register, a public-domain U.S. government work. Always verify the official published version before relying on it for any legal matter.

Published
August 10, 2023
Effective
August 10, 2023

Issuing agencies

Library of CongressCopyright Royalty Board

Abstract

The Copyright Royalty Judges announce their final determination after remand of the rates and terms for making and distributing phonorecords for the period beginning January 1, 2018, and ending on December 31, 2022.

Full Text

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<title>Federal Register, Volume 88 Issue 153 (Thursday, August 10, 2023)</title>
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[Federal Register Volume 88, Number 153 (Thursday, August 10, 2023)]
[Rules and Regulations]
[Pages 54406-54486]
From the Federal Register Online via the Government Publishing Office [<a href="http://www.gpo.gov">www.gpo.gov</a>]
[FR Doc No: 2023-14925]



[[Page 54405]]

Vol. 88

Thursday,

No. 153

August 10, 2023

Part II





Library of Congress





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Copyright Royalty Board





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37 CFR Part 385





Determination of Royalty Rates and Terms for Making and Distributing 
Phonorecords (Phonorecords III); Final Rule

Federal Register / Vol. 88 , No. 153 / Thursday, August 10, 2023 / 
Rules and Regulations

[[Page 54406]]


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LIBRARY OF CONGRESS

Copyright Royalty Board

37 CFR Part 385

[Docket No. 16-CRB-0003-PR (2018-2022) (Remand)]


Determination of Royalty Rates and Terms for Making and 
Distributing Phonorecords (Phonorecords III)

AGENCY: Copyright Royalty Board, Library of Congress.

ACTION: Final rule and order.

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SUMMARY: The Copyright Royalty Judges announce their final 
determination after remand of the rates and terms for making and 
distributing phonorecords for the period beginning January 1, 2018, and 
ending on December 31, 2022.

DATES: 
    Effective date: August 10, 2023.
    Applicability date: The regulations apply to the license period 
beginning January 1, 2018, and ending December 31, 2022.

ADDRESSES: The final determination after remand is posted in eCRB at 
<a href="https://app.crb.gov/">https://app.crb.gov/</a>. For access to the docket to read the final 
determination after remand and submitted background documents, go to 
eCRB and search for docket number 16-CRB-0003-PR (2018-2022) (Remand).

FOR FURTHER INFORMATION CONTACT: Anita Brown, CRB Program Assistant, 
(202) 707-7658, <a href="/cdn-cgi/l/email-protection#ddbeafbf9db1b2bef3bab2ab"><span class="__cf_email__" data-cfemail="fb988999bb979498d59c948d">[email&#160;protected]</span></a>.

SUPPLEMENTARY INFORMATION: 

Final Determination After Remand

    On October 26, 2020, the United States Court of Appeals for the 
D.C. Circuit (D.C. Circuit) issued its mandate vacating and remanding 
in part the original Determination \1\ issued by the Copyright Royalty 
Judges (Judges) in the captioned proceeding. See Johnson v. Copyright 
Royalty Board, 969 F.3d 363 (D.C. Cir. 2020). In its ruling on appeal, 
the D.C. Circuit found that in the original Determination, the Judges 
(1) failed to give adequate notice to participants of their overhaul of 
the royalty rate structure combined with significantly increased and 
uncapped rates for section 115 licenses; (2) failed to explain why they 
rejected a benchmark based on a past settlement agreement \2\ in lieu 
of overhauling of the rate structure and significantly increasing 
rates; and (3) failed to identify their legal authority to redefine a 
material term after they promulgated a definition of that term in the 
original Initial Determination circulated to the participants. See 
Johnson, 969 F.3d at 367, 381; Initial Determination, Determination of 
Royalty Rates and Terms for Making and Distributing Phonorecords 
(Phonorecords III), 16-CRB-0003-PR (2018-2022) (Jan. 27, 2018).
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    \1\ Determination of Royalty Rates and Terms for Making and 
Distributing Phonorecords (Phonorecords III), 84 FR 1918 (Feb. 5, 
2019) (final rule and order) (original Determination); see also 
Final Determination, 16-CRB-0003-PR (2018-2022) (Nov. 5, 2018). The 
original Determination was issued by two of the Judges (Majority) 
and was accompanied by a dissenting opinion (Dissent) authored by 
the third Judge. The Dissent is appended to and part of the same 
document as the original Determination.
    \2\ The referenced settlement agreement formed the basis for 
regulatory terms relating to section 115 musical works royalties and 
was adopted as a final rule in Adjustment [or] Determination of 
Compulsory License Rates for Mechanical and Digital Phonorecords, 
Docket No. 2011-3 CRB Phonorecords II, 78 FR 67938 (Nov. 13, 2013). 
See also Technical Amendment at 78 FR 76987 (Dec. 20, 2013).
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    After receipt of the D.C. Circuit's ruling and mandate, the Judges 
consulted with the parties to the appeal and established procedures for 
the remand proceeding. See Order Adopting Schedule for . . . Remand 
(Dec. 23, 2020).\3\ Each side offered opening submissions, responsive 
submissions, additional evidentiary filings, and further supplemental 
briefing requested by the Judges. The parties' submissions included 
legal briefing and incorporated evidence from the original proceeding 
as well as evidence newly developed for the remand proceeding. After 
preliminary deliberations, the Judges asked for supplemental briefing 
from the parties responsive to a proposed alternative rate structure. 
See Notice and Sua Sponte Order Directing the Parties to Provide 
Additional Materials (Dec. 9, 2021). With respect to redefinition of 
the material term Bundled Revenue, the Judges also sought legal 
analysis from the parties relating to the D.C. Circuit's directive that 
the Judges either provide ``a fuller explanation of the agency's 
reasoning at the time . . .'' or take ``new agency action accompanied 
by the appropriate procedures.'' See Johnson, 969 F.3d at 392 (citing 
Department of Homeland Security v. Regents of the Univ. of Cal., 140 S. 
Ct. 1891, 1908). On February 9, 2022, the Judges invited additional 
briefing on the Bundled Revenue definition issue, specifically 
permitting the parties to offer additional analysis of possible 
characterization of the Copyright Owners' motion for clarification 
following the Determination as a motion for rehearing under the 
Copyright Act, title 17, United States Code at sec. 803(c)(2). See Sua 
Sponte Order Regarding Additional Briefing (Feb. 9, 2022).
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    \3\ Following the original remand scheduling order, the Judges 
amended the remand proceeding schedule by, e.g., permitting 
additional briefing, changing due dates, and seeking additional 
input with regard to specific issues. See, e.g., Order . . . 
Modifying Scheduling Orders (Dec. 13, 2021) (eCRB no. 25973).
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    At the request of the parties, the Judges agreed to forego live 
testimony. On March 8, 2022, all parties were afforded an opportunity 
to present oral argument on all remand issues.\4\ On July 1, 2022, the 
Judges issued an Initial Ruling and Order after Remand (Initial Ruling) 
\5\--applying Johnson and considering the entire record developed pre-
remand and post-remand.
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    \4\ Copyright Owners and Services divided the time for oral 
argument. George Johnson dba GEO Music Group waived oral argument.
    \5\ The Initial Ruling (eCRB no. 26938) is included in Related 
Rulings and Orders as section A. The findings and conclusions in the 
Initial Ruling were adopted by a majority of the Judges, but two 
Judges filed separate opinions. See Initial Ruling at 2 n.5. One 
Judge, former Chief Judge Suzanne Barnett, dissented from the 
Majority's conclusion in the Initial Ruling regarding the 
Phonorecords II rate structure (section II of the Initial Ruling), 
though not from the exception to that benchmark with regard to the 
headline rate of 15.1% and the imposition of a cap on the TCC rate 
prong. See Dissent in Part re Benchmark (July 1, 2022) (eCRB no. 
26943). The other opinion was issued by Judge Strickler, who 
dissented from the reasoning relating to the adoption of the 
definition of Service Revenue (section V), but concurred in the 
adoption of that definition. See Dissent in Part as to Section IV of 
the Initial Ruling and Order after Remand . . . (July 1, 2022) (eCRB 
no. 26965).
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    In the Initial Ruling, the Judges directed the parties to attempt 
to submit jointly agreed-upon regulatory provisions implementing the 
Initial Ruling for the Judges to consider. The Judges further ruled 
that, if the parties could not agree on all the regulatory language, 
they should make separate submissions regarding regulatory provisions 
in dispute. See Initial Ruling at 114.
    The parties agreed to many regulatory provisions but disagreed as 
to several such provisions. Accordingly, they filed separate 
submissions and respective replies regarding the regulatory provisions. 
Services' Joint Submission of Regulatory Provisions (July 18, 2022); 
Copyright Owners' Submission of Regulatory Provisions to Implement the 
Initial Ruling (July 18, 2022); Services' Joint Response to Copyright 
Owners' Submission of Regulatory Provisions (Aug. 5, 2022); Copyright 
Owners' Response to Judges' July 27, 2022 Order Soliciting Responses 
Regarding Regulatory Provisions (Aug. 5, 2022).
    The Judges considered those submissions and entered an order 
addressing the disputed regulatory provisions. See Corrected Order 
regarding Regulatory Provisions

[[Page 54407]]

Following Initial Ruling and Order (after Remand) (Nov. 10, 2022) 
(November 10th Order).\6\
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    \6\ The November 10th Order corrected an otherwise substantively 
identical order issued two days earlier, on November 8, 2022, which 
had inadvertently included a small amount of text. See November 10th 
Order at 1 (eCRB no. 27312).
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    On November 30, 2022, the parties filed a Joint Submission in which 
they provided joint regulatory language no longer in dispute that 
applied the binding rulings of the Judges and the D.C. Circuit.\7\ 
However, the parties identified the single issue in dispute that 
relates to the ``Total Content Cost'' (``TCC'') rates for nine 
offerings made by interactive streaming services. Joint Submission . . 
. Regarding Regulatory Provisions Following Initial Ruling and Order 
(after Remand) (Nov. 30, 2022) (Joint Submission) (eCRB no. 27337).
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    \7\ The Judges largely adopt the regulations in the Joint 
Submission, which reflect the substance of the Judges' post-remand 
rulings, the substance and formatting that the Judges had adopted in 
the pre-remand Final Determination that were not raised as issues on 
appeal, and updates to references to subparagraphs of Section 115 to 
conform to statutory amendments made pursuant to the Music 
Modernization Act in 2018. Any differences in language or style are 
made for ease of reference, consistent with the parties' post-remand 
joint filings.
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    Having considered the parties' submissions (including the Joint 
Submission), the Initial Ruling, and all other pertinent material, the 
Judges adopted the several TCC rates set forth in the Phonorecords II-
based benchmark as proposed by the Services. See Order 43 on 
Phonorecords III Regulatory Provisions (eCRB no. 28210).\8\
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    \8\ The Judges also found good cause to adopt a joint proposal 
for modified language regarding late fees, in 37 CFR 385.3. Order 43 
on Phonorecords III Regulatory Provisions at 9.
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    Based on the entirety of the record, the Judges adopt in toto \9\ 
the Initial Ruling and the Order 43 on Phonorecords III Regulatory 
Provisions which are set out in this document. Accordingly, those two 
documents are adopted by reference in this Final Determination After 
Remand. Additionally, the regulatory terms that will codify this Final 
Determination After Remand are set out in this document.\10\
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    \9\ But see Judge Strickler's Dissent, cited at n.5 supra, in 
which--although he agrees with the Majority as to the definition of 
a Service Revenue Bundle--he disagrees as to the legal reasoning 
supporting that conclusion.
    \10\ The documents are: Initial Ruling and Order After Remand, 
designated as Related Rulings and Orders, section A; Order 43 on 
Phonorecords III Regulatory Provisions, designated as Related 
Rulings and Orders, section B; Dissent in Part as to Section IV of 
the Initial Ruling and Order after Remand by Judge David R. 
Strickler, designated as Related Rulings and Orders, section C; and 
Dissent in Part re Benchmark, designated as Related Rulings and 
Orders, section D.
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    On the basis of the foregoing, the Judges propound the rates and 
terms described in this Final Determination After Remand for the period 
January 1, 2018, through December 31, 2022.\11\ No participant having 
filed a timely petition for rehearing, the Judges have made no 
substantive alterations to the body of the Initial Determination After 
Remand. The Register of Copyrights reviewed the Judges' Final 
Determination After Remand for legal error in resolving a material 
issue of substantive law under title 17, United States Code, and has 
closed her review. Non-substantive typos have been corrected and non-
substantive formatting changes have been made to the version reviewed 
by the Register in order to accommodate the Federal Register's 
formatting standards. The Librarian shall cause the Judges' Final 
Determination After Remand, and any correction thereto by the Register, 
to be published in the Federal Register no later than the conclusion of 
the Register's 60-day review period.
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    \11\ The regulations applicable to the period 2018 through 2022, 
as set forth following this SUPPLEMENTARY INFORMATION section, will 
appear in the CFR as appendix A to the current regulations. Although 
these Phonorecords III regulations adopt the substance of the 
Phonorecords II-based benchmark where the Judges so require, in 
Sec. Sec.  385.21 and 385.22, these Phonorecords III regulations are 
structured, consistent with the parties' Joint Submission, in the 
same consolidated manner as set forth in the pre-remand Phonorecords 
III regulations (a structure as to which no party appealed). See 
Exhibit A to the Joint Submission at 16, n. 47; see also Exhibit B 
to the Joint Submission at n.17 (red-lined version of Exhibit A, 
supra).
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Related Rulings and Orders

A. Initial Ruling and Order After Remand (Redacted Version With Federal 
Register Naming and Formatting Conventions)

    On October 26, 2020, the United States Court of Appeals for the 
D.C. Circuit (D.C. Circuit) issued its mandate vacating and remanding 
in part the Determination \12\ issued by the Copyright Royalty Judges 
(Judges) in the captioned proceeding. See Johnson v. Copyright Royalty 
Board, 969 F.3d 363 (D.C. Cir. 2020). In its ruling on appeal, the D.C. 
Circuit found that in the Determination, the Judges (1) failed to give 
adequate notice to participants of their overhaul of the royalty rate 
structure combined with significantly increased and uncapped rates for 
section 115 licenses; (2) failed to explain why they rejected a 
benchmark based on a past settlement agreement \13\ in lieu of 
overhauling of the rate structure and significantly increasing rates; 
and (3) failed to identify their legal authority to redefine a material 
term after they promulgated a definition of that term in the Initial 
Determination circulated to the participants. See Johnson, 969 F.3d at 
367, 381; Initial Determination, Determination of Royalty Rates and 
Terms for Making and Distributing Phonorecords (Phonorecords III), 16-
CRB-0003-PR (2018-2022) (Jan. 27, 2018).
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    \12\ Determination of Royalty Rates and Terms for Making and 
Distributing Phonorecords (Phonorecords III), 84 FR 1918 (Copyright 
Royalty Board Feb. 5, 2019) (final rule and order) 
(``Determination''); See also Final Determination, 16-CRB-0003-PR 
(2018-2022) (Nov. 5, 2018) (citations to the Determination and to 
the Dissent in this Initial Ruling and Order after Remand (Initial 
Ruling) are found in this document). The Determination was issued by 
two of the Judges (Majority) and was accompanied by a dissenting 
opinion (Dissent) authored by the third Judge. The Dissent is 
appended to and part of the same document as the Determination.
    \13\ The referenced settlement agreement formed the basis for 
regulatory terms relating to section 115 musical works royalties and 
was adopted as a final rule in Adjustment of Determination of 
Compulsory License Rates for Mechanical and Digital Phonorecords, 
Docket No. 2011-3 CRB Phonorecords II, 78 FR 67938 (Nov. 13, 2013), 
Technical Amendment at 78 FR 76987 (Dec. 20, 2013). In this Initial 
Ruling, references to Phonorecords II, PR II, and PR II-based 
benchmark are references to this final rule.
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    After receipt of the D.C. Circuit's ruling and mandate, the Judges 
consulted with the parties to the appeal and established procedures for 
the remand proceeding. See Order Adopting Schedule for . . . Remand 
(Dec. 23, 2020).\14\ Each side offered opening submissions, responsive 
submissions, additional evidentiary filings and further supplemental 
briefing requested by the Judges. The parties' submissions included 
legal briefing and incorporated evidence from the original proceeding 
as well as evidence newly developed for the remand proceeding. After 
preliminary deliberations, the Judges asked for supplemental briefing 
from the parties responsive to a proposed alternative rate structure. 
See Notice and Sua Sponte Order Directing the Parties to Provide 
Additional Materials (Dec. 9 Order). The Judges also sought legal 
analysis from the parties relating to the D.C. Circuit's directive that 
the Judges either provide ``a fuller explanation of the agency's 
reasoning at the time . . .'' or take ``new agency action accompanied 
by the appropriate procedures.'' See Johnson, 969 F.3d at 392 (citing 
Dep't of Homeland Sec. v. Regents of the Univ. of Cal., 140 S. Ct. 
1891, 1908 (Regents)). On February 9, the Judges invited additional 
briefing on

[[Page 54408]]

the service bundle definition issue, specifically permitting the 
parties to offer additional analysis of possible characterization of 
the Copyright Owners' motion for clarification following the 
Determination as a motion for rehearing under the Copyright Act, title 
17, United States Code (Act) at sec. 803(c)(2).
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    \14\ Following the original remand scheduling order, at the 
request of parties or on their own motion, the Judges amended the 
remand proceeding schedule by, e.g., permitting additional briefing, 
changing due dates, and seeking additional input with regard to 
specific issues. See, e.g., Order . . . Modifying Scheduling Orders 
(Dec. 13, 2021).
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    At the request of the parties, the Judges agreed to forego live 
testimony. On March 8, 2022, all parties were afforded an opportunity 
to present oral argument on all remand issues.\15\ Following oral 
argument, the Judges deliberated and now issue this Initial Ruling 
after Remand.
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    \15\ Copyright Owners and Services divided the time for oral 
argument. George Johnson dba GEO Music Group waived oral argument.
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    After due consideration of all of the evidence and oral argument of 
counsel, the Judges \16\ determine: \17\
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    \16\ The findings and conclusions in this Initial Ruling are 
adopted by a majority of the Judges. One Judge dissents from the 
adoption of the entirety of the Phonorecords II rate structure 
(section II), though not from the exception to that benchmark with 
regard to the headline rate of 15.1% and the imposition of a cap on 
the TCC rate prong. One Judge dissents in part from the reasoning 
relating to adoption of the definition of Service Revenue (section 
V), but not from the adoption of that definition.
    \17\ As addressed infra, the Judges also order that the 
participants in this remand proceeding prepare and submit regulatory 
provisions consistent with this ruling. See Footnote 174.
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    (1) With regard to the applicable rates and rate structure, the 
percent-of-revenue all-in headline royalty rate for the mechanical 
license shall be set at 15.1%, phased-in, as set forth below:

                                     2018-2022 All-In Headline Royalty Rates
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                                                2018          2019          2020          2021          2022
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Percent of Revenue........................        11.4%         12.3%         13.3%         14.2%         15.1%
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    In all other respects, the rates and rate structure of the 
Phonorecords II-based benchmark proposed by the Services (as that 
benchmark is defined herein) shall constitute the rates and rate 
structure for the Phonorecords III period.\18\
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    \18\ The Services include in their Joint Rate Proposal a chart 
summarizing the proposed rates for their offerings. That chart is 
attached as an Addendum to this Initial Ruling.
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    To be clear: the 15.1% headline percentage rate substitutes for the 
headline percentage rates in subparts B and C of the Services 
Phonorecords II-based benchmark, and the definition of ``Service 
Revenue'' for bundles shall be the definition contained in 37 CFR 
385.11 (paragraph (5) for the ``Service Revenue'' definition) as 
proposed in the Services' Phonorecords II-based benchmark.
    (2) The Services' Phonorecords II-based benchmark is the better of 
the benchmarks proposed by the parties and satisfies the requirements 
of 17 U.S.C. 801(b)(1) in all respects. However, as noted supra, to be 
consistent with this statutory section and the decision in Johnson, the 
royalty rate of 10.5% in that benchmark shall be replaced with the 
15.1% rate set forth in paragraph (1) above.
    (3) To reiterate for clarity, consistent with the adoption of the 
Phonorecords II-based benchmark, and for the reasons more fully 
developed herein, the Judges adopt the definition of ``Service Revenue 
for Bundled Services'' as it appeared in the Initial Determination in 
the underlying proceeding. Following are the Judges' analysis and 
ruling after remand.

