Olean Wholesale Grocery Co-Op v. Bumble Bee Foods LLC ( 2021 )


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  •               FOR PUBLICATION
    UNITED STATES COURT OF APPEALS
    FOR THE NINTH CIRCUIT
    OLEAN WHOLESALE GROCERY             No. 19-56514
    COOPERATIVE, INC.; BEVERLY
    YOUNGBLOOD; PACIFIC GROSERVICE,        D.C. No.
    INC., DBA Pitco Foods; CAPITOL     3:15-md-02670-
    HILL SUPERMARKET; LOUISE ANN          JLS-MDD
    DAVIS MATTHEWS; JAMES WALNUM;
    COLIN MOORE; JENNIFER A. NELSON;
    ELIZABETH DAVIS-BERG; LAURA          OPINION
    CHILDS; NANCY STILLER; BONNIE
    VANDERLAAN; KRISTIN MILLICAN;
    TREPCO IMPORTS AND
    DISTRIBUTION, LTD.; JINKYOUNG
    MOON; COREY NORRIS; CLARISSA
    SIMON; AMBER SARTORI; NIGEL
    WARREN; AMY JOSEPH; MICHAEL
    JUETTEN; CARLA LOWN; TRUYEN
    TON-VUONG, AKA David Ton; A-1
    DINER; DWAYNE KENNEDY; RICK
    MUSGRAVE; DUTCH VILLAGE
    RESTAURANT; LISA BURR; LARRY
    DEMONACO; MICHAEL BUFF; ELLEN
    PINTO; ROBBY REED; BLAIR HYSNI;
    DENNIS YELVINGTON; KATHY
    DURAND GORE; THOMAS E.
    WILLOUGHBY III; ROBERT FRAGOSO;
    SAMUEL SEIDENBURG; JANELLE
    ALBARELLO; MICHAEL COFFEY;
    JASON WILSON; JADE CANTERBURY;
    NAY ALIDAD; GALYNA
    2   OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    ANDRUSYSHYN; ROBERT BENJAMIN;
    BARBARA BUENNING; DANIELLE
    GREENBERG; SHERYL HALEY; LISA
    HALL; TYA HUGHES; MARISSA
    JACOBUS; GABRIELLE KURDT; ERICA
    PRUESS; SETH SALENGER; HAROLD
    STAFFORD; CARL LESHER; SARAH
    METIVIER SCHADT; GREG STEARNS;
    KARREN FABIAN; MELISSA
    BOWMAN; VIVEK DRAVID; JODY
    COOPER; DANIELLE JOHNSON;
    HERBERT H. KLIEGERMAN; BETH
    MILLINER; LIZA MILLINER; JEFFREY
    POTVIN; STEPHANIE GIPSON;
    BARBARA LYBARGER; SCOTT A.
    CALDWELL; RAMON RUIZ; THYME
    CAFE & MARKET, INC.; HARVESTERS
    ENTERPRISES, LLC; AFFILIATED
    FOODS, INC.; PIGGLY WIGGLY
    ALABAMA DISTRIBUTING CO., INC.;
    ELIZABETH TWITCHELL; TINA
    GRANT; JOHN TRENT; BRIAN LEVY;
    LOUISE ADAMS; MARC BLUMSTEIN;
    JESSICA BREITBACH; SALLY
    CRNKOVICH; PAUL BERGER;
    STERLING KING; EVELYN OLIVE;
    BARBARA BLUMSTEIN; MARY
    HUDSON; DIANA MEY; ASSOCIATED
    GROCERS OF NEW ENGLAND, INC.;
    NORTH CENTRAL DISTRIBUTORS,
    LLC; CASHWA DISTRIBUTING CO. OF
    KEARNEY, INC.; URM STORES, INC.;
    WESTERN FAMILY FOODS, INC.;
    ASSOCIATED FOOD STORES, INC.;
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS   3
    GIANT EAGLE, INC.; MCLANE
    COMPANY, INC.; MEADOWBROOK
    MEAT COMPANY, INC.; ASSOCIATED
    GROCERS, INC.; BILO HOLDING, LLC;
    WINNDIXIE STORES, INC.; JANEY
    MACHIN; DEBRA L. DAMSKE; KEN
    DUNLAP; BARBARA E. OLSON; JOHN
    PEYCHAL; VIRGINIA RAKIPI; ADAM
    BUEHRENS; CASEY CHRISTENSEN;
    SCOTT DENNIS; BRIAN
    DEPPERSCHMIDT; AMY E.