I. Preliminary Issue: Burden of Proof

    As a preliminary matter, the Judges address the issue of burden of 
proof raised by both parties. Pursuant to the Administrative Procedure 
Act (APA), ``the proponent of a rule or order has the burden of 
proof.'' 5 U.S.C. 556(d). See also Initial Remand Submission of 
Copyright Owners at 48 (Apr. 1, 2021) (``CO Initial Submission'') 
(citing section 556(d) of the APA as setting forth ``a basic rule of 
these rate-setting proceedings that a participant is required to 
provide evidence establishing the propriety of all aspects of its own 
proposed rates and terms, including all aspects of the participant's 
proposed rate structure.''). Accordingly, it is clear to the Judges 
that the Services should continue to bear the burden of proof regarding 
the sufficiency of their proffered Phonorecords II-based benchmark in 
this remand proceeding. And, in like fashion, because on remand 
Copyright Owners have assumed the mantle of pursuing the vacated rate 
structure and rates, they bear the burden of proof with regard to their 
proposal.
    However, Copyright Owners assert that it is the Services who bear 
the burden of proof as to Copyright Owners' proposal regarding the 
appropriateness, vel non, of an uncapped TCC rate prong. According to 
Copyright Owners, this burden falls on the Services because ``only the 
Services . . . proposed TCC prongs at the hearing,'' in the form of the 
mix of capped and uncapped TCC prongs contained in the Services' 
Phonorecords II benchmark. Id. at 47. The Judges find that the fact 
that the Phonorecords II-based benchmark advanced by the Services 
contains this mix of capped and uncapped TCC prongs does not bear on 
Copyright Owners' duty, under 5 U.S.C. 556(d), to satisfy the burden of 
proof with regard to the rates and rate structure they are advancing on 
this remand. Moreover, the D.C. Circuit has already held that the fact 
that some of the Streaming Services' proposals contemplated continued 
use of an uncapped total content cost prong for some categories ``does 
not mean they anticipated that the [Judges] would uncap the total 
content cost prong across the board . . . [which] is quite different.'' 
Johnson, 369 F.3d at 382. The difference, according to Johnson, is that 
``[u]ncapping the total content cost prong across all categories leaves 
the Streaming Services exposed to potentially large hikes in the 
mechanical license royalties they must pay.'' Id.
    Accordingly, the Judges find that Copyright Owners indeed do bear 
the burden of proof with regard to the appropriateness of uncapped rate 
structure and rates they are proposing on remand and the Services bear 
the burden of proof with regard to the appropriateness of the 
Phonorecords II-based benchmark they are continuing to advance on 
remand.

II. Rate Structure and Rates

A. Relevant Rulings in Johnson

    In establishing a royalty rate structure and the rates within it in 
the context of this remand proceeding, the Judges are guided by the 
rulings in Johnson.
1. Percent of Revenue Prong
    The D.C. Circuit noted that the Judges found the royalties in the 
Phonorecords II period were too low and that record companies were 
receiving a disproportionate share of the sum of the mechanical and 
sound recording royalties. Johnson, 969 F.3d at 384-85. The D.C. 
Circuit acknowledged that ``[t]he Judges . . . then carefully

[[Page 54409]]

analyzed the competing testimony and drew from it rates that were 
grounded in the record and supported by reasoned analysis.'' Id. at 
385. The D.C. Circuit found that the Judges acted well within their 
discretion and not arbitrarily, relying on substantial evidence in 
establishing the ``zone of reasonableness'' for the rates. Id. As the 
D.C. Circuit noted, the Judges' process was ``the type of line-drawing 
and reasoned weighing of the evidence [that] falls squarely within the 
[Judges'] wheelhouse as an expert administrative agency.'' Id. at 385-
86 (emphasis added).
2. Uncapped TCC Prong
    The D.C. Circuit found fault, however, in the Judges' determination 
to establish an uncapped and increased percentage-based total content 
cost (TCC).\19\ Id. at 380. This approach ``removed the only structural 
limitation on how high the [TCC] . . . can climb.'' Id. The D.C. 
Circuit reasoned that uncapping the TCC alternative rate prong across 
all categories of service exposed the Services to potentially large 
hikes in the overall mechanical royalties they must pay. Id. at 382. 
The D.C. Circuit noted: ``As the [Judges] acknowledge, sound recording 
rightsholders have considerable market power vis-[agrave]-vis 
interactive streaming service providers . . . . The interactive 
streaming services are . . . exposed to the labels' market power and 
record companies could, if they so chose, put those services out of 
business entirely . . . . [B]y virtue of their oligopoly power, the 
sound recording copyright holders have extracted `inflated' royalties. 
. . .'' Id. (cleaned up).
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    \19\ ``TCC'' refers to ``Total Content Cost,'' and is defined as 
``a percentage of the royalties paid by the service . . . to sound 
recording copyright holders.'' Johnson, 969 F.3d at 370; see also 
Determination at 13 n.38 (``TCC'' is an industry acronym for ``Total 
Content Cost'', a shorthand reference to the extant regulatory 
language describing generally the amount paid by a service to a 
record company for the section 114 right to perform digitally a 
sound recording.'').
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    While the Services had advocated uncapping the TCC alternative rate 
prong for some categories of service, that ``does not mean they 
anticipated that the [Judges] would uncap the total content cost prong 
across the board. That is quite different.'' Id. at 382. The D.C. 
Circuit found that the Judges ``failed to provide adequate notice of 
the drastically modified rate structure [they] ultimately adopted.'' 
Id. at 381. The D.C. Circuit emphasized that the failure to provide 
adequate notice of their intentions ``is no mere formality [because] 
[i]nterested parties' ability to provide evidence and argument . . . 
not only protects the parties' interests, it also helps ensure that the 
[Judges'] ultimate decision is well-reasoned and grounded in 
substantial evidence.'' Id. at 381-82.
    To support their adoption of an uncapped TCC rate prong, the Judges 
``predicted that the sound recording copyright owners' royalty rates 
would naturally decline in the course of their negotiations with 
interactive streaming services.'' Id. at 372. The Judges found 
persuasive the rebuttal testimony of one of Copyright Owners' economic 
expert witnesses, Professor Watt, that an increase in mechanical 
royalties payable by the Services would lead to a corresponding 
decrease in the Services' sound recording royalty obligations. See 
Determination at 73-74 (``[S]ound recording royalty rates in the 
unregulated market will decline in response to an increase in the 
compulsory license rate for musical works [and] Professor Watt's 
bargaining model predicts that the total of musical works and sound 
recordings royalties would stay ``almost the same'' in response to an 
increase in the statutory royalty.''). The Services painstakingly 
criticized this ``see-saw'' theory.
    The D.C. Circuit concluded that, on remand, if and when the Judges 
consider the ``uncapped'' rate structure, they shall address all 
substantive challenges to that approach raised by the Services, 
including the issue of whether ``an increase in mechanical license 
royalties would lead to a decrease in sound recording royalties.'' Id. 
at 383.
    Thus, the D.C. Circuit held, the Judges erred procedurally in 
adopting an uncapped TCC alternative rate prong. The D. C. Circuit 
therefore instructed the Judges to provide the parties with the 
opportunity to fully address the issues regarding the uncapped TCC 
prong, and for the Judges to address the ``substantive challenges'' 
raised by the Services.
3. Four Itemized Statutory Objectives
    The statutory standard found in section 801(b)(1) instructs the 
Judges to set rates that are not only ``reasonable,'' but also 
reflective of four itemized objectives, or factors, which, as the D.C. 
Circuit stated, set forth ``competing priorities.'' 17 U.S.C. 
801(b)(1)(A)-(D); Johnson, 969 F.3d at 387.\20\ With regard to these 
four priorities, the D.C. Circuit found that the Judges properly 
analyzed and applied the first objective (Factor A). Id. at 387-88. In 
particular, the D.C. Circuit did not disturb the Judges' ruling that an 
increase in the royalty rates for mechanical licenses was necessary in 
order to satisfy Factor A. Johnson, 369 F.3d at 387-88. According to 
Johnson, in making this finding, the Judges had engaged in a 
``reasonable reading of the record'' and had relied on ``substantial 
evidence.'' Id. at 388. Thus, Factor A (when considered without regard 
to the other three objectives) indicated that the statutory rate needed 
to be higher than it was during the Phonorecords II period.\21\
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    \20\ These competing objectives are: (A) To maximize the 
availability of creative works to the public; (B) To afford the 
copyright owner a fair return for his or her creative work and the 
copyright user a fair income under existing economic conditions; (C) 
To reflect the relative roles of the copyright owner and the 
copyright user in the product made available to the public with 
respect to relative creative contribution, technological 
contribution, capital investment, cost, risk, and contribution to 
the opening of new markets for creative expression and media for 
their communication; and (D) To minimize any disruptive impact on 
the structure of the industries involved and on generally prevailing 
industry practices. Id.
    \21\ However, as the D.C. Circuit also noted, because the four 
section 801(b)(1) objectives reflect ``competing priorities, id'' at 
387, the holding that Factor A militates toward a higher rate is not 
ultumately dispositive. Rather, it must be weighed with the other 
statutory factors.
---------------------------------------------------------------------------

    With regard to the other three objectives, Johnson stated that 
``[t]he question whether the [Judges] adequately addressed factors B 
through D . . . is intertwined with the nature of the rate structure 
ultimately imposed by the [Judges].'' Id. at 389. Accordingly, the D.C. 
Circuit concluded that it ``need not . . . address whether the [Judges] 
adequately considered these remaining factors.'' Id.\22\
---------------------------------------------------------------------------

    \22\ The phrase ``intertwined with the nature of the rate 
structure'' requires emphasis because the Majority independently 
considered how to weigh Factors B and C specifically as to the 15.1% 
revenue rate, without regard to the overall rate structure, as 
discussed infra.
---------------------------------------------------------------------------

    Within the parameters of the holdings in Johnson, the Judges 
consider the record facts and the arguments made in this remand 
proceeding, together with the pertinent facts and arguments made in the 
original proceeding.

B. Rate Evidence for the 33-Months From January 2018 Through September 
2020

    After the Determination was issued, from its effective inception on 
January 1, 2018, through September 30, 2020--a 33-month period--the 
parties operated under the rates and rate structure set forth in that 
ruling. In light of the D.C. Circuit's decision in Johnson, as of 
October 1, 2020, the parties reverted to the Phonorecords II rates. The 
Services have asserted in this remand proceeding that, during the 33-
month period when the Majority's new and higher

[[Page 54410]]

Phonorecords III rates were in effect, [REDACTED]. By contrast, 
Copyright Owners, on remand, looking at the same data over this 33-
month period, aver that they prove the existence of the seesaw theory.
1. Services' Position
    According to the Services, [REDACTED]. [REDACTED]. Moreover, 
according to the Services, [REDACTED]. The Services further maintain 
that, [REDACTED].
    The Services make the [REDACTED]. And, [REDACTED]. Id. ]] 5, 9-13, 
16-19, 22-23, 26-27.
    The Services claim that [REDACTED]. More particularly, [REDACTED].
    [REDACTED]. [REDACTED].
    The Services' economic experts rushed to judgment upon learning of 
these facts, claiming that they disproved the seesaw theory. See Katz 
WDRT ]] 25-27 (relying on testimonies cited supra and concluding that 
seesaw theory was disproved, based on [REDACTED]); Marx WDRT ]] 48-51 
(relying on same testimonies and likewise finding because [REDACTED]); 
Leonard WDRT ] 17. ([REDACTED]).
2. Copyright Owners' Position
    Copyright Owners analyzed the royalty data over the same 33-month 
period (January 2018 through September 2020) and reach the opposite 
conclusion. One of their economic expert witnesses, Dr. Jeffrey 
Eisenach, testified that [REDACTED]. Moreover, he opined that 
[REDACTED]. See Eisenach RWRT sec. 2(A) & appx. C.
    Based on this analysis, Professor Watt declares empirical 
vindication of his seesaw theory. Watt RWRT ]] 41-42, 46 (``The 
[Judges'] bargaining theory insights about the relationship between 
royalty rates were correct. . . . [REDACTED]. . . .'').
3. Analysis and Decision Regarding Evidence of Post-Determination Rates
    The Judges are perplexed by the willingness of the expert economic 
witnesses on both sides to opine that the rate changes from January 
2018 through September 2020 can serve as confirmation of their clients' 
respective positions. The issue to be considered empirically was 
whether the sound recording rate would decrease in response to the 
increase in the mechanical rate. That is, if the record labels had 
previously set royalties at a level that would allow the Services 
merely to survive, would the record labels agree to lower their sound 
recording rate if more of the Services' surplus were acquired by 
Copyright Owners? To answer this question, the economists on both sides 
applied sophisticated bargaining models and critiques to explain the 
nature of the negotiations that would ensue.
    In the process, the economists lost track of an obvious, elementary 
point: The Phonorecords III rates were being challenged by the 
Services' appeal, and might not persist. Indeed, the rates were 
ultimately vacated and the parties returned in October 2020 to the 
Phonorecords II rates.\23\ Now, the rates will be changed again by this 
post-remand Determination, and going forward may be subject to further 
potential change, consistent with the provisions of title 17. In light 
of such ongoing fundamental uncertainty, why would any economist or 
businessman assume that the sound recording companies would agree to 
adjust their rates in response to a change in the mechanical rate? The 
Judges are amazed that the economic experts neglected even to raise 
this uncertainty as a complicating issue, let alone a dispositive 
one.\24\
---------------------------------------------------------------------------

    \23\ There also was uncertainty as to the effective inception 
date of the Phonorecords III rate period, because the Services had 
appealed (ultimately unsuccessfully) the CRB Judges' finding that 
the period commenced, retroactively, as of January 1, 2018.
    \24\ To place this point in the economic context of this 
proceeding, the Judges characterize the ongoing ``legal 
uncertainty'' as another ``independent variable'' to add to the 
economic experts' list of such variables, discussed infra, that 
affect the ``dependent variable,'' viz., the sound recording rate.
---------------------------------------------------------------------------

    Moreover, no party called as a witness any representatives of the 
Majors, or subpoenaed their testimony or documents, to provide the 
Judges with evidence of how these record companies perceived the seesaw 
issue, whether as a permanent phenomenon or as an uncertain matter, 
given the pendency of the legal proceedings regarding the ultimate 
mechanical rate. Any of the parties could have requested that the 
Judges subpoena a sound recording industry witness to give testimony 
and produce documents as to this issue, pursuant to 17 U.S.C. 
803(b)(6)(C)(ix), but none did so. Further, Copyright Owners, who are 
representing the music publishing interests of inter alios, Sony, 
Universal, Warner, and Merlin, likely could have produced such sound 
recording witnesses without the need for a subpoena. Witnesses from 
these entities who negotiated with the Services after the Phonorecords 
III rates and rate structure became effective certainly would have 
knowledge relevant to the testimony of the Services' witnesses 
[REDACTED] who claimed that [REDACTED].
    Simply put, the period from period from January 2018 through 
September 2020 was a time the Judges construe as ``33-months of 
uncertainty,'' see 3/8/22 Tr. 87, 91 (Closing Argument) when no party 
could ascertain with any assuredness the ultimate Phonorecords III 
rates and rate structure. Thus, for the economists and the parties to 
claim vindication for their arguments by reliance on how the record 
labels did or did not respond to the challenged and ever-shifting rates 
during this ``33 months of uncertainty'' reflects the elevation of 
adversarial zeal over objective judgment.
    Accordingly, the Judges place no weight on the purported changes or 
stability of the sound recording rates during the Phonorecords III rate 
period.

C. Percent-of-Revenue Rate Prong

1. Copyright Owners' Position
    In their initial remand submission, Copyright Owners provided no 
new evidence to support any aspect of the 15.1% revenue-based rate (or 
for that matter, any new evidence to support the rates or rate 
structure in the Determination), and elected to rely on the pre-remand 
record. In fact, in their initial remand submission, Copyright Owners 
do not so much as mention the 15.1% revenue rate derived by the Judges. 
However, in their reply remand submission (which the Judges found also 
to constitute, in part, a substantive initial submission \25\) 
Copyright Owners do address the 15.1% revenue rate. In the reply 
submission, Copyright Owners simply stated: ``[T]he Circuit affirmed 
the Board's derivation of rate percentages, including raising the 
revenue rate to 15.1%.'' Copyright Owners' Reply Brief on Remand (in 
Reply Remand Submission of Copyright Owners, Vol. 1) at 64, n.48 (July 
2, 2021) (``CO Reply''). In a subsequent submission, Copyright Owners 
added that ``[t]he narrow mandate on this Remand does not allow for 
reopening the rate percentage determination in the [ ]Determination.'' 
Copyright Owners' Motion for Reconsideration or Clarification at 15 & 
n.10 (Dec. 17, 2021) (emphasis added) (Dec. 17th Motion).
---------------------------------------------------------------------------

    \25\ See Order Denying in Part and Granting in Part Services' 
Motion to Strike Copyright Owners' Expert Testimony and Granting 
Services' Request to File Supplemental Testimony and Briefing at 11 
(Oct. 1, 2021) (Oct. 1st Order) (The Judges found that ''with one 
exception . . . the challenged testimonial evidence of Copyright 
Owners' economic expert witnesses serve the dual purposes of direct 
and rebuttal statements'' and, as a consequence, ``provide[d] the 
Services an opportunity to file supplemental testimony and briefing 
in opposition.
---------------------------------------------------------------------------

    Thereafter, Copyright Owners asserted that the D.C. Circuit's 
affirmance of the

[[Page 54411]]

[Judges'] revenue percentage rate calculation was ``strong[ ]'' and 
``detailed.'' Copyright Owners' Reply in Further Support of Motion for 
Reconsideration or Clarification at 4 (January 5, 2022). Moreover, 
Copyright Owners took note that the Services had relied on 
substantively identical language in Johnson to support their argument 
that other statements in that D.C. Circuit decision should be deemed 
affirmed. See id. at 4-5 (noting Services' reliance on Johnson's 
description of the Judges' rulings regarding student and family 
discounts (``grounded in substantial record evidence . . . based on the 
weight and credibility of the evidence [and] squarely within the 
Judges' expertise)'' as demonstrating that the D.C. Circuit had 
affirmed those rulings) (emphasis added); see also Copyright Owners' 
Brief in Response to the Additional Materials Orders at 2, 6-7 (Jan. 
24, 2022) (``CO Additional Submission'') (again asserting that ``the 
15.1% revenue rate . . . was specifically affirmed in detail by 
Johnson.'').
2. Services' Position
    In their initial submission after the remand, the Services objected 
to any continued application by the Judges of the 15.1% revenue rate 
because, ``as the Majority acknowledged, this particular division of 
revenues will never happen in the real world because of the 
complementary oligopoly power of the record labels.'' Services' Joint 
Opening Brief (in Services' Joint Written Direct Remand Submission at 
Tab D) at 52 (``Services' Initial Submission'') (Apr. 1, 2021). More 
particularly in this regard, the Services note that Professor Marx's 
Shapley Value Model,\26\ which served as an input for the generation of 
the 15.1% revenue rate, also indicated that only [REDACTED]% of the 
interactive streaming revenue should be paid out as royalties to the 
sound recording rightsholders, with the remaining [REDACTED]% of these 
revenues retained by the interactive streaming services. Id. (``Both 
Professor Marx's and Professor Watt's models show lower combined 
royalties being paid by the services than are currently paid in the 
marketplace. . . The discrepancy in total royalties between the models 
and the real world is explained, in part, by the absence of supranormal 
complementary oligopoly profits in the Shapley model, and the presence 
of those profits in the actual market.''). Id. (quoting Phonorecords 
III, 84 FR 1952).
---------------------------------------------------------------------------

    \26\ Generally, a Shapley Value Model is a game theory analysis. 
It models a hypothetical bargain that assigns each ``player'' the 
average marginal value it contributes to the bargain and (after 
accounting for the costs that each ``player'' would need to recover) 
the remaining ``surplus'' is allocated among the players according 
to their relative contributions. See Johnson, 969 F.3d at 372. For 
the reasons discussed infra, in the present case, the Shapley 
surplus from the streaming revenue is split essentially equally by 
the owners of the sound recording and musical works owners inter se, 
but the royalty rates themselves that would result from their 
bargaining would be different as between these two inputs, because 
of their differing costs. See, e.g., Gans WDT ] 73.
---------------------------------------------------------------------------

    By this approach, the Services maintain, ``the Majority awarded the 
Copyright Owners the full 15.1% of revenue dictated by its model 
(phased in over time), and left it up to the Services to convince the 
complementary oligopolist major labels to dramatically lower sound 
recording rates.'' Id. at 54-55. The Services argue that, instead, the 
Majority should have applied to Professor Marx's [REDACTED]% total 
royalty obligation what they characterize as ``any of the[ ] real-world 
ratios in place of the [REDACTED] ratio taken from ``Professor Gans' 
``Shapley-inspired'' model. Id. at 54. According to the Services, these 
lower ratios would have reduced the revenue percentage rate well below 
15.1%. Id.
    Alternatively, the Services propose, through Professor Marx's post-
remand written testimony, that the Judges now adopt ``a more balanced, 
burden-sharing approach'' to address what she described as the 
Majority's ``imbalance'' problem. Id. at 57; see also Marx WDRT ]] 52-
63.\27\ Essentially, her proposal begins with an assumption, based on 
record evidence, that labels typically take specific shares of service 
revenue, including shares of [REDACTED]%, [REDACTED]% and 
[REDACTED]%.\28\ These shares are significantly higher than the 
[REDACTED]% that Professor Marx generated from her Shapley model. Next, 
Professor Marx's post-remand burden-sharing approach uses as inputs the 
15.1% of service revenue and the [REDACTED]% of service revenue that 
would be retained by the musical works owners and the Services 
respectively.\29\ Putting these two factors together, she sets forth 
the basic math: Using her [REDACTED]% sound recording share as an 
example, she notes that there is not enough revenue for the labels to 
take this [REDACTED]% share, if the musical works owners also receive 
15.1% and the Services also retain the [REDACTED]% derived from her 
model ([REDACTED]% + 15.1% + [REDACTED]% = [REDACTED]%, an irrational 
result). See Services' Joint Opening Brief at 57.
---------------------------------------------------------------------------

    \27\ Claiming consistency with the Majority's analysis, 
Professor Marx appears to maintain that her ``burden-sharing'' 
approach generates the statutorily-required ``reasonable'' rate as 
well as a rate that satisfies the ``fair return''/``fair income'' 
objectives of statutory Factor B. See Marx WDRT ] 52 (introducing 
her correction of the alleged ``imbalance'' problem by noting that 
``the ``right'' mechanical royalty rate is one that is 
``reasonable'' and achieves the four objectives laid out in Section 
801(b)(1).''
    \28\ See Marx WDRT, fig. 7 ([REDACTED]).
    \29\ The [REDACTED]% of revenue that the services would retain 
is based on one of Professor Marx's ``Shapley Value Models.'' 
Shapley Value modeling is discussed infra.
---------------------------------------------------------------------------

    Professor Marx engages in an analysis based on the following math 
and logic (again, using the [REDACTED]% sound recording rate as an 
example of the fixed amount taken by the labels): (1) [REDACTED]% of 
the streaming revenues remain available to be split between the 
services and the musical works copyright owners; (2) adding the 15.1% 
revenue rate and her [REDACTED]% revenue retention percentage equals 
[REDACTED]%; and (3) the 15.1% revenue rate, as a percent of this 
[REDACTED]%, is [REDACTED]%; and (4) [REDACTED]% of the [REDACTED]% 
available for splitting between the services and the musical works 
copyright owners is [REDACTED]% (rounded). Id. at fig.8.
    Thus, she identifies her version of a ``fair'' result: The Services 
and Copyright Owners would split the residual revenue remaining after 
the labels have exercised their complementary oligopoly power to take 
an outsized fixed share--with the split proportional to the 15.1%-to-
[REDACTED]% revenue amounts calculated respectively by the Judges (the 
15.1% musical works rate) and Professor Marx (the [REDACTED]% service 
revenue retention). Id. 59, table. 8.\30\
---------------------------------------------------------------------------

    \30\ Using the same logic and calculation method, Professor Marx 
finds that the services would retain [verbar][REDACTED]% / 
[REDACTED]%, which equals [verbar][REDACTED]%. Assuming again that 
[REDACTED]% of the steaming revenue is available to split (because 
the labels have appropriated [REDACTED]%), the services would retain 
[REDACTED]% [REDACTED]% rounded) of the streaming revenue. Id.
---------------------------------------------------------------------------

    In their final post-remand submission, the Services also flatly 
state: ``[T]he D.C. Circuit did not ``affirm'' the 15.1% rate--it 
vacated that rate.'' Services' Joint Rebuttal Brief Addressing the 
Judges' Working Proposal at 2 (Feb. 24, 2022) (``Services' Additional 
Submission''). However, the Services do not support that quoted 
statement with any citation to Johnson. See id. Further, the Services 
assert that the 15.1% revenue rate is not immune from post-remand 
review and reduction because ``the D.C. Circuit withheld judgment ``on 
whether that final percentage satisfies factors B through D of Section 
801(b)(1). . . .'' Id. at 3.

[[Page 54412]]

3. Analysis and Decision Regarding 15.1% Revenue Rate Prong
    The Judges determine that they are clearly bound by the D.C. 
Circuit's decision in Johnson to maintain the 15.1% revenue rate, as 
phased-in by the Determination. Several reasons support this decision.
    First, the Judges conclude that the D.C. Circuit's decision in 
Johnson is conclusive and unambiguous regarding the revenue percentage 
rate. The D.C. Circuit rejected the Services' assertion that the Judges 
acted ``arbitrarily'' as to this particular issue, noting that the 
Services had misstated the relevant facts. Johnson, 969 F.3d at 385-86 
(responding to Services' misdescription of Judges' analysis and 
explaining what Services described as ``not what happened.''). 
Moreover, the D.C. Circuit held that with regard to the construction of 
the 15.1% revenue rate, the Judges had ``engaged in the type of line-
drawing and reasoned weighing of the evidence [which] falls squarely 
within the [Judges'] wheelhouse as an expert administrative agency.'' 
Id. at 386. The D.C. Circuit further noted that the Judges 
``proceed[ed] cautiously'' to set the 15.1% revenue rate by 
establishing a ``zone of reasonableness'' for the revenue rate. Id. at 
385. Indeed, with regard to each aspect of this revenue rate analysis, 
the D.C. Circuit found that the Judges' decision making was ``grounded 
in the record and supported by reasoned analysis'' and that 
``[s]ubstantial evidence supports [their] judgment.'' Id. at 385.
    Second, when the D.C. Circuit reviewed the Determination, it 
applied ``the same standards set forth in the Administrative Procedure 
Act, 5 U.S.C. 706.'' Id. at 375 (noting that 17 U.S.C. 803(d)(3) cross-
references 5 U.S.C. 706); see also id. (``[W]e will set aside the [ ] 
Determination `only if it is arbitrary, capricious, an abuse of 
discretion, or otherwise not in accordance with law, or if the facts 
relied upon by the agency have no basis in the record.'').
    Here, the D.C. Circuit explicitly found that the Judges' analysis 
and findings in connection with the 15.1% revenue rate are not 
arbitrary and capricious, and that the facts relied upon by the Judges 
have a sufficient basis in (are ``grounded in'') the record. It seems 
beyond dispute that the D.C. Circuit affirmed the Judges in their 
setting of the 15.1% revenue rate as a rate that is reasonable, and 
thus satisfies that aspect of the section 801(b)(1) standard.\31\ 
Indeed, it would border on the Orwellian to misconstrue the D.C. 
Circuit's unequivocal and obvious affirmance of the reasonableness of 
the 15.1% revenue rate as a vacating of that finding.
---------------------------------------------------------------------------

    \31\ The CRB Judges intentionally distinguish between the 
``reasonable'' rate standard in the initial body of section 
801(b)(1) and the objectives set forth as Factors A-D of section 
801(b)(1). A rate can satisfy the statutory ``reasonable rate'' 
requirement yet require adjustment (higher or lower) to reflect the 
balancing of the four additional factors. Accordingly, the Judges 
defer to a subsequent section, infra, a discussion of how Factors A-
D should be addressed on this remand.
---------------------------------------------------------------------------

    Third, the Judges note that Johnson conspicuously declines to 
identify the Judges' setting of the 15.1% percent-of-revenue rate as 
one of the findings to be revisited on remand. Rather, Johnson states 
that the three overarching issues for resolution on remanded are the 
Majority's failure: (1) ``to provide adequate notice of the rate 
structure it adopted,'' (2) ``to explain its rejection of a past 
settlement agreement as a benchmark for rates going forward; and (3) 
``[to] identif[y] the source of its asserted authority to substantively 
redefine a material term after publishing its Initial Determination.'' 
Johnson, 369 F.3d at 367. The Majority's finding that the 15.1% royalty 
rate is ``reasonable'' was not identified by the D.C. Circuit as a 
finding that was vacated and subject to further review and, indeed, as 
noted supra, the appellate panel credited what it characterized as the 
Majority's careful analysis and line-drawing in arriving at that 
finding.
    The clarity of the D.C. Circuit's affirmance of the royalty rate of 
15.1% for the percent-of-revenue prong moots the issue of whether 
Professor Marx's attempt, described supra, to correct the so-called 
``imbalance'' problem has merit. However, the Judges note that, even if 
this issue had not been conclusively decided in Johnson, they would 
reject her approach as futile. That is, Professor Marx fails to 
acknowledge that any surplus that her approach would appear to provide 
to the Services would be siphoned off by the Majors, given their 
complementary oligopoly power.
    More particularly, the sound recording royalty rates she posits 
([REDACTED]%, [REDACTED]% and [REDACTED]%) are all functions of the 
sound recording companies' understanding of the Services' non-content 
costs (costs that the Services must recover out of retained revenues in 
order to remain in operation, i.e., to ``survive'') and the then-
existing musical works content (royalty) costs (comprised of the 
mechanical rate and the performance rate). If, as Professor Marx 
contemplates, the mechanical rate is reduced so that Copyright Owners 
``share the burden'' of the complementary oligopoly effect on sound 
recording rates, that ``burden sharing'' would increase the revenues 
retained by the Services (that is the purpose of Professor Marx's 
approach!). But such an increase would raise the Services' revenue 
above their ``survival'' rate, as understood by the record labels. 
Thus, the record labels, given their complementary oligopoly power, 
would increase the Services' royalty rate above what it otherwise would 
have been.
    Alternately stated, when Professor Marx hypothesizes a given sound 
recording royalty rate in column 1 of Figure 8 in her WDRT, that rate 
is assumed, by the logic of the complementary oligopoly theory, to have 
already allowed the services to cover only their non-content costs and 
musical works royalties, as understood by the record labels. So, her 
assumed rate in column 1 is not a fixed parameter, but rather an 
independent variable, which is a function of, inter alia, the costs 
incurred by the services, i.e., their non-content costs plus their 
musical works royalty costs.\32\ If those service costs decreased (for 
example, in an attempt to reduce the services' burden of bearing the 
full brunt of the labels' complementary oligopoly power as in Professor 
Marx's attempt to correct the imbalance problem), the percentage in 
column 1 of Figure 8 would increase, as the labels siphoned off that 
surplus over the services' survival revenue requirements. To find 
otherwise would be to refute the logic of the dynamics of the 
complementary oligopoly effect.\33\
---------------------------------------------------------------------------

    \32\ The interactive services also pay a separate royalty for 
the performance license necessary to transmit a song. However, under 
the Judges' ``All-In'' royalty structure, that performance royalty 
is deducted from the ``All-In'' calculation to determine the 
mechanical royalty. Also, the performance royalty paid to the 
largest Performing Rights Organization (PROs) are subject to 
determination by federal judges in the Southern District of New York 
(the so-called ``rate court'').
    \33\ To be clear, the Judges are not stating that the Services' 
retention of only enough revenue to allow them to cover their 
noncontent costs and thus merely ``survive'' is indicia of an 
effectively competitive (or even healthy) market--but are merely 
acknowledging the state of affairs given the unregulated nature of 
the sound recording royalties and the complementary oligopoly power 
that exists in that market.
---------------------------------------------------------------------------

    Moreover, the defect in Professor Marx's attempt to remedy the so-
called ``imbalance'' problem is a consequence of the statutory 
licensing and royalty scheme. To recap, the licensing of content used 
by the interactive services is bifurcated. The sound recording 
royalties paid by the interactive services to the record labels are not 
regulated, and complementary oligopoly power exists in that market, 
inflating sound recording royalty rates above an effectively 
competitive level. See

[[Page 54413]]

Determination at 73 (``[T]he existence of complementary oligopoly 
conditions in the market for sound recordings'' is the basis for ``the 
record companies' ability to obtain most of the available surplus'' 
generated by interactive streaming.) \34\ However (and to state the 
obvious), the mechanical rate paid by the interactive services for 
musical works is regulated, pursuant to 17 U.S.C. 115 and, until the 
2018 enactment of the Music Modernization Act,\35\ according to the 
rate standards in 17 U.S.C. 801(b)(1). Thus, there is no statutory or 
regulatory impediment to prevent record labels from responding to a 
decrease in the mechanical rate by increasing the unregulated sound 
recording rate if such an increase is in their economic interest.\36\
---------------------------------------------------------------------------

    \34\ As the Judges have consistently noted, this complementary 
oligopoly power is generated by the concentration of ownership of 
sound recording licenses for ``Must Have'' repertoires among the 
three Majors (Sony Music Group, Warner Music Group and Universal 
Music Group), plus Merlin (a consortium of Indies sometimes referred 
to as ``the fourth Major''), as indicated by their reported 
collective 85% share of Spotify's streams in 2018, the first year of 
the rate period at issue here. See <a href="https://www.midiaresearch.com/blog/smaller-independents-and-artists-direct-grew-fastest-in-2020">https://www.midiaresearch.com/blog/smaller-independents-and-artists-direct-grew-fastest-in-2020</a>.
    \35\ In subsequent rate periods, the rate remains regulated, but 
is subject to a different standard--the ``willing buyer-willing 
seller marketplace standard,'' for shorthand) under 17 U.S.C. 115.
    \36\ The inverse relationship between changes in the mechanical 
royalty rate and changes in the sound recording royalty rate has 
been characterized as the ``seesaw'' effect, which is discussed in 
further detail infra, with regard to the uncapped TCC rate prong.
---------------------------------------------------------------------------

    Accordingly, any attempt by the Judges to reduce the mechanical 
royalty rate in order to allow the Services to retain more of the 
surplus would fail; it would be like pouring water into a bucket with a 
siphon at its base. More water would not remain in the bucket, but 
rather would accumulate wherever the siphon leads--in this case, to the 
record labels. The Judges could keep mechanical royalty rates depressed 
and allow this to occur, but that would harm Copyright Owners while 
providing no relief to the Services. And despite the old adage that 
``misery loves company,'' the Judges detect no directive under section 
801(b)(1) that they harm Copyright Owners without providing a gain for 
the interactive streaming services--and that they provide a windfall 
for the record labels, to boot.
    Although Professor Marx's attempt to reduce the Services' 
``misery'' by sharing it with Copyright Owners is unavailing, the 
statutory scheme and market forces do appear to combine to mitigate the 
burden created by the complementary oligopoly power of the sound 
recording companies. If interactive streaming revenue were to grow over 
the rate period,\37\ then the phase-in to the 15.1% rate will reflect 
fixed annual percentages of a larger base, allowing services to retain 
a higher dollar level of the interactive streaming revenues.\38\ 
[REDACTED]. See, e.g., Diab WDRT ]] 10-11 (Google agreements); 
Mirchandani WDRT ]] 16-17 (Amazon agreements); Bonavia WDRT ]] 8; 14-19 
(Spotify agreements); White WDRT ]] 6; 8-14; 19; 24; 27-28 (Pandora 
agreements). Additionally, the Services' headline sound recording rates 
[REDACTED]. Services' Joint Remand Reply Brief at 40 (and record 
citations therein). Thus, assuming no increase in non-content costs (or 
increases smaller than the increases in streaming revenue), the 
Services will realize increased revenue above and beyond what they 
needed to survive.
---------------------------------------------------------------------------

    \37\ Because this proceeding was appealed and remanded, the 
Judges have the benefit of knowing the ``future'' (beyond 2017), 
during which U.S. interactive streaming revenues have continued to 
grow, a fact that is undisputed, and as to which the Judges take 
administrative notice. See, e.g., RIAA 2018 Year-End Music Industry 
Revenue Report (available at <a href="https://www.riaa.com/wp-content/uploads/2019/02/RIAA-2018-Year-End-Music-Industry-Revenue-Report.pdf">https://www.riaa.com/wp-content/uploads/2019/02/RIAA-2018-Year-End-Music-Industry-Revenue-Report.pdf</a>; RIAA 2020 Year-End Music Industry Revenue Report 
(available at <a href="https://www.riaa.com/wp-content/uploads/2021/02/2020-Year-End-Music-Industry-Revenue-Report.pdf">https://www.riaa.com/wp-content/uploads/2021/02/2020-Year-End-Music-Industry-Revenue-Report.pdf</a> (interactive streaming 
revenue increased within this rate period from (approximately) $1.6 
billion in 2018 to $7.7 billion in 2019 and $8.8 billion in 2020).
    \38\ For example, if a royalty is set at a flat rate of 15.1% 
when a revenue base is $1,000, then the royalty is $151, leaving 
$849 in revenues to cover other costs which, for this example, are 
held constant. If the revenue base doubles to $2,000, the same flat 
15.1% royalty rate generates $302 in royalties, leaving $1,698 in 
revenues to cover other costs which, if constant, allow for the 
additional revenue ($1,698-$849 = $849) to generate profits.
---------------------------------------------------------------------------

    The Services and Copyright Owners recognize the mitigation of harm 
to the Services generated by these facts (although they may well 
disagree with the Judges' application of these facts). During colloquy 
with counsel for Pandora and Spotify during closing arguments on 
remand, the Judges asked why they should in essence apply the ``misery 
loves company'' adage:

    [JUDGE STRICKLER] [T]he problem is . . . the sound recording 
[rates] are unregulated in the interactive market . . . . Congress 
did not want that to be controlled at all. So every time I see . . . 
the services' argument about how we have [to] set a rate that's fair 
even though there's this ability of the sound recording [companies] 
to take more, my margin note is always this: ``Are they arguing that 
`misery loves company?' '' [W]hy shouldn't that misery be shared 
with Copyright Owners? . . . Isn't that really Professor Marx's 
argument in her proposed split . . . using the 15.1 percent figure . 
. . ?
    [COUNSEL] [Regarding] Judge Strickler['s] . . . ``misery loves 
company'' issue. . . . I think . . . the way [Judge Strickler] put 
it during the trial was, even if I thought rates needed to come 
down, how would that help you; wouldn't the labels just take all 
that surplus for themselves based on their complementary oligopoly 
power? . . . . I want[ ] to address it right off the bat . . . . in 
open session.
    Relat[ed] to . . . the seesaw . . . our point is that these 
label rates are sticky in both directions. If you see an increase in 
musical works rates, you do not see a quick decrease in label rates, 
and the opposite is true. These rates are sticky.
. . .
    There's a lot of friction with respect to the ability of label 
rates to change quickly in response to the dynamic marketplace or 
the dynamic for business reasons or because of regulatory changes in 
musical works rate. These are multi-year contracts. They take a long 
time to negotiate. They are complex, et cetera.
    So, I do think it's right that at a minimum you can buy time 
where the ratio is more aligned with the 801(b) factors. In other 
words, you don't have to worry that the labels will take it all 
right away, even if you believe they will ultimately take that.
    [JUDGE STRICKLER] So you are saying we have something that 
reduces misery for a period of time until the misery returns?
    [COUNSEL] That's right. And I think that would have been true in 
2018 when you were sitting drafting the decision. It's even more 
true today in 2022 when the label rates, as I mentioned, are 
effectively set, bought and paid for.

3/8/22 Tr. 29-30, 43-46 (Closing Argument) (emphasis added).
    Similarly, on this topic, Copyright Owners' counsel accurately 
characterized the Judges' adoption of the static 15.1% Shapley-based 
rate as the inevitable consequence of ``regulatory lag,'' that requires 
a regulator to keep a rate constant over the statutory term because 
there is no sufficient data to project future rates. Id. at 273-75; see 
generally A. Kahn, 2 The Economics of Regulation at 48 (1971) ``The 
regulatory lag [is] the inevitable delay that regulation imposes in the 
downward . . . [and] upward adjustments'' to rate levels, and ``thus is 
to be regarded not as a deplorable imperfection of regulation but as a 
positive advantage [because] companies can for a time keep the higher 
profits they reap from a superior performance. . . .'').\39\
---------------------------------------------------------------------------

    \39\ The Judges emphasize two points that mitigate any negative 
impact on Copyright Owners from the static nature of the 15.1% 
revenue rate. First, as a percent-of-revenue rate, it generates more 
royalty revenue in a growing market, so the quantum of revenue is 
not static. Second, Copyright Owners' own economic expert witness, 
Professor Gans, testified that the data in the ``market 
observations'' from the Goldman Sachs Report on which he relied were 
the result of ``negotiated rates in the free market and thus 
``presumed to . . . fully consider[ ] . . . expectations of future 
costs and revenues . . . . incorporate[ing] expectations of future 
values.'' Gans WRT ]] 37-38. On this issue, it is noteworthy that 
both the Majority and the D.C. Circuit credited Professor Gans's 
reliance on these projections. See Determination at 70 (``The Judges 
. . . find Professor Gans' reliance on financial analysts' 
projections for the respective industries to be reasonable.''); 
Johnson, 969 F.3d at 386 (holding that ``[t]he CRB Judges' finding 
that Gans's . . . reliance on Goldman Sachs' profit projections'' 
was ``reasonable'' and the] . . . type of line-drawing and reasoned 
weighing of the evidence [that] falls squarely within the [Copyright 
Royalty Board's] wheelhouse as an expert administrative agency.'')
    Thus, dynamic changes going forward in the rate term are 
embodied in the 15.1% revenue rate, and dynamic market expectations 
are incorporated in the modeling data used to establish that rate.