    WATERMAN; CENTRAL GROCERS,
    INC.; ASSOCIATED GROCERS OF
    FLORIDA, INC.; BENJAMIN FOODS
    LLC; ALBERTSONS COMPANIES LLC;
    H.E. BUTT GROCERY COMPANY;
    HYVEE, INC.; THE KROGER CO.;
    LESGO PERSONAL CHEF LLC; KATHY
    VANGEMERT; EDY YEE; SUNDE
    DANIELS; CHRISTOPHER TODD;
    PUBLIX SUPER MARKETS, INC.;
    WAKEFERN FOOD CORP.; ROBERT
    SKAFF; WEGMANS FOOD MARKETS,
    INC.; JULIE WIESE; MEIJER
    DISTRIBUTION, INC.; DANIEL
    ZWIRLEIN; MEIJER, INC.; SUPERVALU
    INC.; JOHN GROSS & COMPANY;
    SUPER STORE INDUSTRIES; W. LEE
    FLOWERS & CO. INC.; FAMILY
    DOLLAR SERVICES, LLC; AMY
    JACKSON; FAMILY DOLLAR STORES,
    INC.; KATHERINE MCMAHON;
    DOLLAR TREE DISTRIBUTION, INC.;
    JONATHAN RIZZO; GREENBRIER
    4   OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    INTERNATIONAL, INC.; JOELYNA A.
    SAN AGUSTIN; ALEX LEE, INC.;
    REBECCA LEE SIMOENS; BIG Y
    FOODS, INC.; DAVID TON; KVAT
    FOOD STORES, INC., DBA FOOD
    CITY; AFFILIATED FOODS MIDWEST
    COOPERATIVE, INC.; MERCHANTS
    DISTRIBUTORS, LLC; BROOKSHIRE
    BROTHERS, INC.; SCHNUCK
    MARKETS, INC.; BROOKSHIRE
    GROCERY COMPANY; KMART
    CORPORATION; CERTCO, INC.;
    RUSHIN GOLD, LLC, DBA The Gold
    Rush; UNIFIED GROCERS, INC.;
    TARGET CORPORATION; SIMON-
    HINDI, LLC; FAREWAY STORES, INC.;
    MORAN FOODS, LLC, DBA Save-A-
    Lot; WOODMAN’S FOOD MARKET,
    INC.; DOLLAR GENERAL
    CORPORATION; SAM’S EAST, INC.;
    DOLGENCORP, LLC; SAM’S WEST,
    INC.; KRASDALE FOODS, INC.;
    WALMART STORES EAST, LLC; CVS
    PHARMACY, INC.; WALMART STORES
    EAST, LP; BASHAS’ INC.; WAL-MART
    STORES TEXAS, LLC; MARC
    GLASSMAN, INC.; WAL-MART
    STORES, INC.; 99 CENTS ONLY
    STORES; JESSICA BARTLING; AHOLD
    U.S.A., INC.; GAY BIRNBAUM;
    DELHAIZE AMERICA, LLC; SALLY
    BREDBERG; ASSOCIATED
    WHOLESALE GROCERS, INC.; KIM
    CRAIG; MAQUOKETA CARE CENTER;
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS   5
    GLORIA EMERY; ERBERT &
    GERBERT’S, INC.; ANA GABRIELA
    FELIX GARCIA; JANET MACHEN;
    JOHN FRICK; PAINTED PLATE
    CATERING; KATHLEEN GARNER;
    ROBERT ETTEN; ANDREW GORMAN;
    GROUCHO’S DELI OF FIVE POINTS,
    LLC; EDGARDO GUTIERREZ;
    GROUCHO’S DELI OF RALEIGH;
    ZENDA JOHNSTON; SANDEE’S
    CATERING; STEVEN KRATKY;
    CONFETTI’S ICE CREAM SHOPPE;
    KATHY LINGNOFSKI; END PAYER
    PLAINTIFFS; LAURA MONTOYA;
    KIRSTEN PECK; JOHN PELS; VALERIE
    PETERS; ELIZABETH PERRON; AUDRA
    RICKMAN; ERICA C. RODRIGUEZ,
    Plaintiffs-Appellees,
    and
    JESSICA DECKER; JOSEPH A.