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[[Page 54414]]

4. Consideration of Factors A-D in Section 801(b)(1)
    Finally, the Judges consider the impact of Factors A-D of section 
801(b)(1) in connection with the setting of the revenue percentage rate 
of 15.1%.\40\ Regarding Factor A, it cannot be gainsaid that the D.C. 
Circuit has left this issue unresolved. Rather, Johnson unambiguously 
affirmed the Majority's finding that an increase in the mechanical 
royalty rate was warranted. Specifically, Johnson states that the 
Majority's decision in this regard met the ``test'' that it be 
``supported by substantial evidence [and] reflect a reasonable reading 
of the record.'' Johnson, supra, at 388. Moreover, with regard to the 
level of the increase, the D.C. Circuit did not disturb the finding by 
the Majority that ``[t]he rates determined by the Judges represent a 
44% increase over the current headline rate, and thus satisfies the 
Factor A objective. . . .'' Determination at 85.\41\
---------------------------------------------------------------------------

    \40\ The D.C. Circuit ruled, with regard to the ``nature of the 
rate structure,'' that because it had ``vacat[ed] and remand[ed] . . 
. for lack of notice'' ``[t]he question whether the [Judges] 
adequately addressed factors B through D is bound up with the 
[Judges'] analysis of sound recording rightsholders' likely 
responses to the new rate structure.'' Johnson, supra, at 389. 
However, the 15.1% revenue rate, viewed separately, is not bound up 
in the ``rate structure'' issue, which relates to the uncapped TCC 
prong and how the 15.1% revenue rate may be ``intertwined'' with 
that second rate prong. As explained infra, the Judges are not 
adopting an uncapped TCC rate prong, so the 15.1% rate is no longer 
``bound up'' with the vacated and remanded ``rate structure'' issue, 
making moot the argument that a new post-remand analysis of Factors 
B through D is necessary or appropriate. However, on remand, 
Copyright Owners have placed in issue the ``disruption'' element of 
Factor D, claiming that the Services have not proven that the 
uncapped TCC rates and rate prong have or will cause disruption.
    \41\ The 44% figure cited by the Majority reflects the 
percentage increase of the headline rate, from 10.5% to 15.1%.
---------------------------------------------------------------------------

    With regard to Factors B and C,\42\ even if Johnson were construed 
as permitting the Judges to revisit this issue, they would not adjust 
the 15.1% revenue rate on the basis of these two factors. In this 
regard, the Judges note that the Majority found that the 15.1% revenue 
rate was not only ``reasonable,'' but also a ``fair allocation of 
revenue between copyright owners and services.'' Determination at 87 
(emphasis added). The Majority thus found explicitly that ``with regard 
to Factors B and C . . . there is no basis to depart from [its] 
determination of the reasonable . . . rate structure and rates as set 
forth supra.'' Id. More particularly, the Majority calculated the 15.1% 
rate by utilizing the total royalty percentage revenue of only 
[REDACTED]% as calculated by Spotify's economic expert witness, 
Professor Marx, whose economic modeling intentionally reflected a 
conception of fairness by reducing the effect of the labels' 
complementary oligopoly market power. See Determination at 67-68 
(noting that Professor Marx testified that this aspect of her model 
``represents a fair outcome in the absence of market power [and] . . . 
eliminates . . . market power'' which . . . if left in the economic 
analysis would ``render[ ] . . . the analysis incompatible with the 
objectives of Factors B and C of section 801(b)(1).)'') (emphasis 
added).\43\
---------------------------------------------------------------------------

    \42\ Factors B and C are typically considered jointly, because 
of the overlap in the objectives of providing a ``fair return'' and 
a ``fair income'' to the licensors and licensees respectively (the 
Factor B objectives) and reflecting their relative roles in making 
the streamed music available to the public (the Factor C 
objectives). See Johnson, 969 at 388 (noting without criticism the 
joint consideration of Factors B and C; Determination at 85-86 
(noting without criticism the several experts' joint consideration 
of Factors B and C).
    \43\ Additonal facts support the Majority's finding that the 
15.1% revenue rate is fair. The record evidence indicates that the 
headline percent-of-revenue sound recording rate was between 
approximately [REDACTED]% to [REDACTED]% in 2017. See Marx WDRT ] 
58, fig 7. When the 15.1% mechanical rate is added to that rate 
range, the range of the total royalty obligation (based on headline 
rates) is [REDACTED]% to [REDACTED]%. (Plus, given the phase-in of 
the rates expressly to avoid disruption, the total royalty 
obligation would be even lower before 2022, at current sound 
recording rates.) The evdence pre-remand indicated that the Services 
were ``surviving'' while incurring noncontent of costs of 
approximately [REDACTED]% of revenue, leaving about [REDACTED]% of 
revenue available to pay royalties while still remaining in 
business. See Eisenach WRT ] 79 (Copyright Owners' expert economic 
witness); McCarthy WDT ]] 28-29 (Spotify's Chief Financial Officer.) 
Thus, even if the Judges were to engage in a de novo analysis of the 
potential applicability of Factors B and C to the 15.1% rate, they 
would not find any basis sufficient to warrant a downward rate 
adjustment, beyond the phase-in adopted in the Determination.
---------------------------------------------------------------------------

    Accordingly, the Judges find it would be substantively unwarranted 
to engage in any new consideration on remand of the impact, if any, of 
Factors B and C on the otherwise reasonable 15.1% revenue rate.\44\
---------------------------------------------------------------------------

    \44\ However, the Judges take note of their further observation, 
discussed supra, that the combined impact of ``sticky'' sound 
recording royalty rates and the inevitable regulatory lag provide an 
additional modicum of fairness with regard to the mechanical royalty 
rate.
---------------------------------------------------------------------------

    The final itemized statutory factor--Factor (D)--instructs the 
Judges to consider the ``competing priority'' of ``minimiz[ing] any 
disruptive impact on the structure of the industries involved and on 
generally prevailing industry practices.'' 17 U.S.C. 801(b)(1)(D). As 
with Factors B and C, even if Johnson were construed to allow the 
Judges to revisit this issue on remand with respect to the 15.1% 
revenue rate, the Judges would not change the Majority analysis or 
findings. In the Determination, the Judges adopted the following 
interpretation of this standard set forth in previous determinations:

    [T]he Judges reiterated their understanding of Factor D, 
concluding that a rate would need adjustment under Factor D if that 
rate directly produces an adverse impact that is substantial, 
immediate and irreversible in the short-run because there is 
insufficient time for either [party] to adequately adapt to the 
changed circumstance produced by the rate change and, as a 
consequence, such adverse impacts threaten the viability of the 
music delivery service currently offered to consumers under this 
license.

Determination at 86 (emphasis added).
    Also, in order to minimize any economic disturbance to the 
Services' businesses, the Majority decided to phase-in the 15.1% rate 
over the five-year rate term, setting annual percent-of-revenue rates 
as follows: 11.4% in 2018; 12.3% in 2019; 13.3% in 2020; and 14.2% in 
2021, before the full 15.1% rate became effective in 2022 the final 
year of the rate term. Id. at 87-88.
    On remand, the Services have not made any argument that the rate 
structure or rates set by the Majority were ``disruptive under this 
standard.'' \45\ In sum, there is insufficient basis for the Judges to 
change the Majority's application of Factor (D) to the 15.1% revenue 
rate finding by the Majority.\46\
---------------------------------------------------------------------------

    \45\ The Judges further discuss the Factor D ``disruption issue 
infra in connection with their analysis of the uncapped TCC prong.
    \46\ Additional facts further support the Majority's finding 
that the 15.1% revenue rate is would not be disruptive under Factor 
D. The record evidence indicates that the headline percent-of-
revenue sound recording rate was between approximately [REDACTED]% 
to [REDACTED]% in 2017. See Marx WDRT ]] 14, 19. When the 15.1% 
mechanical rate is added to that rate range, the range of the total 
royalty obligation (based on headline rates) is [REDACTED]% to 
[REDACTED]%. (Plus, given the phase-in of the rates expressly to 
avoid disruption, the total royalty obligation would be even lower 
before 2022, at current sound recording rates.) The evidence pre-
remand indicated that the Services were ``surviving'' while 
incurring noncontent costs of approximately [REDACTED]% of revenue, 
leaving about [REDACTED]% of revenue available to pay royalties 
while still remaining in business. See Eisenach WRT ] 79 (Copyright 
Owners' expert economic witness); McCarthy WDT ]] 28-29 (Spotify's 
Chief Financial Officer). Thus, even if the Judges were to engage on 
remand in a de novo analysis of the potential applicability of 
Factor D to the 15.1% rate, they would not find any disruption 
sufficient to warrant a downward rate adjustment, beyond the phase-
in adopted in the Determination.

---------------------------------------------------------------------------

[[Page 54415]]

5. Conclusion Regarding the 15.1% Revenue Rate
    For the forging reasons, the Judges do not disturb the Majority's 
finding that the percent-of-revenue rate at 15.1%, phased-in annually 
over the rate period, constitutes a ``reasonable'' rate under section 
801(b)(1) to be used as the statutory rate for the 2018 to 2022 
period.\47\
---------------------------------------------------------------------------

    \47\ The Services' assert that the Judges previously found that 
the reasonableness of the 15.1% rate was subject to revision on 
remand. In support of this position, the Services cite to the 
Judges' Order Granting in Part and Denying in Part Copyright Owners' 
Motion for Reconsideration or, in the Alternative, Clarification at 
3, 4 n.7 (January 6, 2022) (Jan. 6th Order). But the Judges said in 
that interlocutory proposal merely that Copyright Owners were 
incorrect in their extreme assertion that the Judges could not make 
an ``alternative rate and rate structure finding . . . except for 
the re-adoption of the vacated rate and rate structure approach in 
the Phonorecords III Determination [because] . . . [t]hat . . . 
would . . . be inconsistent with Johnson [and] . . . would render 
the D.C. Circuit's vacating and remanding of the proceeding without 
force or effect.'' Id. at 4, n.7. That did not mean that certain 
elements of the D.C. Circuit's ruling could be ignored. Further, 
when the Judges provided the parties with the Judges' explicitly 
tentative ``Working Proposal,'' they did not declare that the 15.1% 
revenue rate calculation could be revisited. Rather, the Judges 
``express[ed] a concern, not that the foregoing calculations could 
be overridden, but rather that this analysis . . . is `incomplete' . 
. .'' Jan. 6th Order at 6 (emphasis added). The parties' submissions 
in response to the Judges' ``Working Proposal'' demonstrated that 
the 15.1% revenue rate calculation was not ``incomplete'' in the 
manner that had raised the Judges' concern. Nothing the Judges said 
in this interlocutory and tentative ``Working Proposal'' constituted 
a definitive statement regarding the Judges' view of what was and 
was not subject to review on remand. See generally <a href="http://merriam-webster.com">merriam-webster.com</a> (defining the adjective ``working'' in this context as 
``assumed or adopted to permit or facilitate further work or 
activity . . . a working draft.''). Indeed, a primary purpose of the 
``Working Proposal'' was to allow the Judges and the parties to 
address potential issues and resolutions, without prejudice going 
forward.
---------------------------------------------------------------------------

D. Uncapped TCC Rate Prong

1. Two Post-Remand Rationales for Uncapped TCC Rate Prong
    The Determination set forth the following two primary reasons for 
adopting a ``greater-of' rate structure that also included an uncapped 
TCC rate prong:

    First, the use of an uncapped TCC metric is the most direct 
means of implementing a key finding . . . by the experts for 
participants on both sides in this proceeding: the ratio of sound 
recording royalties to musical works royalties should be lower than 
it is under the current rate structure. Incorporating an uncapped 
TCC metric into the rate structure permits the Judges to influence 
that ratio directly.
    Second, an uncapped TCC rate prong effectively imports into the 
rate structure the protections that record companies have negotiated 
with services to avoid the diminution of revenue.

Determination at 35-36.\48\
---------------------------------------------------------------------------

    \48\ The Majority added two other reasons that are not germane 
to this remand. In particular, the Majority stated that, compared to 
the Phonorecords II benchmark proposed by the Services, the 
``greater-of'' structure with the uncapped TCC rate prong was 
``simpler'' to understand than the ``Rube Goldberg-esque'' nature of 
the Phonorecords II rate structure. Id. at 36. This issue apparently 
was not raised on appeal, as it was not mentioned in Johnson, and 
Copyright Owners have not raised the issue on remand. See CO Initial 
Submission, supra. (However, the Judges do consider this issue in 
their analysis of the PR II-based benchmark, infra.) The final 
reason provided by the Majority was that its adoption of an uncapped 
TCC rate prong was supported by evidence of Google's agreements with 
labels that included an uncapped rate structure, on which Google had 
relied to propose, post-hearing, the same greater-of rate structure. 
Id. However, the D.C. Circuit found that Google's proposal was 
distinguishable, as it was based on a far lower TCC rate (15%) as 
well as a far lower percent-of-revenue rate (10.5%). The D.C. 
Circuit thus declined to rely on the Google-based approach as 
support for the uncapped TCC rate prong. Johnson, 969 F.3d at 383.
---------------------------------------------------------------------------

2. Copyright Owners' Position
    Copyright Owners claim that the uncapped TCC prong should be 
adopted. They contend that the D.C. Circuit remand was merely 
``procedural'' rather than substantive, and the Judges thus are not 
precluded from readopting the uncapped TCC prong in this remand 
proceeding. CO Initial Submission at 35-38 (and record citations 
therein).
    They further contend that the uncapped TCC prong was adopted to 
provide protection against revenue deferment and displacement 
occasioned by the Services choosing to elevate the growth of 
subscribers and other listeners over revenue maximization. Id. at 38-43 
(and record citations therein). The uncapped TCC prong was first 
proposed by Google to persuade the Judges to reject Copyright Owners' 
proposed ``greater-of'' rate structure containing a per-play prong and 
a per subscriber prong. Id. at 43-46 (and record citations therein).
    Copyright Owners argue that the uncapped TCC prong should be 
adopted because: (1) the Services have not shown any actual or 
threatened ``disruption'' or other harm resulting from the uncapped TCC 
prong during the 33-month period; (2) the Services actually experienced 
``unprecedented growth and profit'' during this period; and (3) the 
Services paid lower percentages of revenues in mechanical and total 
royalties when the uncapped TCC prong was in effect. Copyright Owners' 
Reply Brief on Remand at 34-48 (and record citations therein).
    Relatedly, according to Copyright Owners the Services' argument 
that the ``see-saw'' effect is unsupported by empirical evidence has 
collapsed, given the evidence relating to market performance. Further 
Copyright Owners maintain that this argument is irrelevant to the rate 
structure issue. Id. at 48-50 (and record citations therein).
3. Services' Position
    The Services argue on remand that the uncapped TCC rate prong must 
be rejected. The Services reject the ``seesaw'' theory claiming it is 
disproved by the experience of the parties during the 33-month period. 
Services' Joint Opening Brief at 48-49; Services' Joint Supplemental 
Brief at 7-13 (Nov. 15, 2021) (and record citations therein). The 
Services further contend that Copyright Owners have disavowed the 
``seesaw'' theory as understood by the Majority. The Services allege 
that Copyright Owners now claim that the theory was nothing more than 
``a nod'' to certain ``core principles'' of bargaining theory, rather 
than a specific prediction of a commensurate inverse relationship 
between increases in the mechanical royalty rate and decreases in the 
sound recording royalty rate. Services' Joint Supplemental Brief at 2, 
5-7 (and record citations therein).
    With regard to the uncapped TCC rate prong, the Services assert 
that Copyright Owners have not even attempted to demonstrate--nor could 
they demonstrate--that the uncapped TCC rate prong is consistent with 
all four statutory objectives set forth in section 801(b)(1). Services' 
Joint Reply Brief at 1, 3-4, 33-34 36 (July 2, 2021) (``Services' 
Reply''); see also Services' Joint Opening Brief at 44-64 (and record 
citations therein). The Services claim that ``yoking'' the mechanical 
rate to the ``complementary oligopoly rates extracted by the labels is 
plainly unreasonable.'' Services' Joint Opening Brief at 44-46. The 
Services argue that the existence, vel non, of any ``disruptive 
impact'' arising from the uncapped TCC rate prong, is misguided and not 
dispositive, because it is only one of the four separately itemized 
factors and, as this factor relates to Copyright Owners' proposed 
uncapped TCC prong, they bear the burden of proof. Services' Reply at 
35-37.
    Finally, the Services contend that Copyright Owners have failed to 
explain their self-contradictory pre-remand argument that ``an uncapped 
TCC prong `does nothing to protect Copyright Owners from the Services' 
revenue

[[Page 54416]]

displacement and deferment.' '' Services' Reply at 43.
4. Application of Johnson Findings Regarding Uncapped TCC Rate Prong
    The Judges conclude that the D.C. Circuit affirmed the Majority's 
derivation and calculation of the 26.1% TCC rate, but vacated and 
remanded the Judges' application and inclusion of that rate prong in 
the rate structure. The D.C. Circuit noted that, on appeal, the 
Services contended that ``it was arbitrary and capricious for the 
[Judges] to rely on information drawn from different expert analyses in 
calculating the mechanical royalty rates.'' Johnson, 969 F.3d at 384. 
Thus, the Services were making the same ``information''-based argument 
in opposition to the calculation of both aspects of the mechanical 
royalty rates--the revenue percentage prong and the TCC prong. See also 
id. (``the Streaming Services separately leveled objections to the 
particular percentages adopted by the Copyright Royalty Board to 
calculate the revenue and total content cost prongs.'') (emphasis 
added)
    In fact, both rate prongs were indeed derived from the same 
analyses. See Determination at 75 (table) (showing that both 15.1% 
revenue rate and 26.2% TCC rate derived from same data--Professor 
Marx's model showing total royalties as high as [REDACTED]% [Majority's 
lower bound] and Professor Gans's ``Shapley-inspired'' model showing 
TCC percent should be [REDACTED]%.) \49\
---------------------------------------------------------------------------

    \49\ The reciprocal of Professor Gans's [REDACTED]ratio of sound 
recording:musical works royalties is [REDACTED], or [REDACTED]%.
---------------------------------------------------------------------------

    It is also clear from Johnson that the D.C. Circuit found that the 
Majority had reasonably derived and calculated the 26.2% TCC rate:

    When it came to . . . the ratio of sound recording to musical 
work royalties that Gans derived from his analysis the [CRB Judges] 
specifically found . . . reasonable Gans' equal value assumption 
[for dividing the Shapley surplus . . . between sound recording and 
musical works owners] and his reliance on Goldman Sachs' profit 
projections. That type of line-drawing and reasoned weighing of the 
evidence falls squarely within the Board's wheelhouse as an expert 
administrative agency.

See Johnson, 969 F.3d at 385-86 (cleaned up) (emphasis added). 
Accordingly, because the identical analysis was performed by the Judges 
to derive the 26.2% TCC rate as was done to derive the 15.1% revenue 
rate, the Majority's finding with regard to the derivation and 
calculation of the TCC rate likewise is not subject to further 
consideration on remand by the Judges.
    However, it is equally clear that the D.C. Circuit vacated and 
remanded the Majority's application and inclusion of the 26.2% TCC rate 
in a separate ``greater-of'' TCC prong. The defect that generated the 
vacating on this issue was procedural-- ``the Streaming Services had no 
notice that they needed to defend against and create a record 
addressing such a significant, and significantly adverse, overhaul of 
the mechanical license royalty scheme . . .'' Id. at 382. The 
consequence of the D.C. Circuit's action, however, was substantive. The 
D.C. Circuit stated:

    This is no mere formality. Interested parties' ability to 
provide evidence and argument bearing on the essential components 
and contours of the [Judges'] ultimate decision not only protects 
the parties' interests, it also helps ensure that the [Judges'] 
ultimate decision is well-reasoned and grounded in substantial 
evidence. . . .
    The Streaming Services separately challenge the uncapped rate 
structure as arbitrary and capricious. In particular, they argue 
that the rate structure formulated by the [Judges] failed to account 
for the sound recordings rightsholders' market power. They also 
object that the [Judges] failed to provide a `satisfactory 
explanation, or root in substantial evidence, [their] conclusion 
that an increase in mechanical license royalties would lead to a 
decrease in sound recording royalties [the ``inverse relationship'' 
a/k/a the ``seesaw'' effect].

Id. at 381-83 (cleaned up) (emphasis added). Thus, the D.C. Circuit 
explicitly declined to address these substantive issues, because of the 
deficient procedure. Instead, the D.C. Circuit remanded these 
substantive issues back to the Judges. Id. Simply put, Johnson found 
that the absence of notice here could be outcome-determinative. Thus, 
the Judges categorically reject Copyright Owners' assertion that the 
remand as to the uncapped TCC rate structure was merely ``procedural.'' 
The Judges do not accept the notion that the Majority simply committed 
some ministerial faux pas that could be summarily corrected so that the 
uncapped TCC rate structure could be rubber-stamped on remand. Rather, 
the Judges' error rendered it impossible for them to consider the pros 
and cons of such a rate structure without the necessary input from the 
Services (and, for that matter, Copyright Owners as well).
    Because the procedural infirmity precluded the D.C. Circuit from 
deciding whether the Majority's decision was ``well-reasoned and 
grounded in substantial evidence,'' there also can be no substantive 
presumption of the appropriateness of the uncapped TCC rate prong, as 
suggested by Copyright Owners. To the contrary, the D.C. Circuit's 
opinion makes it clear that on remand the Judges must engage in a fresh 
consideration of the statutory appropriateness, vel non, of the 
uncapped TCC rate prong, by weighing and contextualizing the competing 
evidence and testimony entered into the record both before and after 
the remand.
    Accordingly, although Copyright Owners correctly assert that 
Johnson did not find the uncapped TCC rate structure to be ``unfair, 
unreasonable or inequitable,'' Johnson just as clearly did not find 
that structure to be ``fair, reasonable or equitable.'' Rather, the 
purpose of the remand was for the Judges to make these determinations. 
Accordingly, the Judges next examine whether setting the statutory 
mechanical rate as an uncapped TCC rate is ``reasonable,'' as required 
by section 801(b)(1).\50\
---------------------------------------------------------------------------

    \50\ The Judges consider infra whether any of the four itemized 
statutory factors require an adjustment to this analysis.
---------------------------------------------------------------------------

5. Determining Whether Uncapped TCC Rate Prong is ``Reasonable''
a. Rejection of First Rationale for Including Uncapped TCC Rate
    Two substantive issues are implicated raised with regard to the 
issue of reasonableness: (1) whether the ``seesaw'' theory is valid; 
and (2) if it is valid, whether there exist sufficient data to support 
the phased-in 26.2% uncapped TCC rate.\51\ To demonstrate that this 
uncapped TCC rate prong and the (phased-in) 26.2% rate are reasonable, 
Copyright Owners rely on the combined application of two economic 
models--the Shapley Value model and a Nash Bargaining Model. 
Accordingly, it is necessary to consider how these two models relate to 
each other and how these models and their interrelationship impact the 
setting of the statutory rate.
---------------------------------------------------------------------------

    \51\ As noted supra, in the Judges' recitation of the parties' 
remand arguments regarding the uncapped TCC rate prong, they make 
other arguments as well, specifically regarding: (1)) whether it 
would be necessary and/or appropriate to adopt this uncapped TCC 
rate prong to offset revenue deferral and/or displacement by the 
Services; (2) whether this rate prong has caused, or would cause, 
economic ``disruption'' to the Services (under Factor D of section 
801(b)(1)); (3) whether the uncapped TCC rate prong would satisfy 
Factors B and C of section 801(b)(1); and (4) whether this rate 
prong improperly imports the complementary oligopoly power of sound 
recording licensors. The Judges consider these issues after 
addressing the issues relating to the ``seesaw'' theory.
---------------------------------------------------------------------------

    The D.C. Circuit described the Shapley Value Model methodology:

    The Shapley methodology is a game theory model that seeks to 
assign to each market player the average marginal value that the 
player contributes to the market. This methodology first determines 
the costs that

[[Page 54417]]

each player should recover, then divides the ``surplus'' among the 
players in proportion to the value of their contributions to the 
worth of the hypothetical bargain that would be struck.