    LANGSTON; SANDRA POWERS;
    GRAND SUPERCENTER, INC.; THE
    CHEROKEE NATION; US FOODS, INC.;
    SYSCO CORPORATION; GLADYS,
    LLC; SPARTANNASH COMPANY;
    BRYAN ANTHONY REO,
    Plaintiffs,
    v.
    BUMBLE BEE FOODS LLC; TRI-
    UNION SEAFOODS, LLC, DBA
    6   OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    Chicken of the Sea International,
    DBA Thai Union Group PCL, DBA
    Thai Union North America, Inc.;
    STARKIST CO.; DONGWON
    INDUSTRIES CO., LTD.; THAI UNION
    GROUP PCL,
    Defendants-Appellants,
    and
    KING OSCAR, INC.; THAI UNION
    FROZEN PRODUCTS PCL; DEL
    MONTE FOODS COMPANY; TRI
    MARINE INTERNATIONAL, INC.;
    DONGWON ENTERPRISES; DEL
    MONTE CORP.; CHRISTOPHER D.
    LISCHEWSKI; LION CAPITAL
    (AMERICAS), INC.; BIG CATCH
    CAYMAN LP, AKA Lion/Big Catch
    Cayman LP; FRANCIS T.
    ENTERPRISES; GLOWFISCH
    HOSPITALITY; THAI UNION NORTH
    AMERICA, INC.,
    Defendants.
    Appeal from the United States District Court
    for the Southern District of California
    Janis L. Sammartino, District Judge, Presiding
    Argued and Submitted October 9, 2020
    Pasadena, California
    Filed April 6, 2021
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS              7
    Before: Andrew J. Kleinfeld, Andrew D. Hurwitz, and
    Patrick J. Bumatay, Circuit Judges.
    Opinion by Judge Bumatay;
    Partial Concurrence and Partial Dissent by Judge Hurwitz
    SUMMARY *
    Class Certification
    The panel vacated the district court’s order certifying
    three classes in a multi-district antitrust case alleging a price-
    fixing conspiracy by producers of packaged tuna.
    The panel held that statistical or “representative”
    evidence, finding classwide impact based on averaging
    assumptions and pooled transaction data, can be used to
    establish the “predominance” requirement of Fed. R. Civ. P.
    23(b)(3), under which a putative class must establish that
    “the questions of law or fact common to class members
    predominate over any questions affecting only individual
    members.” Agreeing with other circuits, the panel held that
    a district court must find by a preponderance of the evidence
    that the plaintiff has established predominance under Rule
    23(b)(3). The panel concluded that plaintiffs’ representative
    evidence could be used to establish predominance because
    plaintiffs’ evidence could have been used to establish
    liability in a class member’s individual suit by demonstrating
    the antitrust impact of their price-fixing claims; the
    *
    This summary constitutes no part of the opinion of the court. It
    has been prepared by court staff for the convenience of the reader.
    8   OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    representative evidence sufficiently linked plaintiffs’
    injuries to their theory of antitrust violation; and plaintiffs’
    use of averaging assumptions in their regression models did
    not defeat predominance.
    The panel nonetheless concluded that the district court
    abused its discretion by not resolving the factual disputes
    necessary to decide the predominance requirement before
    certifying the classes. Accordingly, the panel vacated the
    district court’s order and remanded for the court to determine
    the number of uninjured parties in the proposed class based
    on the dueling statistical evidence, and only then to rule on
    whether predominance has been established.
    Concurring in part and dissenting in part, Judge Hurwitz
    agreed with the majority’s conclusions that the district court,
    not the jury, must resolve factual disputes bearing on
    predominance; that a district court’s “rigorous analysis” of
    whether a putative class has satisfied Rule 23’s requirements
    should proceed by a preponderance of the evidence standard;
    and that the district court must conclude not that common
    issues could predominate at trial, but that they do
    predominate before certifying the class. Judge Hurwitz
    disagreed with the majority’s conclusion that, before
    certifying a class, the district court must find that only a de
    minimis number of class members are uninjured.
    COUNSEL
    Gregory G. Garre (argued) and Samir Deger-Sen, Latham &
    Watkins LLP, Washington, D.C.; Christopher S. Yates,
    Belinda S. Lee, and Ashley M. Bauer, Latham & Watkins
    LLP, San Francisco, California; John Roberti, Allen &
    Overy LLP, Washington, D.C.; Kenneth A. Gallo, Paul
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS    9
    Weiss Rifkind Wharton & Garrison LLP, Washington, D.C.,
    for Defendants-Appellants.