Johnson, 969 F.3d at 372. The Judges provided a consistent but more 
detailed definition:

    The Shapley value gives each player his average marginal 
contribution to the players that precede him, where averages are 
taken with respect to all potential orders of the players. The 
Shapley value approach models bargaining processes in a free market 
by considering all the ways each party to a bargain would add value 
by agreeing to the bargain and then assigns to each party their 
average contribution to the cooperative bargain. The idea of the 
Shapley value is that each party should pay according to its average 
contribution to cost or be paid according to its average 
contribution to value. It embodies a notion of fairness. The Shapley 
model is a game theory model that is ultimately designed to model 
the outcome in a hypothetical `fair' market environment. It is 
closely aligned to bargaining models, when all bargainers are on an 
equal footing in the process.

Determination at 62-63 (cleaned up).
    To apply a Shapley Value Model in a rate proceeding, the economic 
modeler must obtain usable cost and revenue data to be inputted into 
the model. More particularly for this proceeding, the modeler must 
identify the parties' input costs, including the Services' non-content 
costs, and the revenue derived from interactive streaming.\52\ The 
difference between these revenues and the Services' noncontent costs 
represents the Shapley ``surplus'' that can be shared among the 
Services, the sound recording companies and Copyright Owners.
---------------------------------------------------------------------------

    \52\ Identifying useful data is a vexing problem. As one of 
Copyright Owners' expert economic witnesses, Professor Watt, has 
written: ``[T]he main problem with the Shapley approach . . . a 
particularly pressing problem [is] that of data availability.'' R. 
Watt, Fair Copyright Remuneration: The Case of Music Radio, 7 Rev. 
Econ. Rsch Copyright. Issues at 21, 27 (2010).
---------------------------------------------------------------------------

(i) The Shapley Approach of the Parties' Economic Expert Witnesses
(a) Professor Gans's ``Shapley-Inspired'' Model
    Professor Gans, Copyright Owners' expert, utilized royalty and 
profit interactive streaming data for record companies and music 
publishers that he obtained from ``a [then] recent music industry 
equity analysis report,'' namely, a Goldman, Sachs Equity Research 
report dated October 4, 2016 entitled ``Music in the Air, Stairway to 
Heaven.'' Gans WDT ] 76 & n.39. As the Majority summarized Professor 
Gans's approach, ``[h]e found that, for the music publishers to recover 
their costs and achieve profits commensurate with those of the record 
companies under his approach, the ratio of sound recording royalties to 
musical works royalties derived from his Shapley-inspired analysis was 
[REDACTED] (which attributes equal profits to both classes of rights 
holders and acknowledges the higher costs incurred by record companies 
compared to music publishers).'' Determination at 69 (citing Gans WDT ] 
77 tbl.3) (emphasis added).
    Regarding Professor Gans's Shapley-inspired analysis, the Majority 
stated:

    [T]he Judges find the ratio of sound recording to musical work 
royalties that Professor Gans derived from his analysis to be 
informative. Professor Gans computed this ratio based on an 
assumption of equal Shapley values between musical works and sound 
recording copyright owners. The Judges find this assumption to be 
reasonable . . . . <SUP>[53]</SUP>
---------------------------------------------------------------------------

    \53\ The assumption of equal Shapley values is based on the 
understanding that a sound recording license and a musical works 
license are both necessary (i.e., perfect complements) in order for 
a service to stream a song. Determination at 69 & n.122 therein.

Determination at 70. This is part and parcel of the ``line-drawing'' 
undertaken by the Majority that the D.C. Circuit affirmed. Thus, on 
remand, the Judges do not find cause to reconsider the Majority's 
limited adoption of Professor Gans's Shapley-inspired analysis.\54\
---------------------------------------------------------------------------

    \54\ Because the ratio of sound recording to musical works 
royalties that Professor Gans derived from the data and other 
evidence was the only portion of his testimony on which the Majority 
relied, and because that reliance was affirmed by the D.C. Circuit, 
the criticisms of other aspects of Professor Gans's modeling are no 
longer relevant.
---------------------------------------------------------------------------

(b) Professor Marx's Shapley Value Model
    Professor Marx constructed two Shapley Value Models, one of which 
was relied upon by the Majority. In the model credited by the Majority, 
Professor Marx assumed one collective owner of sound recording 
copyrights and one collective owner of musical works. She also assumed 
the presence of a single interactive service. See Determination at 64-
68. That approach yielded a total royalty obligation for sound 
recordings and musical works ranging between [REDACTED]% and 
[REDACTED]% of the hypothetical service's revenue. Dissent at 133.
    Copyright Owners criticized Professor Marx's decision to assume in 
her model only one interactive streaming service, rather than the 
multiple services that actually existed. They contend that assumption 
reduced the market power of the licensors in her model. According to 
Copyright Owners' economic experts, Professor Marx's approach was a 
misuse of the Shapley Value Model. They aver that the Shapley Value 
approach is intended only to eliminate from the rate derivation the 
bargaining ability of a ``Must Have'' input supplier (like the sound 
recording companies and Copyright Owners) to ``hold-out'' and thus 
squeeze licensees for higher royalties. By modeling every possible 
``arrival ordering,'' they contend, the ``hold-out'' problem is 
avoided. They further contend that Professor Marx misconstrued the 
purpose of the Shapley approach by wrongly modeling market participants 
in a manner that significantly reduced the actual market power of these 
``Must Have'' input suppliers. Determination at 66-67.
    The Majority agreed with Professor Marx. The two Judges in the 
Majority found that her modeling reasonably ``attempts to eliminate a 
separate factor--market power--that she asserts renders a market-based 
Shapley Analysis incompatible with the objectives of Factors B and C of 
section 801(b)(1).'' Id. at 68.
    Although the Majority ultimately relied upon Professor Marx's 
modeling in this regard, the Majority found that her data inputs were 
problematic. Determination at 65. Specifically, Professor Marx relied 
on 2015 data from Warner/Chappell and Warner Music Group for music 
publisher sound recording company noncontent costs, respectively. The 
Majority found that 2015 data was less probative than 2016 data and 
understated the percentage of revenue to be paid to the two classes of 
content providers. However, the Majority ultimately found only that 
this one-year older data served to ``understate'' the allocation of 
surplus to the upstream content providers, and thus rejected only her 
lower [REDACTED]% bound for total royalties, The Majority did decide to 
adopt her upper bound of [REDACTED]% value for total royalties, which 
could (and ultimately did) ``constitute a lower bound for total 
royalties in computing a royalty rate,'' applied by the Majority in 
order to make a downward adjustment to offset the complementary 
oligopoly effect of ``Must Have'' inputs. Id. at 73, 75.
(c) Professor Watt's Criticisms of and Adjustments to Professor Marx's 
Shapley Modeling
    Professor Richard Watt was called by Copyright Owners as a rebuttal 
witness at the hearing, for the purpose of reviewing Professor Marx's 
WDT. Watt WRT ] 3. He concluded that Professor Marx's Shapley Value 
Model contains important methodological and data

[[Page 54418]]

flaws which, in his opinion, caused her to significantly understate the 
mechanical and overall (musical works + sound recording) royalty rates 
to be paid by interactive services pursuant to a proper Shapley 
analysis. Id. at ] 5.
    Professor Watt also criticized her Shapley Value Model for failing 
to incorporate the fact that ``the different interactive streaming 
companies--Spotify, Apple Music, Rhapsody/Napster, Google Play Music, 
Amazon, etc.--do all compete (and rather fiercely) among themselves, 
offering (perhaps perfectly) substitutable services.'' Id. at ] 25. 
Even more strongly in this vein, Professor Watt relied on the following 
description of the substitutability of the streaming services, inter 
se:

    Each [interactive streaming] service in the increasingly crowded 
field is working frantically to overcome the perception that the 
main distinction among the uniformly priced $9.99 a month offering 
is little more than font style, quirky playlist title and color 
scheme. . . . [M]usic platforms have long fought against the 
perception that they're . . . selling a nearly interchangeable 
product . . . You're getting sold the same car [with] just got a 
different lick of paint on it.'').

Id. at ] 32 n.19.
    Professor Watt claimed that incorporating this downstream 
competition into the model would reduce the Shapley values of the 
Services and increase the Shapley values for the input suppliers, by 
recognizing which players provide ``essential inputs'' and which are in 
competition with other suppliers of substitutable inputs. Id.
    He further criticized Professor Marx for including in her model 
``other distributors'' who are not interactive streaming services. Id. 
at ] 27. According to Professor Watt, these other distributors ``do not 
belong in a properly constructed Shapley Value Model because their 
presence would ``show up'' in the model as lower revenues for 
interactive services as their subscribers or listeners left for these 
other distributors (such as noninteractive services). Id.
    Additionally, because he criticized Professor Marx's use of 2015 
data (as noted supra), Professor Watt re-worked Professor Marx's model 
by examining how the use of 2016 data, as opposed to her 2015 data, 
would ``better reflect[ ] . . . the reality of the market. Id. at ] 37; 
see also id. at ] 44. When using the (higher) 2016 revenues (and making 
some relatively more minor adjustments he found necessary), Professor 
Watt estimated that the share of streaming revenues that would be paid 
out in total royalties (for musical works + sound recordings) in 
Professor Marx's model would range from [REDACTED]% to [REDACTED]%. Id. 
at ]] 50-52.\55\
---------------------------------------------------------------------------

    \55\ As noted supra, when the Majority weighed and credited 
Professor Watt's entire Shapley analysis, in which his estimate of 
total royalties was [REDACTED]%, those Judges contextualized 
Professor Marx's [REDACTED]% total royalty calculation as the lower 
bound of a zone of reasonable rates, and applied it as a measure 
that, in their analysis, would offset the complementary oligopoly 
effect of real-world royalties. Determination at 75 (text and tbl.).
---------------------------------------------------------------------------

    After analyzing these Shapley analyses,\56\ the Majority found that 
the mechanical royalty rate needed to be increased in order to provide 
Copyright Owners with a reasonable rate as required by section 
801(b)(1). As a matter of arithmetic though, if the mechanical rate 
increased and the sound recording rate did not decrease by a 
corresponding amount, then the total royalties paid by the Services 
would increase. That issue brings the Judges to consideration of 
Professor Watt's bargaining model, on which the Majority relied to 
posit an inverse relationship (the seesaw effect), by which an increase 
in the mechanical rate would result in a commensurate reduction in the 
sound recording rate.
---------------------------------------------------------------------------

    \56\ Because his testimony was made in rebuttal, leaving the 
Services no procedural right to file written testimony in 
opposition, the Majority gave little weight to Professor Watt's 
total royalty projections and no weight to his proffered ratios of 
sound recordings-to-musical works royalties. Determination at 75.
---------------------------------------------------------------------------

(ii) Professor Watt's Bargaining Model
    Professor Watt's Nash Bargaining Model is the linchpin that 
connects: (a) the higher mechanical royalty rates generated by the 
Shapley Value results relied upon by the Majority with (b) the assumed 
lower sound recording rates--a connection that the Majority found to 
render ``reasonable'' and ``fair'' its uncapped TCC prong. See 
Determination at 73-74 (``As to the issue of applying a TCC percentage 
to a sound recording royalty rate that is artificially high as a result 
of musical works rates being held artificially low through regulation, 
the Judges rely on Professor Watt's insight (demonstrated by his 
bargaining model) that sound recording royalty rates in the unregulated 
market will decline in response to an increase in the compulsory 
license rate for musical works.''). Alternately stated, Professor 
Watt's bargaining model result, i.e., the seesaw effect, if 
sufficiently supported in the record, is the phenomenon that would 
allow the Judges on remand to apply the Shapley results by increasing 
the mechanical rate, without unduly exposing the Services to the risk 
of higher total royalties.
    More particularly, the Majority recognized a potential problem that 
those Judges would have to resolve before utilizing the Shapley Value 
approach to create an uncapped TCC prong: ``This is problematic because 
the sound recording rate against which the TCC rate would be applied is 
inflated . . . both by . . . complementary oligopoly [market] 
conditions . . . and the record companies' ability to obtain most of 
the available surplus due to the music publishers' absence from the 
bargaining table.'' Determination at 73.\57\ But the Majority found 
that Professor Watt had provided a rationale which permitted them to 
resolve the second problem:
---------------------------------------------------------------------------

    \57\ The other problem the Majority needed to resolve was how to 
deflate the market-based sound recording royalty rates to mitigate 
the complementary oligopoly effect in those rates. Id. As discussed 
supra, the Judges resolved this problem by applying the low total 
royalty payment sum, [REDACTED]%, from Professor Marx's Shapley 
Value Model.

    As to the issue of applying a TCC percentage to a sound 
recording royalty rate that is artificially high as a result of 
musical works rates being held artificially low through regulation, 
the Judges rely on Professor Watt's insight . . . that sound 
recording royalty rates in the unregulated market will decline in 
response to an increase in the compulsory license rate for musical 
works. 3/27/17 Tr. 3090 (Watt) (``[T]he reason why the sound 
recording rate is so very high is because the statutory rate is very 
low. And if you increase the statutory rate, the bargained sound 
---------------------------------------------------------------------------
recording rate will go down.'').

Determination at 73-74; see also Watt WRT ] 23 n.13 (``[I]in my 
Appendix 3, I show that . . . if the musical works rate is increased to 
what would be a realistically fair and reasonable rate, then the 
negotiated fee for sound recordings would decrease almost dollar for 
dollar . . . .''); see also id. at ] 36 (``The statutory rate for 
mechanical royalties . . . is significantly below the predicted fair 
rate, and the statutory rate effectively removes the musical works 
rightsholders from the bargaining table with the services. Since this 
leaves the sound recording rightsholders as the only remaining 
essential input, bargaining theory tells us that they will successfully 
obtain most of the available surplus.'').\58\
---------------------------------------------------------------------------

    \58\ In full detail, Professor Watt concluded: ``[F]or every 
dollar that the statutory rate for musical works undercuts a fair 
and reasonable rate, the freely negotiated rate for sound recordings 
will increase by an estimated [REDACTED] cents. That is, if the 
musical works rate is increased to what would be a realistically 
fair and reasonable rate, then the negotiated fee for sound 
recordings would decrease almost dollar for dollar, with only a 
minor change in the total royalty rate for all copyrights 
combined.'' Id. at ] 23, n.13; see also id., appx. 3 at 12.

---------------------------------------------------------------------------

[[Page 54419]]

    To repeat: This inverse relationship is what has been described as 
the ``seesaw'' effect. The question in this regard on remand is whether 
the record proves that the seesaw theory is valid and measurable going 
forward. Alternately stated, does the record prove that Professor 
Watt's bargaining model serves as the linchpin that would allow the 
Judges to apply the Shapley results by increasing the mechanical rate, 
without unduly exposing the Services to the risk of higher total 
royalties?
    To resolve this issue, the Judges examine this bargaining model 
dispute in detail, as it bears on whether the uncapped TCC rate 
structure can be incorporated into the statutory rate.
(a) Bargaining Model Dispute
    Professor Watt utilized a general Nash Bargaining Model.\59\ In his 
particular application, Professor Watt modeled the streaming services 
and the labels each as a ``single unit,'' asserting (as is common in 
Shapley analyses) that this single-unit modeling was done ``for 
simplicity.'' Watt WRT, appx. 3 at 10. Applying this and other modeling 
assumptions, Professor Watt posited: ``If there were to be no 
successful deal, then each of these two bargainers [the assumed 
``single'' interactive service and ``single'' label] would earn 0, 
since in that case the interactive streaming service could not 
operate.'' Id.
---------------------------------------------------------------------------

    \59\ The Nash Bargaining Model is one type of game-theoretic 
approach used by economists to model the distribution of ``gains 
from trade'' between two parties ``in a manner that reflects 
`fairly' the bargaining strength of the different agents. Marx WDRT 
] 28 n.33 (citing A. Mas-Colell, M. Whinston, and J. Green, 
Microeconomic Theory 838 (1995)). To understand the parties' 
modeling dispute, it is necessary to appreciate the essential 
elements of the Nash Bargaining Model, as previously summarized by 
the Judges: ``In the Nash Framework [for full quotation, see eCRB 
no. 27063 n.48].'' SDARS III Final Determination, 83 FR 65210, 65215 
& n.32 therein (Dec. 19, 2018).
---------------------------------------------------------------------------

    In his oral testimony at the hearing, Professor Watt did not opine 
as to whether changes in variables other than musical works royalties 
would also have an impact on the level of sound recording royalty 
rates, even as higher musical works rates would otherwise place 
virtually 1:1 downward pressure on the sound recording rate. However, 
in his written rebuttal hearing testimony, i.e., his WRT, Professor 
Watt did make varying assumptions regarding the changes in the 
Services' non-content costs, by which he did change the total revenue 
share for content providers. Watt WRT ]] 50-52. He concluded from this 
varying replication of Professor Marx's Shapley model ``that the 
results that it delivers are very dependent upon the amount of total 
interactive streaming revenue and the fraction of that revenue that is 
taken up by downstream non-content costs.'' Id. at ] 53 (emphasis 
added).\60\
---------------------------------------------------------------------------

    \60\ The Judges take note here of Professor Watt's presentment 
of alternative scenarios, because, as discussed infra, the Services 
and their economists accuse Professor Watt of changing his 
testimony, post-remand, by limiting the scenarios in which his 
``seesaw'' argument would apply in order to salvage the credibility 
of his bargaining model.
---------------------------------------------------------------------------

    The Services had no procedural right under part 351 of the Judges' 
regulations to proffer surrebuttal written testimony from economic 
witnesses to challenge Professor Watt's assertion, made for the first 
time in rebuttal, of the seesaw relationship between changes in the 
musical works royalty rate and the sound recording royalty rate paid by 
interactive services. Moreover, the Services and their economists also 
had no opportunity to weigh in on the Majority's application of same 
(which was not revealed until the Judges rendered their decision). See 
Johnson, 969 F.3d at 381 (``Streaming Services had no notice that they 
needed to defend against and create a record addressing such a 
significant, and significantly adverse, overhaul of the mechanical 
license royalty scheme.'').\61\ Now though, on this remand, the 
Services have been afforded the opportunity to present these 
criticisms, through their expert witnesses.
---------------------------------------------------------------------------

    \61\ The Services could have sought leave to file surrebuttal 
testimony, and could have challenged the Majority's understanding of 
Professor Watt's testimony, after the Initial Determination, by 
filing a Motion for Rehearing pursuant to 37 CFR 353.1. However, a 
party is not required to engage in either of these procedural 
approaches, but rather may challenge the Determination on appeal, as 
has occurred here.
---------------------------------------------------------------------------

(b) Professor Katz's Principal Criticism
    Pandora's economic expert, Professor Michael Katz, levied several 
criticisms of the bargaining model proffered by Professor Watt and 
applied by the Majority. The most important problem with Professor 
Watt's analysis, according to Professor Katz, is that the former's 
model assumes an ``extremely unrealistic'' zero payoff to the label in 
the absence of an agreement with a streaming service--an assumption 
which is ``far from . . . innocuous.'' Written Direct Remand Testimony 
of Professor Michael Katz (Katz WDRT) ]] 16, 20.
    Professor Katz opines that this zero payoff assumption is 
equivalent to assuming, contrary to undisputed market facts, that: (1) 
subscribers and listeners to an interactive service would not switch to 
other interactive services if that service failed to reach an agreement 
with the labels; and (2) the interactive service is a ``Must-Have'' 
input supplier. Katz WDRT ]] 17-18. In terms of Nash modeling, 
according to Professor Katz, Professor Watt's assumption is thus 
equivalent to ``assum[ing] that the sound recording copyright owners 
have no outside option.'' Katz WDRT ] 127 (app. A) (emphasis added).
    Moreover, not only does Professor Katz assert the indisputability 
that such substitution would occur, he points out that Professor Watt 
himself acknowledged in his own testimony that such substitution would 
occur. Katz WDRT ] 19.\62\
---------------------------------------------------------------------------

    \62\ The Judges have quoted Professor Watt's testimony in this 
regard supra.
---------------------------------------------------------------------------

    Beyond this purported inconsistency, Professor Katz finds Professor 
Watt's no-substitution assumption to be a serious modeling error 
because, in order to quantify accurately each Nash bargainer's 
contribution to the net surplus to be divided, the extent of 
substitutability on each side of the market must be captured by the 
modeling. Katz WDRT ] 20. That is, he opines that ``Professor Watt's 
assumption that there is no substitution dramatically biases his model 
toward finding a large seesaw effect and renders his analysis 
unreliable . . . lead[ing]to a prediction that the share of an increase 
in musical works royalties that will fall on the streaming services is 
approximately eight times larger than Professor Watt's prediction. Id. 
at ] 21.
    As a matter of music business dynamics, Professor Katz interprets 
Professor Watt's substitutability error as follows.

    The assumption that a label receives a zero payoff if it does 
not reach agreement with a streaming service is equivalent to 
assuming that, if a streaming service shut down, none of the 
consumers who would otherwise have used that streaming service will 
switch to alternative streaming services or other sources of 
licensed music. The two forms of the assumption are equivalent 
because, when the services are substitutes, failure to reach an 
agreement with one service will not drive a label's payoffs from 
interactive streaming to zero. It will not result in the loss of all 
of the benefits that could be enjoyed by reaching an agreement. 
Instead, many consumers would engage in substitution and choose 
other streaming services, which will allow the label to earn profits 
from the additional royalties that would be paid to it by those 
other services.

Id. at ] 18.
    Professor Katz attempts to adjust Professor Watt's Nash Bargaining 
Model to account for this substitution effect. In his Appendix A, 
Professor Katz--acknowledging the reality of multiple interactive 
services--changes Professor Watt's assumed single label's payoff

[[Page 54420]]

(designated as parameter ``A'' in the Nash Bargaining Model) from a 
value of zero to a value equal to ``the share of revenues that would be 
diverted to other streaming services'' multiplied by ``the royalty rate 
that the label receives from the other interactive streaming 
services.'' Id. ]] 119, 127. Professor Katz asserts that the diversion 
to other streaming services represents an ``outside option'' available 
to a label. Id. ] 127. Professor Katz incorporates this ``outside 
option'' in his revised version of Professor Watt's Nash Bargaining 
Model.
    In addition, Professor Katz asserts that Professor Watt's modeling 
is unreliable because ``his prediction of the size of the see-saw 
effect is very sensitive to the assumed values of various other 
parameters.'' Id. at ] 23. For example, Professor Katz asserts that a 
change in the royalty rate paid to the labels could materially affect 
the balance or even the existence of the seesaw effect. Id. at ] 127. 
As further support for his opinion, Professor Katz relies on the 
testimony of one of Copyright Owners' own economic expert witnesses, 
who gave testimony clearly indicating that the ``seesaw'' effect was 
not at all likely to occur. Id. ] 24, n.16 (citing Gans WRT ] 32).\63\
---------------------------------------------------------------------------

    \63\ In this regard, Professor Gans testified: ``[When 
considering] the general distribution of profit when royalty rates 
for musical works rightsholders are increased[,] [i]n principle, 
those funds could come from a decrease in service profit, a decrease 
in sound recording royalties, or an increase in consumer pricing . . 
. . The general redistribution of profit in response to increased 
musical works royalties is fundamentally an empirical question. . . 
.'' Gans WRT ] 32.
---------------------------------------------------------------------------

    In sum, Professor Katz finds Professor Watt's Nash Bargaining Model 
to be unusable as a foundation to set royalty rates because, although 
``there are theoretical reasons to believe that a see-saw effect may 
occur, . . . there are complications and it is difficult to predict how 
big the effect will be.'' Id. ] 24 (emphasis added).
(c) Professor Watt's Rebuttal to Professor Katz
    In rebuttal to Professor Katz's criticisms, Professor Watt states 
that ``the record needs to be straight on Nash bargaining theory,'' in 
order to explain ``the foundational error'' committed by Professor 
Katz. Watt RWRT ] 52. This basic mistake, according to Professor Watt, 
is Professor Katz's erroneous assertion that the bargaining model must 
account for a label's ``outside option.'' Id. ] 53. Relying on economic 
authority regarding bargaining theory, Professor Watt defines an 
``outside option'' as ``the best alternative that a player can command 
if he withdraws unilaterally from the bargaining process.'' Id. ] 59 
(emphasis added); see also id. ] 53 (``An outside option is a payoff 
that the label would receive if negotiations with the service do not 
result in an agreement.'') (emphasis added).\64\
---------------------------------------------------------------------------

    \64\ The phrase ``outside option'' suggests the existence of an 
``inside option.'' Indeed, a treatise cited by Professor Watt 
identifies the ``inside option,'' defining it as ``[t]he payoff the 
[bargainer] obtains while the parties temporarily disagree''--
contrasting it with the ``outside option'' as (consistent with 
Professor Watt's testimony) ``the payoff [the bargainer] obtains if 
she chooses to permanently stop bargaining, and chooses not to reach 
an agreement with [the counterparty].'' A. Muthoo, Bargaining Theory 
with Applications at 137 (1999).
---------------------------------------------------------------------------

    Connecting this principle of bargaining theory to economic theory, 
Professor Watt explains his understanding of the relationship of the 
``outside option'' to the more familiar economic concept of 
``opportunity cost'':

    An outside option could also be referred to as an ``opportunity 
cost,'' since it is the value of what would be foregone should a 
deal with the service actually be struck. It is . . . useful to 
recognize the equivalence between an outside option and an 
opportunity cost, because economics in general has a very long 
history of understanding how opportunity costs weigh in on economic 
decision making.

Id.
    Professor Watt then opines how Professor Katz confused the 
``outside option'' with the disagreement (a/k/a threat) point in the 
Nash Bargaining Model:

    [Professor] Katz claim[s] that the outside option value that the 
labels would enjoy should they not reach an agreement with the 
services should be included as part of the ``disagreement point'' 
within the bargaining model and reimbursed like a cost prior to 
bargaining. Doing this can dramatically alter the results of the 
model. It is also definitively not how such an option should be 
modelled. [Professor] Katz [is] guilty of misunderstanding the Nash 
bargaining model, and concretely, the meaning of a ``disagreement 
point,'' and the way that an outside option should be brought into 
the model.

Id. ] 55.
    More particularly, according to Professor Watt, these outside 
options/opportunity costs do not belong in a Nash Bargaining Model, 
because they are ``not the types of status quo actual financial 
payments that may be modelled as disagreement points.'' Id. ] 57. 
Rather, he asserts that, as Professor Katz essentially acknowledged, 
they are ``payoffs from substitution, [i.e.,] an option instead of the 
deal, and they are not actual financial payments, but opportunity 
costs. Id.
    Professor Watt then explains that an outside option/opportunity 
that by definition exists as an alternative to a bargain between two 
parties lies outside the two parties' bargain, and is thus out-of-place 
within a proper Nash Bargaining Model:

    In the case at hand, if the parties never stop negotiating and 
never take up substitute options, then no joint enterprise is 
offered and there is no surplus to share, so each necessarily gets a 
payoff equal to 0, just as I assumed in my model.
. . .
    [A]gainst this backdrop, an outside option (a potential payoff 
that is not directly related to a share of the surplus that is being 
negotiated) . . . comes in [to the model] as a constraint upon the 
set of feasible deals that could be struck, exactly as an 
opportunity cost would be treated.

Id. ]] 57-58.
(d) Dr. Leonard's Criticisms of Professor Watt's Bargaining Model
    According to Google's economic expert witness, Dr. Gregory Leonard, 
the Majority wrongly relied on Professor Watt's bargaining model 
because it is ``highly stylized'' and theoretically ``simplified'' in 
ways that make it unable to predict that ``an increase in the musical 
works royalty would be offset nearly dollar-for-dollar by a decrease in 
the sound recording royalties (the ``seesaw effect''), thus leaving the 
services virtually unaffected by the proposed increase in musical works 
royalties.'' Leonard WDRT <greek-a> 8.
    Pointedly, Dr. Leonard criticizes Professor Watt's bargaining model 
as comprised of a ``veneer of `complexity' . . . mathematical formulas 
and [a] reference to John Nash,'' adopted to provide a rationalization 
for adoption of his Shapley Value modeling that would significantly 
increase the mechanical royalty rate.'' Id. ] 16. These modeling 
deficiencies, Dr. Leonard asserts, are not merely ``simplifying 
assumptions [that] better focus on the specific question the model is 
meant to address,'' but rather ``simplify away economic characteristics 
. . . entirely abstract[ing] away economic characteristics . . . 
central to the question at hand.'' Id. ] 18.
    In particular, Dr. Leonard avers that Professor Watt's bargaining 
model materially abstracts away from, inter alia: (1) the nature of 
consumer demand for streaming services and competing forms of music; 
(2) how services decide to enter or exit the streaming market; (3) the 
nature of the oligopolistic interaction among the labels; (4) the 
nature and timing of the bargaining between each label and each 
service; (5)

[[Page 54421]]

the potential for ``hold-up'' \65\ by labels that perceive the services 
to be in a vulnerable bargaining position due to their previous 
industry-specific investments made under their assumption that the pre-
existing statutory structure would be maintained; and (6) the failure 
of Professor Watt's bargaining model to grapple with the complementary 
oligopoly structure of the sound recording market. Id. ]] 18, 20.
---------------------------------------------------------------------------

    \65\ A hold-up problem occurs when: (1) parties to a future 
transaction must make specific investments prior to the transaction 
in order to prepare for it; and (2) the exact form of the optimal 
transaction (e.g., how many units if any, what quality level, the 
time of delivery) cannot be specified with certainty ex ante. W. 
Rogerson, Contractual Solutions to the Hold-Up Problem, Rev. Econ. 
Stud. 777 (1992). Here, the interactive services may need to commit 
to paying for long-term investments, even though they cannot know 
the level of their largest costs (content royalties) beyond a single 
rate term.
---------------------------------------------------------------------------

    These factors, he posited, are ``important for determining how 
sound recording royalties would actually change in response to a change 
in the statutory musical works royalty.'' Id. Professor Leonard 
concludes that, by not modeling these factors, Professor Watt's 
``prediction of a virtual dollar for dollar decrease in sound recording 
royalties is unreliable as a basis for formulating policy.'' Id. ] 20.
    Regarding the complementary oligopoly structure of the market and 
its impact on the bargaining process, Professor Leonard emphasizes that 
an important ``real-world hurdle'' assumed away by Professor Watt's 
modeling of a single label entity is that ``each label would prefer to 
have the other labels lower their sound recording royalties while 
maintaining its own royalties at pre-existing levels . . . .'' Id. ] 
21. More particularly, Dr. Leonard explains that ``even if a label were 
to recognize that it is more efficient for overall sound recording 
royalties to be lower, the label may not be willing to lower its 
royalty rate without assurance that the other labels will do the 
same,'' a result which he asserts ``is unlikely to happen absent some 
form of collusive behavior.'' Id. Thus, Dr. Leonard maintains that the 
existence and size of any ``seesaw''-induced decrease in sound 
recording royalties remains indeterminate, and it remains ``within the 
realm of theoretical possibility that the labels do not agree to any 
reduction in sound recording royalties even if a reduction in overall 
royalties would be economically efficient. Id.
(e) Professor Watt's Rebuttal to Dr. Leonard's Criticisms
    Professor Watt replies with a spirited defense of economic modeling 
in general and his economic bargaining model in particular. He begins 
by pointing out that models are not supposed to be ``perfect 
representations of reality [but rather] are intended to isolate what is 
important, in order to expose a useful insight on some issue of 
relevance.'' Watt RWRT ] 105. He adds that economic models (not merely 
his bargaining model) ``do not necessarily deliver predictions of 
situations that are immune to changes in variables outside the model, 
but rather the results inform conclusions about the relationships 
between the variables and parameters within the model, [which is] by 
nature a crude representation[ ] of reality, but the lessons and 
insights that they provide can be very relevant to real-world 
applications.'' Id. ]] 106-07 (emphasis added).
    With particular regard to his bargaining model, Professor Watt 
takes issue with Dr. Leonard's assertion that in the former's model the 
surplus is a ``fixed constant.'' See Watt RWRT ]] 110-111. Rather, 
Professor Watt avers that his bargaining model assume[s] that when the 
surplus . . . whatever value it takes . . . is to be shared, the 
parties understand that the amount to be shared is, at that moment, 
given.'' Id. ] 111 (emphasis added).
    Turning to Dr. Leonard's critique regarding the purported 
distortionary effect of Professor Watt's modeling assumption of a 
single label and a single interactive service, Professor Watt responds 
by acknowledging that, if he had modeled multiple labels and services 
in the bargaining process, that would be ``not particularly 
enlightening vis-[agrave]-vis the single bargain setting, as it will 
not lead to different insights than those distilled by the 
[Majority].'' Id. ] 113.\66\ Further, Professor Watt characterizes this 
criticism as ``empty,'' because under either his two-player Nash model 
or Dr. Leonard's posited multi-player (Nash-in-Nash) model, the labels 
will not respond to a musical works royalty increase ipso facto with a 
reduction in the sound recording royalty (i.e., the seesaw effect will 
not occur if there is ``a change in some other variable.''). Id. ] 114.
---------------------------------------------------------------------------

    \66\ Professor Watt describes Dr. Leonard's multiple 
simultaneous negotiations in a bargaining model as a ``Nash-in-
Nash'' model, but the former does not explain why he concludes that 
this approach ``will not lead to different insights'' than those the 
Majority distilled from his two-party Nash model.
---------------------------------------------------------------------------

 (f) Professor Marx's Criticisms of Professor Watt's Bargaining Model
    Professor Marx criticizes Professor Watt's application of the Nash 
Bargaining Model because, in her opinion, its ``precise prediction'' of 
the nearly one-to-one seesaw relationship ``depends critically on the 
assumptions that he makes and the numerical inputs that he uses.'' Marx 
WDRT ] 33. First, criticizing his modeling assumptions, like Professor 
Katz, she criticizes his decision to abstract from reality by positing 
a single label and a single interactive streaming service. She opines 
that his one label/one service modeling assumption ineluctably leads to 
his conclusion that each of these two parties ``has a `disagreement 
payoff' of zero [meaning that] each party ends up with nothing in the 
absence of a deal.'' Id. ] 34. But this zero ``disagreement payoff'' is 
merely a product of Professor Watt's abstraction from reality, 
according to Professor Marx, because ``[i]n reality, if interactive 
streaming went away, a share of the music listening that had occurred 
through interactive streaming services would migrate to other forms of 
music distribution, generating revenues for the label . . . meaning 
that the disagreement payoff would be positive for the label). Id. 
(emphasis added).\67\ Consistent with Professor Katz, she maintains 
that Professor Watt himself acknowledged the presence of this 
substitution effect when he testified that ``[t]he existing interactive 
streaming companies do not hold an essential input, as first they 
compete with the non-interactive services . . . .'' Id. ] 35, n.43 
(citing Watt WRT, app. 3).
---------------------------------------------------------------------------

    \67\ Professor Marx's reference to a substitution from a 
shutdown interactive service to ``other forms of music 
distribution'' is different from, but analytically analogous to, 
Professor Katz's assertion that the shutdown of any one interactive 
service would result in migration of its subscribers and other users 
to the remaining interactive services. These analogous critiques are 
complementary. See Marx WDRT ] 37 (``One would expect the same 
decrease in the estimated see-saw effect by including a second, 
competing interactive streaming service in the market instead of 
just the one that Professor Watt uses. In that case, if no deal is 
reached, users would migrate to an even closer substitute--a 
competing interactive streaming service--resulting in an even higher 
degree of profit migration and thus an even lower estimated see-saw 
effect'').
---------------------------------------------------------------------------

    More particularly, Professor Marx maintains, a record label's 
disagreement payoff must be considered realistically ``in any 
accounting of what would happen if record labels and interactive 
streaming services failed to reach an Agreement . . . .'' Marx RWDT ] 
35. And, she opines, when this real-world substitution effect is taken 
into account, the seesaw effect that Professor Watt estimates is 
reduced dramatically, because ``[t]he greater . . . the substitution 
between streaming and other forms of distribution, the greater is the 
revenue that the record label can capture in the event of disagreement

[[Page 54422]]

and the lower is the estimated see-saw effect.'' Id.\68\
---------------------------------------------------------------------------

    \68\ In the context of the bargaining model, Professor Marx 
identifies Professor Watt's choice of ``a market structure that is 
completely symmetric between record labels and services not 
reflective of the real world'' as forcing his model ``to attribute[ 
] all the . . . surplus division to . . . bargaining power . . . and 
none of it to the market structure.'' Id. ] 38.
---------------------------------------------------------------------------

    Professor Marx opines that modeling the bargaining process without 
these real-world particulars diminishes the value of Professor Watt's 
Nash model in several significant ways. First, because his model fails 
to incorporate the presence of three major record labels, ``each with 
substantial complementary oligopoly power,'' it fails to capture the 
fact that ``each record label does not fully internalize the impact of 
its rates on the viability of the industry.'' Id. ] 39. She points to 
the Judges' Final Determination in Web IV, where the Judges note how 
this aspect of complementary oligopoly compromises the value of a rate 
as a useful benchmark. Id. ] 39 n.45 (quoting Web IV Final 
Determination). More particularly, she opines that when, as here, 
``there are multiple negotiations between multiple record labels and 
multiple services,'' sound recording rates can be affected ``by the 
order of negotiations'' among the several label:service negotiating 
pairs--a factor that Professor Watt's bargaining model fails to 
capture. Marx WRDRT ] 41.
    Next, Professor Marx avers that Professor Watt's bargaining model 
``does not explain how or over what time frame the market would move to 
a new equilibrium.'' Id. ] 40. More particularly, she testifies, 
because interactive services' ``agreements with record labels often 
contain multi-year terms and can take many years to negotiate . . . 
there may be little incentive or practical ability for both sides to 
move to a new rate before the contract expires''. Id. ] 41. She takes 
note that this point was established at the hearing during questioning 
of Professor Watt from the bench:

    JUDGE STRICKLER: What of the situation . . . that the . . . time 
period for the existing agreements between the . . . labels and the 
interactive streamers is such that they've already locked in a 
particular rate and then we set a rate that's higher for the 
mechanical to reflect the fact that the sound recording royalty 
should drop, but it's locked in for a period of time? Are we running 
the risk, then, of disrupting the market by having a total royalty 
that's greater than what is indicated by your Shapley testimony, 
simply because of the disparity of times in which the rates are . . 
. implemented?
    PROFESSOR WATT: That's a very fair point. And I didn't even 
think of that until you've mentioned it . . . [T]he model I have 
done is . . . assuming that . . . the bargained thing happens at the 
same time as the--or in the same general period of time as a change 
in the statutory rate. You're absolutely correct.

3/27/17 Tr. 3091-92 (Watt); see Marx WRDRT ] 42, n.46

    Third, Professor Marx points out that Professor Watt's Nash model 
does not attempt to capture the effects of the heterogeneous and 
asymmetric distribution of information relevant to the bargain 
available to each party at the time of negotiation. Id. ] 41.
    Lastly, Professor Marx avers that Professor Watt's Nash Bargaining 
Model fails to address, on a more general basis beyond informational 
issues, other ``asymmetries among record labels and among services.'' 
Marx WDRT ] 41.
    In sum, Professor Marx concludes that these foregoing real-world 
points all preclude the Judges from relying on Professor Watt's 
testimony to identify a stable relationship between changes in the 
mechanical royalty rate and the sound recording royalty rate because 
they all share a common defect--they ``lie outside Professor Watt's 
model.'' Marx WRDT ] 41.
    To be clear, Professor Marx does not criticize Professor Watt for 
neglecting to include these points in his bargaining model; rather, she 
acknowledges that ``[t]hese are difficult features to capture in a 
tractable equilibrium model.'' Id. Indeed, she urges the Judges to 
appreciate that relying on such a necessarily limited model, as the 
Majority did, can have ``dramatic effects'' on the royalty rates 
derived. Id. Professor Marx emphasizes that all of these inherent 
modeling deficiencies are especially pernicious, if the bargaining 
model is applied yet again on remand, to set specific rates over a 
five-year period, when other variables will have independent effect on 
royalty rates. Id.
(g) Professor Watt's Rebuttal to Professor Marx
    Because Professor Marx's criticisms are of a similar nature to 
Professor Katz's criticisms, Professor Watt responds to Professor Marx 
as he did to Professor Katz. To summarize, Professor Watt responds to 
Professor Marx's points as follows:
    <bullet> Her criticism is centered on what he characterizes as her 
``bogus'' argument that he supposedly had predicted almost a ``dollar 
for dollar'' sound recording rate reduction in response to an increase 
in the musical works rate (the seesaw effect). Watt RWRT ] 19. 
Professor Watt finds this argument ``particularly disheartening,'' 
because Nash bargaining theory explains why the seesaw would apply to 
the splitting of the surplus based on the available data, and that 
``there are quite apparent reasons why available surplus may not 
decrease even if the musical works rate increased, because of 
simultaneous changes to other variables in the model.'' Id. ] 34 
(emphasis added).
    <bullet> Professor Marx implicitly contradicts her own reliance on 
the complementary oligopoly power of the Major labels by modifying his 
bargaining model through the insertion of a lower value for their 
bargaining power. Id. ]] 19, 22-24, 26.
    <bullet> Professor Marx misconstrues the purpose of his Nash model, 
which was to serve ``as a reply'' to Professor Marx's direct testimony, 
and ``to show bargaining insights that bore upon aspects of the case.'' 
Id. ] 29.
    <bullet> Professor Marx, like Professor Katz, improperly includes 
in her bargaining model a potential payoff for the label arising from 
an ``outside option,'' i.e., from an alternative that the label can 
choose only if the Nash bargaining terminates. Id. ]] 53--68.
(h) Professor Marx's Reply to Professor Watt's Criticism \69\
---------------------------------------------------------------------------

    \69\ The Judges found that Professor Watt's remand testimony, 
denoted as ``rebuttal,'' also provided de facto ``direct'' 
testimony, to which the Services could respond with supplemental 
testimony and argument. Oct. 1st Order at 11-12. Professor Marx's 
response in the following text was set forth in Spotify's permitted 
supplemental testimony.
---------------------------------------------------------------------------

    In her supplemental remand testimony, Professor Marx challenged 
several of Professor Watt's criticisms contained in his remand 
testimony. First, she takes issue with what he identified as two 
``core'' economic principles of bargaining: (1) that all of the 
available net surplus will be shared; and (2) that neither of the two 
bargainers will demand a share such that more than the total net 
surplus is shared. Marx WSRT ]] 7-8.
    As an initial matter, she disputes the notion that these are 
``core'' principles of bargaining. Id. ] 8. More particularly, she 
states that, in the present case, because ``the label does not know 
with exactitude the precise maximum that a service would be willing to 
pay (i.e., its ``survival'' rate), and the service likewise does not 
know the exact minimum that the label would be willing to accept,'' the 
simple bargaining model must be expanded to address ``the potential for 
delay and/or bargaining breakdown.'' Id.
    As a further criticism, Professor Marx avers that ``[i]n the real 
world, the negotiated royalty outcomes do not involve just two parties, 
but rather a sequence of overlapping, interrelated,

[[Page 54423]]

bilateral bargains involving multiple competing services and multiple 
record labels with complementary oligopoly power.'' Id. ] 12.\70\ This 
complication, she opines, exacerbates the informational deficit noted 
in the immediately preceding paragraph, such that negotiations within 
the several pairings of labels and services ``are affected by 
uncertainty and private information and . . . Professor Watt's 
discussion of bargaining theory [thus] does not support any particular 
real-world see-saw outcome.'' Id.
---------------------------------------------------------------------------

    \70\ In like manner, Professor Marx opines that Professor 
Spulber's discussion of bargaining theory is irrelevant to any 
assessment of ``the complexities affecting real-world negotiations'' 
and the presence, vel non, of a seesaw outcome. Id. ] 13.
---------------------------------------------------------------------------

(iii) Resolution of the Bargaining Dispute
(a) Professor Watt's Nash Bargaining Model Does Not Support Adoption of 
Uncapped TCC Rate
    The purpose of Professor Watt's Nash Bargaining Model was to allay 
the Judges' concern that increasing the mechanical rate would lead to 
higher total royalties for the Services. His bargaining model was 
understood by the Majority to show that such higher total royalties 
would not result, because the model demonstrated the ``seesaw'' effect, 
whereby the sound recording rate would fall almost dollar-for-dollar 
with the increase in the mechanical rate. See Determination at 73-74 
(``[T]he Judges rely on Professor Watt's insight . . . demonstrated by 
his bargaining model that sound recording royalty rates in the 
unregulated market will decline in response to an increase in the 
compulsory license rate for musical works. . . . Professor Watt's 
bargaining model predicts that the total of musical works and sound 
recordings royalties would stay `almost the same' in response to an 
increase in the statutory royalty.'') (emphasis added).\71\
---------------------------------------------------------------------------

    \71\ Copyright Owners note the Majority's recognition that, 
regardless of the rate structure, i.e., uncapped TCC or otherwise, 
Professor Watt's ``insight'' from ``bargaining theory'' would still 
apply. See Determination at 74, n.138. That being the case, the 
Majority's first rationale for adopting an uncapped TCC rate is 
undermined.
---------------------------------------------------------------------------

    On the surface, the economic experts on both sides appear to be at 
loggerheads regarding the existence and applicability of the seesaw 
relationship. However, as discussed below, on further analysis of their 
respective positions, in light of Professor Watt's remand testimony 
regarding a key assumption in his bargaining model, their disagreement 
narrows considerably and--in an important respect--vanishes 
completely.\72\
---------------------------------------------------------------------------

    \72\ This is unsurprising. The difference of opinion among 
economists often lies in their assumptions, which may be left 
unstated or opaque (intentionally or not). Once those assumptions 
are laid upon the table, their differences often evaporate. As the 
esteemed economist Fritz Machlup noted more than sixty years ago: 
``The most prolific source of disagreement lies in differences of 
factual assumptions. It is not customary for experts to state all 
the assumptions that underlie their conclusions; it would be much 
too cumbersome. But when they have reached very different 
conclusions, then we are forced to go back and find out what 
implicit assumptions they have made.'' F. Machlup, Why Economists 
Disagree, 109 Proceedings of the American Philosophical Society 1, 3 
(1965). In the modern world of more formal economic modeling as 
well, the obfuscation of assumptions continues to be an important 
source of dispute, according to a book written by a leading game 
theorist upon which Professor Watt relies in his testimony. A. 
Rubinstein, Economic Fables at 20 (2012) (``[T]he model's formal 
mantle enables economists . . . to conceal from the layman the 
assumptions the model uses.''); see J. Schlefer, The Assumptions 
Economists Make at 29 (2012) ([S]ome assumptions made by economists 
capture important insights, others are insane. All you have to do is 
decide which capture insights, which are insane, and in which 
situations.'')
---------------------------------------------------------------------------

    To recap: In his WRT, Professor Watt stated

    [W]ith an appropriately modelled bargaining analysis . . . in my 
Appendix 3 . . . I show that for every dollar that the statutory 
rate for musical works undercuts a fair and reasonable rate, the 
freely negotiated rate for sound recordings will increase by an 
estimated [REDACTED] cents.
    That is, if the musical works rate is increased to what would be 
a realistically fair and reasonable rate, then the negotiated fee 
for sound recordings would decrease almost dollar for dollar, with 
only a minor change in the total royalty rate for all copyrights 
combined.

Watt WRT ] 23 & n.13. But nowhere in his WRT did he qualify this 
statement by explicitly acknowledging that in his bargaining model 
there are certain assumptions lurking, i.e., that his ``concrete'' 
analysis is subject to the ``ceteris paribus'' constraint--that all 
other things are held constant (i.e., equal before and after the change 
in the musical works rate) other things being equal).\73\
---------------------------------------------------------------------------

    \73\ In his oral testimony, Professor Watt likewise did not 
qualify his opinion by taking note of his ceteris paribus 
assumption. See 3/27/17 Tr. 3026 et seq. (Watt).

    It is only in his later remand testimony--after the D.C. Circuit's 
remand had compelled him to confront criticism from adverse 
economists--that Professor Watt expresses this assumption overtly, 
making explicit the ``understanding'' that he had theretofore only 
---------------------------------------------------------------------------
tacitly assumed:

    In other words, a model in which only the two copyright rates 
are permitted to change . . . as was the understanding in my 
original model, allows the system to derive a clear relationship 
between those two rates, and that relationship is that an increase 
in one leads to a decrease in the other, that is, the `see-saw 
effect.' But if . . . something else changes along with the musical 
works rate . . . then the net effect does not predict that the 
negotiated rate of the labels will decrease.''

Watt RWRT ] 35 (emphasis added).
    Indeed, as noted supra, Professor Watt did give a nod to the 
relaxing of his implied ceteris paribus assumption in his WRT, by 
identifying varying ``scenarios'' in which he considered the impact of 
potential changes in service revenues and service non-content costs, 
leading to different percentages of royalties paid to content 
providers. Watt WRT ]] 45-52. Professor Watt then used these several 
assumptions and scenarios to opine as follows: ``The message that 
should be taken from this exercise . . . is that the results . . . are 
very dependent upon the amount of total interactive streaming revenue 
and the fraction of that revenue that is taken up by downstream non-
content costs.'' Id. ] 53.\74\
---------------------------------------------------------------------------

    \74\ Further, in his remand testimony, Professor Watt points out 
that Professor Katz made clear in his testimony that he applied the 
``all else equal'' assumption expressly in his own Nash bargaining 
analysis at the hearing. Watt RWRT ] 20 (quoting Katz WRT ] 67).
---------------------------------------------------------------------------

    Professor Spulber, on behalf of Copyright Owners, likewise 
emphasizes on remand the importance of the ceteris paribus assumption 
in economic modeling:

    [A]long with an increase in the compulsory license rate, all 
other things being equal, we would expect to see a decrease in sound 
recording royalty rates.
. . .
    ``All other things being equal'' (ceteris paribus in Latin), is 
a central principle for economic modelling. This economic analysis 
of bargaining highlights an important relationship between two 
content cost variables. However, that relationship does not exist in 
a vacuum. Many other variables affect the bargaining situation and, 
for any given period, the net effect of all of the different 
variables may be different than the effect of the modeled variable 
alone. Thus, this economic analysis of bargaining will not assure 
that a streaming service will not face disruption in the real world 
for any reason.
. . .
    Economic modeling is supposed to simplify the situation in order 
to distill useful principles and teachings.

Spulber RWRT ]] 26-28 (emphasis added).
    The Judges agree that the ceteris paribus principle \75\ is a 
fundamental

[[Page 54424]]

principle in economic analysis and modeling. Professor Watt succinctly 
makes this point, quoting the Nobel laureate economist James Buchanan, 
for the following proposition:
---------------------------------------------------------------------------

    \75\ The phrase is often translated into English as ``all other 
things equal.'' However, that is somewhat ambiguous. Equal to what? 
Not to other things. Rather, every ``thing'' (i.e., every other 
independent variable) whose effects are not being measured remain 
``constant,'' or ``controlled,'' i.e., ``equal'' to their measure 
prior to the change of the independent variable being examined. See 
W. Nicholson, Microeconomic Theory: Basic Principles and Extensions 
at 649 (9th ed. 2005) (defining ``ceteris paribus'' as ``[t]he 
assumption that all other relevant factors are held constant when 
examining the influence of one particular variable in an economic 
model'').

    At the heart of any analytical process lies simplification or 
abstraction, the whole purpose of which is that of making problems 
scientifically manageable. In the economic system we recognize, of 
course, that `everything depends on everything else,' and also that 
---------------------------------------------------------------------------
`everything is always changing'.

Watt RWRT ] 32 (quoting J. Buchanan, Ceteris paribus: Some Notes on 
Methodology, 24 So. Econ. J. 259, 259 (1958).
    However, Professor Watt does not quote another portion of Professor 
Buchanan's article that makes a point that looms large in the present 
proceeding, to wit, the limitations inherent in applying the necessary 
ceteris paribus condition:

    Real problems require the construction of models, and the skill 
of the scientist is reflected in the predictive or explanatory value 
of the model chosen. We simplify reality to construct these models, 
but the fundamental truth of interdependence must never be 
forgotten. . . . [However,] [f]ew, if any, meaningful results may be 
achieved by using ceteris paribus to eliminate the study of large 
numbers of variables. If such variables are closely related, they 
must be studied simultaneously; there is no escape route open.

Id. at 259-60 (emphasis added); see also A. Rubinstein, Comments on 
Economic Models, Economics, and Economists: Remarks on Economics Rules 
by D. Rodrik, 55 J. Econ. Lit.162, 167 (2017) ``[W]hat matters to the 
empirical relevance of a model is the realism of its critical 
assumptions'') (emphasis added).\76\
---------------------------------------------------------------------------

    \76\ The Judges note now that Professor Watt did not claim that 
his bargaining model generated any predictions, but rather that it 
explained the splitting of the Shapley surplus by the sound 
recording and musical works copyright owners, respectively, and the 
impact of that split on royalty rates, given the assumptions and the 
data in his model.
---------------------------------------------------------------------------

    This is not to say that Professor Watt was unaware of this caveat. 
As noted supra, he recognizes the difficulty of extrapolating from a 
ceteris paribus world to the real world. The present panel of Judges 
likewise recognizes this. However, the Majority missed this distinction 
in the Determination when it applied Professor Watt's correct but 
ceteris paribus ``insight'' for a constant real-world relationship 
between sound recording and musical works royalty rates. Again, not a 
single economist made this improper analytical leap or proposed an 
uncapped TCC rate in order to set a TCC ratio across the entire rate 
term. Indeed, on careful inspection, no economist states in his or her 
remand testimony that Professor Watt's bargaining model provides 
economic support for the uncapped TCC rate prong.
    With the foregoing testimony in mind, the Judges see particularly 
relevant several additional points in Professor Watt's remand rebuttal 
testimony that pertain to the appropriateness, vel non, of a TCC rate 
prong. Referring to the application of his bargaining model to the 
present case, Professor Watt made these crucial statements regarding 
the lack of a seesaw effect that would generate decreases in sound 
recording rates when the mechanical rate is increased:

    [T]he actual effects one would expect to see several years later 
would be based on the actual data at that time. Moreover, I would 
expect many other variables to have a larger effect on the bargains 
than the relatively small changes in the musical works rate. . . . 
[U]nderstanding actual market outcomes requires understanding these 
variables.
. . .
    [A]n attempt to capture all aspects of the real world is too 
complex for a simple statistical exercise involving an econometric 
regression. There is no obvious data to actually use for some of the 
independent variables, such as consumer demand equations, costs of 
entry and exit, a measure of oligopolistic interaction, different 
timings of different rate bargains, and the actual values of outside 
options.

Watt WRWT ]] 6(iv), 118.\77\
---------------------------------------------------------------------------

    \77\ In the language of econometrics, Professor Watt describes 
this problem as the ``almost sure[ ] impossibil[ity] of 
``introduce[ing] a control variable for each and every possible 
aspect that could potentially impinge upon the relationship [that] 
could easily lead to such a low R\2\, and/or statistically 
insignificant key coefficients, as to make the regression 
meaningless.'' Id. ] 118.
---------------------------------------------------------------------------

    Although Professor Watt was hardly transparent in disclosing his 
ceteris paribus assumption in his original testimony, it seems clear 
that he always understood its presence, and that, when this assumption 
was relaxed, ``the actual effects . . . several years later would be 
based on the actual data at that time [and] many other variables [with] 
a larger effect on the bargains than the relatively small changes in 
the musical works rate.'' Id. ] 6(iv) (emphasis added).
    Professor Spulber likewise opined that the absence of an explicit 
statement of these assumptions in Professor Watt's testimony was 
unremarkable and appropriate:

    [A]ll other things being equal'. . . should be generally read 
into economic modeling conclusions or predictions, whether or not 
the words are repeated in each instance. Economists do not typically 
repeat these words in each place where they apply, since it would 
lead to constant repetition.

Spulber RWRT ] 46, n.8.
    Regardless of whether economists invariably identify the existence 
of implicit assumptions lurking in each other's models, Professor Watt 
overlooked a cardinal rule of communication: Know your audience. Here, 
his audience is comprised of three Judges, only one of whom is also an 
economist.\78\ Failing to appreciate Professor Watt's implied ceteris 
paribus assumption, the Majority transformed his limited (albeit 
important) ``insight'' regarding the equal split of the Shapley surplus 
between the two classes of rights holders--and the seesaw effect that 
would have if the mechanical rate were increased when the split was 
imposed--into a justification for the imposition of an uncapped TCC 
rate prong over the five-year rate term. The Majority's language 
reveals this point clearly:
---------------------------------------------------------------------------

    \78\ The dissenting Judge (the only economist on the panel) 
warned that the seesaw effect was rife with assumptions that 
rendered it too speculative to be relied upon to support the 
uncapped TCC rate prong. See Dissent at 7-8.

    As to the issue of applying a TCC percentage to a sound 
recording royalty rate that is artificially high as a result of 
musical works rates being held artificially low through regulation, 
the Judges rely on Professor Watt's insight . . . demonstrated by 
his bargaining model that sound recording royalty rates in the 
unregulated market will decline in response to an increase in the 
compulsory license rate for musical works. See 3/27/17 Tr. 3090 
(Watt) (``[T]he reason why the sound recording rate is so very high 
is because the statutory rate is very low. And if you increase the 
statutory rate, the bargained sound recording rate will go down.'')
    Professor Watt's bargaining model predicts that the total of 
musical works and sound recordings royalties would stay ``almost the 
same'' in response to an increase in the statutory royalty. Id. at 
3091.

Determination at 73-74 (emphasis added).
    Making the point ever so plainly, Professor Watt now expressly 
acknowledges that his `` `see-saw effect' was never really a 
`prediction' '' at all! Watt RWRT ] 117. Rather, he now cautions the 
present panel of Judges, that, ``to make the jump from the model to the 
actual real-world effects, one cannot ignore the words that are 
omnipresent in all economic modeling,

[[Page 54425]]

that predictions about causal relationships are understood to be ``all 
else equal.'' Id. ] 32.
    Without the benefit of these caveats regarding an extrapolation of 
the ``seesaw'' theory to the real-world, and with absence of an 
explicit statement of the ceteris paribus assumption, the Majority 
misapplied his testimony as a basis to adopt a fixed TCC rate, based 
upon data from a snapshot in time (2016) to cement that rate 
relationship for the entire five-year period.\79\ The Majority 
misapplied Professor Watt's correct insight from bargaining theory 
regarding the use of a fixed ratio for the equal division by two ``Must 
Have'' input suppliers of the Shapley surplus to set royalty rates in a 
period, by using that insight incorrectly to establish a fixed ratio of 
royalty rates over the rate term.\80\
---------------------------------------------------------------------------

    \79\ The importance of Professor Watt's failure to make explicit 
the ceteris paribus assumption in his WRT is demonstrated by his 
need to make it explicit in his RWRT. But even now, rather than 
acknowledge that the Majority missed the point, he claims that the 
Services' are wrongly blaming the Majority for failing to understand 
this assumption: ``The Services' testimony on this remand seems 
primarily focused on creating a ``straw man'' argument . . . 
accus[ing] the [Majority] of something that the [Majority] did not 
do--that is, rely on a guarantee of a particular decrease in sound 
recording royalty rates--and the Services then attack the Board's 
determination by claiming that the decrease did not occur.'' Watt 
RWRT ] 5. As shown supra, however, this is precisely how the 
Majority interpreted Professor Watt's ``insight.'' The Judges 
understand that, as a matter of tact and tactics, Copyright Owners 
may be reluctant to acknowledge that the error lies in the 
combination of their witness's opaque testimony and the Majority's 
lack of understanding of the assumptions economists make. Copyright 
Owners might prefer to cast the Majority as the victims of the 
Services' incorrect accusation. But the plain language of the 
Determination belies Copyright Owners' characterization as to how 
the confusion arose.
    \80\ The forgoing analysis as applied to the uncapped TCC rate 
needs to be contrasted with the application of Professor Watt's 
bargaining model to increase the percent of-revenue rate to 15.1%. 
That higher rate was set by the Majority after its consideration of 
the same Shapley approaches, pursuant to the Judges' combination of 
inputs from Professor Gans model (his [REDACTED] round recording-to-
musical works ratio) and the Shapley Value Model of Professor Marx 
that adjusted for complementary oligopoly power by establishing a 
lower total royalty level ([REDACTED]%). But the difference is that 
the 15.1% revenue rate was set by applying the Shapley results based 
on actual and projected market data, see Gans WRT ] 38, whereas the 
uniform uncapped TCC rate (26.2%) was based on the ceteris paribus 
assumption that held constant the actual data regarding the 
aforementioned independent variables. As explained above though, 
Professors Watt and Spulber make it clear that the ``insight'' from 
bargaining theory did not have implications to allow for a 
``prediction'' of rates in future periods.
    Thus, when the Majority engaged in its analysis and ``line-
drawing'' to apply the data and market projections relied upon by 
Dr. Gans's data, the Majority was operating--to use the D.C. 
Circuit's phrase--in its ``wheelhouse,'' making a finding that 
withstood appeal. Johnson, supra, 969 F.3d at 385-86; see also 
Determination at 69-70 (``Professor Gans utilized data from 
projections in a Goldman Sachs analysis to identify the aggregate 
profits of the record companies and the music publishers, 
respectively. . . . The Judges also find Professor Gans's reliance 
on financial analysts' projections for the respective industries to 
be reasonable.'').
---------------------------------------------------------------------------

    Additionally, an examination of the expert economists' testimony 
reveals that their facial disagreements vanish once the necessary 
assumptions are laid bare. Professor Watt and the Services' three 
economists all identify the following independent variables that will 
impact the relative levels of sound recording and musical works rates 
paid by interactive services:
    (1) the level of downstream consumer demand;
    (2) entry costs;
    (3) exit costs;
    (4) oligopolistic interaction;
    (5) the timing of sound recording agreements vis-[agrave]-vis 
statutory rate setting; and
    Professor Watt and the three Service economists agree with regard 
to the relevancy of these six independent variables. Compare Watt RWRT 
]] 6(iv), 118 (identifying all five independent variables) with Leonard 
WDRT ] 18 (identifying independent variables 1-4 above); Marx WDRT ]] 
4-5, 42; (identifying independent variables 1-5 above); Katz WDRT ]] 
127, 134 n.115 (identifying independent variables 4 and 6 above). 
Accordingly, the remand record shows a consensus as to the lack of 
modeling of independent variables that would be important to estimate 
an uncapped TCC royalty ratio that could be utilized by the Judges to 
lock-in a ratio over the rate term.
    Indeed, as noted supra, a careful reading of the remand testimony 
by Copyright Owners' economists, Professors Watt and Spulber, reveals 
that neither of them actually testifies that there is sufficient 
theoretical and empirical evidence to support the uncapped TCC rate 
prong and the 26.2% TCC rate phased in on that prong. Rather, those two 
witnesses testify to something far narrower: the alleged correctness of 
Professor Watt's ``seesaw'' theory as demonstrating an equal splitting 
of the surplus between the two ``Must Have'' input suppliers, and the 
effect of that split when all other relevant independent variable are 
held constant.
    In this regard, it is noteworthy that none of Copyright Owners' 
several economic experts in this proceeding (Dr. Eisenach, Professor 
Gans, Dr. Rysman, or Professor Watt) ever proposed an uncapped TCC rate 
prong in any form, let alone within a greater-of formulation. Such a 
proposal would have been improper, because, as the expert testimony 
described above makes clear, the ceteris paribus assumption, reasonable 
for modeling purposes to provide insight as to the surplus split, lacks 
the input of the omitted variables that the experts on both sides find 
relevant to the application of economic modeling in this proceeding. A 
further review of Copyright Owners' economic expert witness testimony 
on remand--the first time any of them had occasion to weigh-in on the 
appropriateness of the uncapped TCC prong--reveals that they also have 
not endorsed the uncapped TCC rate prong as a proper form of rate 
setting. To be sure, they strongly endorse the insight first described 
by Professor Watt in his WRT that the Nash surplus would be split 
essentially evenly between the two suppliers of essential content, 
given his simplifying assumptions. But such endorsement is hardly the 
same as endorsement of the uncapped rate prong itself.
    For these reasons, the Judges find erroneous the Majority's 
identification of a fixed relationship between the sound recording and 
mechanical royalty rates that could serve as a basis for the Majority's 
first rationale for yoking the mechanical rate to an uncapped TCC rate 
prong.
(b) The Services Have Not Rebutted Copyright Owners' Prima Facie 
Showing That Professor Watt's Model Demonstrates a More Limited 
``Seesaw'' Effect
    The foregoing analysis and decision related to the absence of a 
fixed relationship between the sound recording and mechanical royalty 
rates. A separate fixed relationship--the one Professor Watt has 
clarified he was demonstrating all along--is that if the Judges 
increase the mechanical royalty rate, the Shapley surplus realized by 
the labels will decrease almost dollar-for-dollar with the increase in 
the mechanical rate. The Services' economists aver that even this 
version of the seesaw is defective.
    According to Professors Katz and Marx, the Nash Bargaining Model 
constructed by Professor Watt is deficient because it fails to properly 
characterize the ``disagreement payoff'' to the sound recording company 
when it and an interactive service fail to reach an agreement. More 
particularly, as explained supra, they assert that Professor Watt's 
model omits the value of ``outside options'' available to the sound 
recording company. This criticism relates to the issue of whether the 
seesaw effect would occur as posited in Professor Watt's model. That 
is, the increase in the sound recording

[[Page 54426]]

company's ``disagreement payoff'' (a/k/a ``threat point'') would lead 
to a higher royalty in the Nash bargain between the sound recording 
company and the interactive service than needed to generate the seesaw 
effect to offset the higher mechanical royalty rate.
    As the several experts' positions in this regard, discussed supra, 
make clear, however, each side has a different understanding of whether 
an ``outside option'' is properly included in the definition and 
calculation of the ``disagreement payoff.'' On the one hand, Professors 
Katz and Marx claim that the existence and value of ``outside options'' 
should be included in the ``disagreement payoff.'' However, they 
provide no economic authority for that assertion.
    By contrast, Professor Watt cites to multiple economic game theory 
publications and authorities for the proposition that the presence and 
value of ``outside options'' are not to be included in the 
``disagreement payoff'' contained in a Nash Bargaining Model. See A. 
Muthoo, Bargaining Theory with Applications at 105 (1999) (``I thus 
emphasize that the outside option point does not affect the 
disagreement point.''); M. Osborne & A. Rubinstein, Bargaining and 
Markets at 88 (1990) (``it is definitely not appropriate to take as the 
disagreement point an outside option. . . .''); K. Binmore, A. 
Rubinstein & A. Wolinsky, The Nash Bargaining Solution in Economic 
Modeling, 17 RAND J. Econ. 176, 185 (1986) (``An outside option is 
defined to be the best alternative that a player can command if he 
withdraws unilaterally from the bargaining process.'').
    According to Professor Watt and these authorities, the reason for 
excluding ``outside options'' from the Nash Bargaining Model is 
fundamental to the nature of the model itself. In the Nash approach, 
the negotiating parties are bargaining with each other only over the 
surplus their deal can generate, and they are attempting to agree upon 
an allocation of that surplus that exists within the bounds of their 
respective ``disagreement payoffs.'' Each may have ``inside options,'' 
which are alternatives available to them while bargaining is ongoing 
and they temporarily disagree. See Muthoo, supra, at 137. However, 
``outside options'' are available to a Nash bargaining party only in 
lieu of continuing the Nash bargaining with the original counterparty 
if it ``withdraws'' from the Nash bargaining process. See Binmore et 
al., supra. Professor Watt characterizes the distinction as follows:

    [T]he Nash bargaining model [is] designed as [a] self-contained 
portrayal[ ] of negotiating behavior. . . . Given a surplus to 
share, the Nash model . . . provide[s] allowance for financial 
payments that a party is actually receiving, only while negotiations 
are ongoing, without walking away for another option, and that would 
cease as a result of the deal, to be factored into modelling as a 
cost in some situations.'')
. . .
    [A]n outside option (a potential payoff that is not directly 
related to a share of the surplus that is being negotiated) . . . 
comes in as a constraint upon the set of feasible deals that could 
be struck. . . .''

Watt RWRT ]] 56, 58.\81\
---------------------------------------------------------------------------

    \81\ Professor Marx in fact cites several of these authorities 
(for other points), without noting the distinction they make between 
the appropriate inclusion of ``inside options'' and exclusion of 
``outside options'' in Nash modeling. See id. ] 59.
---------------------------------------------------------------------------

    The Services never sought to introduce further testimony regarding 
this important dispute. This is particularly striking because the 
Services filed a motion to strike certain portions of the CO Reply, or 
for leave to file supplemental testimony responsive to those itemized 
portions. The portions the Services identified in their motion did not 
include Professor Watt's criticisms as to the inclusion of ``outside 
options'' in their experts' Nash modeling. Further, after the Judges 
granted the Services' motion by providing them leave to file 
supplemental testimony--consistent with the designations in their 
motion--the supplemental testimonies did not address this ``outside 
options'' issue.
    In the course of discussions among the parties and the Judges 
regarding remand procedures, the Judges invited the parties to produce 
witnesses for a hearing, at which one or more of the Services' economic 
expert witnesses could have addressed this ``outside options'' issue. 
However, the Services (and Copyright Owners) waived the opportunity to 
produce witnesses at a hearing. Rather, they offered, and the Judges 
agreed, that they would stand on their written testimonies and proceed 
to closing arguments by counsel.
    In the closing arguments, each side argued numerous points of 
controversy and provided the Judges with dozens of demonstrative aids 
summarizing record evidence and the parties' arguments, but none of 
those arguments or demonstrative aids so much as mentioned this 
``outside options'' dispute. Moreover, when the Judges inquired during 
closing arguments as to whether Services' counsel would be addressing 
any of the experts' ``modeling disputes,'' counsel said that they were 
resting on their papers. 3/8/22 Tr. 86-87 (Closing Argument). 
Similarly, when the Judges inquired of Copyright Owners' counsel 
whether he would be addressing the modeling ``dust-up'' between 
Professors Watt and Katz, counsel demurred, stating that although he 
would ``love to engage on it but . . . ``there would be too many 
slides. . . .'' Id. at 262-64.
    Simply put, the Services' economic experts made an assertion 
regarding the need for Professor Watt to have included ``outside 
options'' in his Nash Bargaining Model, but Professor Watt presented 
authority clearly stating that such inclusions would be improper. Thus, 
Copyright Owners made a prima facie showing that in a Nash Bargaining 
Model, the surplus generated by the streaming surpluses acquired by the 
content providers would be split equally as between the sound recording 
licensors and musical works licensors, and that, ceteris paribus, an 
increase in the mechanical rate to provide Copyright Owners more of the 
surplus (per the Shapley-based results relied on by the Majority) would 
be essentially offset through a nearly 1:1 reduction in the sound 
recording rate. In response to Copyright Owners' prima facie case, the 
Services stood mute in response to the rebuttal argument claiming that 
their experts misapprehended the Nash modeling distinctions between 
``inside options'' and ``outside options.'' \82\
---------------------------------------------------------------------------

    \82\ The third economic expert for the Services, Dr. Leonard, 
did not utilize the ``outside option'' phraseology to describe his 
critiques. Rather, he first criticized Professor Watt for assuming 
the existence of a ``fixed surplus.'' Leonard WDRT ] 16. However, as 
discussed supra, that assumption came from the Majority's 
extrapolation from Professor Watt's hearing testimony. His explicit 
statement regarding the ceteris paribus assumption makes clear that 
he was not assuming a ``fixed surplus.'' Watt RWRT ]] 110-11. 
(Again, the only ``fixed'' surplus was not ``assumed,'' but rather 
quantified, in order to establish the Majority's percent-of-revenue 
prong royalty rate of 15.1%.)
    Dr. Leonard next claims that Professor Watt's assumption that 
the labels would bear virtually the entirety of an increase in the 
statutory rate, because they previously ``have captured almost all'' 
[the] surplus,'' has been contradicted by the evidence. 
Specifically, he refers to the 33-month period in which the 
Phonorecords III rates were effective (January 2018 through 
September 2020). Leonard WDRT ] 16. However, as the Judges find in 
this Determination, that 33-month period was marked by significant 
uncertainty with regard to the ultimate rates and rate structure 
(and the rates were being phased-in), so no findings could reliably 
be made based on sound recording rate changes during that period.
    The remainder of Dr. Leonard's critique concerns issues that 
would make a fixed TCC ratio inappropriate over the rate term. The 
Judges agree with those criticisms as previously discussed, but they 
do not pertain to this narrower issue of whether the surplus 
generated by interactive streaming would be split in a manner 
consistent with Professor Watt's Nash Bargaining Model.
---------------------------------------------------------------------------

    Accordingly, the Judges find that the Services' criticisms in this 
regard are insufficient to rebut Copyright Owners' prima facie showing 
that Professor Watt's Nash Bargaining Model properly

[[Page 54427]]

identified and valued the ``disagreement payoff.'' <SUP>83 84</SUP>
---------------------------------------------------------------------------

    \83\ To be clear, the Judges' ruling is narrow; they make no 
finding beyond crediting this prima facie showing and the failure of 
the Services to rebut sufficiently that showing. It might be the 
case that the existence and definition of ``outside options''--and 
their relationship to ``inside options''--have other implications 
vis-a-vis a Nash Bargaining Model applied in the context of a rate 
setting proceeding. However, the Judges may not introduce and rely 
on analytical approaches not developed by the parties. See Johnson, 
969 F.3d at 381 (the Judges must not ``procedurally blindside[ ]'' 
the parties with an ``approach . . . first presented in the 
determination and not advanced by any participant.''). See generally 
P. Wald, Limits on the Use of Economic Analysis in Judicial 
Decisionmaking, 50 J. L. & Contemporary Problems 225, 228 (1987) ('' 
judicial analysis, economic or otherwise, takes place only in the 
context of lawsuits between two or more parties imposes a practical 
constraint on the judge's ability to use economic analysis.'').
    \84\ Professor Katz also criticizes Professor Watt's assumption 
that ``a label's non-content costs are proportional to licensing 
revenues.'' Katz WDRT ] 22. More particularly, Professor Katz claims 
that this is not ``plausible'' because ``the royalty rate does not 
directly affect the sound recording copyright owners' non-content 
cost.'' Id. ] 133. The effect of eliminating this assumption, 
according to Professor Katz, is to reduce the seesaw effect in 
Professor Watt's model of [REDACTED] slightly further away from a 
1:1 ratio, to .92. Id.
    In rebuttal, Professor Watt says this criticism is inconsistent 
with Professor Katz's own analysis, because the latter also ``sets 
the cost equal to a fraction of revenue. . . .'' Watt ] 82 n.31 
(referring apparently to a comparison of Katz WDRT ] 129 with id. ] 
133). Professor Watt concludes that not only does ``[Professor] 
Katz's own model contain the same feature that he is critical of in 
my model,'' it is also ``not a flaw in the bargaining model.'' Watt 
] 82. As a substantive matter, Professor Watt defends the assumption 
that non-content costs would rise with royalty income, because 
``[g]reater revenue should be directly equated with a larger scale 
of business'' and ``the additional royalty income would have to be 
managed (i.e., distributed to those who need to be paid from it, 
such as artists), implying higher administration costs.'' Id. ] 79.
    The Judges find that the common use by both experts of this 
assumed proportionality of a label's non-content costs to licensing 
revenues alone blunts Professor Katz's criticism of Professor Watt's 
modeling. Further, Professor Watt reasonably posits that higher 
revenue would imply a larger scale of business with associated 
general cost increases. (But the Judges do no agree that it was 
reasonable for Professor Watt to assume that distribution and 
administrative costs in particular would increase merely because of 
an increase in royalty rates; simply paying more money, ceteris 
paribus, is not self-evidently associated with an increase in 
costs.)
---------------------------------------------------------------------------

b. Rejection of Second Rationale for Including Uncapped TCC Rate Prong
    In the Determination, as noted supra, the Majority also justified 
the adoption of the uncapped TCC rate prong because it had the effect 
of ``import[ing] into the rate structure the protections that record 
companies have negotiated with services to avoid the undue diminution 
of revenue through the practice of revenue deferral.'' Determination at 
36; see also Johnson, 369 F.3d at 372 (``By pegging the mechanical 
license royalties to an uncapped total content cost prong, the Board 
sought to ensure that owners of musical works copyrights were neither 
undercompensated relative to sound recording rightsholders, nor harmed 
by the interactive streaming services' revenue deferral strategies. . . 
.'') (emphasis added).
(i) Parties' More Specific Arguments
    Copyright Owners likewise argue that the uncapped TCC rate 
structure should be ``adopted to provide protection against revenue 
deferment and displacement in a revenue-based rate structure.'' CO 
Initial Submission at 38; see also id. at 40 (describing uncapped TCC 
rate prong as ``critical backstop in a revenue-based rate 
structure.'').
    Whereas Copyright Owners echo the Majority, the Services adopt the 
reasoning of the Dissent. They argue as follows:

    [A] rate structure with a capped TCC prong, like the 
Phonorecords II settlement, achieves the same goal of protecting the 
Copyright Owners from any potential revenue deferral through a 
``structure that provides alternate rate prongs and floors, below 
which the royalty revenue cannot fall,'' . . . and does so without 
allowing Copyright Owners to impermissibly share in the labels' 
complementary oligopoly power. . . . [T]he streaming industry has 
twice concluded, after extensive negotiations, that the appropriate 
way to address any concerns regarding revenue deferral is to have a 
rate structure that includes a capped TCC prong. Phono I, 74 FR 
4510; Phono II, 78 FR 67938.

Services' Joint Opening Brief at 62 (quoting Dissent, 84 FR 1990) 
(emphasis added).
    In their Reply, Copyright Owners argue that the Majority maintained 
the benefits of price discrimination contained in the prior 
Phonorecords II framework, but balanced that goal with added protection 
against Service revenue deferral and displacement. Copyright Owners' 
Reply Brief on Remand at 49 (``In adopting a rate structure with [an 
uncapped] TCC for all service offerings, the [Majority] balanced its 
concerns about fostering price discrimination while also protecting 
against proven revenue diminution by the Services.'').
    The Services, in their Reply, take note that pre-remand, Copyright 
Owners had strenuously objected to any yoking of the mechanical royalty 
rate to the sound recording rate, maintaining that, although the 
Copyright Owners now advocate for an uncapped TCC rate to protect 
against revenue displacement and diminution:

    [I]n their [pre-remand] reply proposed findings, the Copyright 
Owners had expressed a very different view, arguing that an uncapped 
TCC prong ``does nothing to protect Copyright Owners from the 
Services' revenue displacement and deferment'' [and] Copyright 
Owners have not even tried to explain away their complete about-face 
on this issue.

Services' Reply at 43.
(ii) Analysis and Decision Regarding Revenue Diminution or Deferral
    The Judges find that the second rationale put forth to support an 
uncapped TCC rate does not justify the adoption of that rate prong. 
Several reasons support this finding.
    First, there is insufficient evidence to show how the sound 
recording companies contractually structure their own royalty rates, 
which would constitute the rate base for an uncapped TCC rate for the 
mechanical royalty. The sound recording royalty rate, when proffered 
for use as a mechanical royalty rate base, is analogous to pegging the 
value of a foreign currency to the U.S. dollar. That is no mere 
benchmark. The Judges must have the benefit of sufficient record 
evidence to demonstrate that the pegging (or, to use the D.C. Circuit's 
word in Johnson, ``yoking'') of a statutory rate to an unregulated rate 
serves the statutory purposes for the rate at issue, here, the 
mechanical rate.
    But Copyright Owners presented virtually no evidence regarding how 
the sound recording companies structure their interactive service 
royalties. Indeed, in the hearing, Dr. Eisenach acknowledged that the 
``relative value of sound recording [to] musical works licenses may 
depend on a variety of factors,'' but he intentionally eschewed 
unnecessary ``assumptions, complexities and uncertainties associated 
with theoretical debates'' as to why the particular market ratios 
existed. See Determination at 44. Indeed, the Majority found fault with 
Dr. Eisenach's willful ignoring of these issues, agreeing with the 
Services' criticism that Dr. Eisenach's ``use of sound recording 
royalties paid by interactive services embeds within his analysis the 
inefficiently high rates that arise in that unregulated market through 
the complementary oligopoly structure of the sound recording industry 
and the Cournot Complements inefficiencies that arise in such a market. 
See Determination at 47. The uncapped TCC rate advocated now by 
Copyright Owners suffers from the same affliction.
    The only reference to such sound recording rate formulae in 
Copyright Owners' voluminous PFF after the hearing was its statement 
that the effective revenue calculations in two of the Major labels' 
agreements with the

[[Page 54428]]

services was based on [REDACTED]. See Copyright Owners' PFF ]] 72, 91 
(cited post-remand at Copyright Owners' Motion for Reconsideration or 
Clarification at 25, n.14). On remand, the Services have provided a 
further summary of the types of [REDACTED]. See White WDRT ]] 6-7, 14-
15, 20, 24-26, 28-29 ([REDACTED]); Bonavia WDRT ]] 15-17 ([REDACTED]); 
Mirchandani WDRT ]] 16, 21-24 ([REDACTED]). Clearly, the levels of 
[REDACTED] would have to be weighed and the impact of complementary 
oligopoly power would need to be identified in order to adjust the rate 
prongs to account for that power. But the record is devoid of such 
details.
    Second, compounding this problem, because the uncapped TCC rate is 
embedded in a ``greater-of'' rate structure, the labels can exploit 
their complementary oligopoly power when creating the switching points 
that toggle royalty payments between and among rate prongs. As the 
Judges have explained previously, in declining to import a ``greater 
of'' structure from the unregulated interactive market, this 
structure[it] is based on ``agreements [which] were all negotiated in a 
market characterized by the lack of effective competition, and that the 
lack of competition would affect the structure as well as the level of 
rates.'' SDARS III, 83 FR 65210, 65228 (Dec. 19, 2018) (emphasis 
added). Further, the Judges held therein that the ``advantageous'' 
nature of a ``greater-of'' structure to sound recording licensors ``may 
well represent an example of what licensors can and would obtain when 
they exploit their ``must have'' status for a special competitive 
advantage.'' Id.; see also Dissent at 47 (in absence of testimony 
explaining how greater-of structure is consonant with effective 
competition, use by licensor suggests a game of ``heads I win tails you 
lose.).''
    Thus, there is insufficient evidence or testimony that would permit 
the Judges to make any adjustment for the complementary oligopoly power 
that may be built into each prong of the sound recording royalty rate 
structures.
    Third, as the Services note, Copyright Owners pre-remand, opposed 
the identical rate structure--consisting of a percent-of-revenue prong 
and an uncapped TCC prong--before Copyright Owners were in favor of it, 
post-remand.\85\ Although Copyright Owners took a 180-degree turn on 
this issue, they never stated they were wrong to oppose it previously. 
Indeed, the Dissent relied upon Copyright Owners' strenuous objection 
to an uncapped TCC rate, quoting it verbatim:
---------------------------------------------------------------------------

    \85\ When Copyright Owners opposed the concept of an uncapped 
TCC rate prong in a greater-of structure, the proposed uncapped TCC 
rate was Google's 15% (and its proposed percent-of-revenue rate was 
10.5%). Determination at 13. But after the Majority set the uncapped 
TCC rate at 26.2%--a 75% increase over the 15% TCC rate--Copyright 
Owners became zealous converts to the concept of an uncapped TCC 
rate proper.

    Copyright Owners rightly note that they obtain no legal 
protection under such a TCC prong. In making this argument regarding 
displacement and deferral of revenue, Copyright Owners lay out 
comprehensively all the problems inherent in an uncapped TCC prong 
set in a greater of rate structure, such as adopted in the majority 
opinion:
    The notion that [the] TCC prong will provide protection from 
revenue gaming, deferral and displacement, and other revenue prong 
problems is unsupported and speculative. Relying on just the TCC to 
solve those admitted problems leaves the Copyright Owners' 
protection from such problems entirely outside the statute. . . . 
the per-user rates in the label deals are what protects the 
Copyright Owners from price-slashing by the services. What is left 
unanswered . . .is . . . how can it be reasonable to ask the Judges 
to set a rate that does not itself provide for a fair return . . . 
but simply puts the Copyright Owner

[…truncated; see source link]
Indexed from Federal Register on August 10, 2023.

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