    Christopher L. Lebsock (argued), Michael P. Lehmann,
    Bonny E. Sweeney, and Samantha J. Stein, Hausfeld LLP,
    San Francisco, California; Jonathan W. Cuneo (argued), Joel
    Davidow, and Blaine Finley, Cuneo Gilbert & Laduca LLP,
    Washington, D.C.; Thomas H. Burt (argued), Wolf
    Haldenstein Adler Freeman & Herz LLP, New York, New
    York; Betsy C. Manifold, Rachele R. Byrd, Marisa C.
    Livesay, and Brittany N. Dejong, Wolf Haldenstein Adler
    Freeman & Herz LLP, San Diego, California; for Plaintiffs-
    Appellees.
    Robert S. Kitchenoff, President, Committee to Support the
    Antitrust Laws, Washington, D.C.; Warren T. Burns and
    Kyle K. Oxford, Burns Charest LLP, Dallas, Texas; for
    Amicus Curiae Committee to Support the Antitrust Laws.
    Ashley C. Parrish and Joshua N. Mitchell, King & Spalding
    LLP, Washington, D.C.; Anne M. Voigts and Quyen L. Ta,
    King & Spalding LLP, San Francisco, California; Steven P.
    Lehotsky and Jonathan D. Urick, U.S. Chamber Litigation
    Center, Washington, D.C.; for Amicus Curiae Chamber of
    Commerce of the United States.
    Randy M. Stutz, American Antitrust Institute, Washington,
    D.C.; Ellen Meriwether, Cafferty Clobes Meriwether &
    Sprengal, Media, Pennsylvania; for Amicus Curiae
    American Antitrust Institute.
    Scott L. Nelson and Allison M. Zieve, Public Citizen
    Litigation Group, Washington, D.C., for Amicus Curiae
    Public Citizen.
    10 OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    Corbin K. Barthold and Cory L. Andrews, Washington
    Legal Foundation, Washington, D.C., for Amicus Curiae
    Washington Legal Foundation.
    OPINION
    BUMATAY, Circuit Judge:
    StarKist Company and Tri-Union Seafoods d/b/a
    Chicken of the Sea (collectively, “Defendants”), 1 producers
    of packaged tuna, appeal an order certifying three classes in
    a multidistrict antitrust case alleging a price-fixing
    conspiracy. Defendants challenge the district court’s
    determination that Rule 23(b)(3)’s “predominance”
    requirement was satisfied by expert statistical evidence
    finding classwide impact based on averaging assumptions
    and pooled transaction data.
    We ultimately conclude that this form of statistical or
    “representative” evidence can be used to establish
    predominance, but the district court abused its discretion by
    not resolving the factual disputes necessary to decide the
    requirement before certifying these classes. We thus vacate
    the district court’s order certifying the classes and remand
    for the court to determine the number of uninjured parties in
    the proposed class based on the dueling statistical evidence.
    Only then should the district court rule on whether
    predominance has been established.
    1
    As a result of Appellant Bumble Bee Foods LLC’s bankruptcy
    proceeding, appellate proceedings against Bumble Bee Foods have been
    held in abeyance due to the automatic stay imposed by 
    11 U.S.C. § 362
    .
    Dkt. No. 51.
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS 11
    I. FACTUAL AND PROCEDURAL BACKGROUND
    A. The Price-Fixing Conspiracy
    Various purchasers of tuna products (“Plaintiffs”)
    brought this class action alleging a price-fixing conspiracy
    by Defendants, the three largest domestic producers of
    packaged tuna. Together, Defendants account for over 80%
    of all branded packaged tuna sales in the country. Plaintiffs
    allege that Defendants colluded to artificially inflate the
    prices of their tuna products by engaging in various forms of
    anti-competitive conduct, including agreeing to (1) fix the
    net and list prices for packaged tuna, (2) limit promotional
    activity for packaged tuna, and (3) exchange sensitive or
    confidential business information in furtherance of the
    conspiracy. There is little dispute over the existence of a
    price-fixing scheme. Soon after this action was commenced,
    the Department of Justice initiated criminal charges against
    Defendants for their price-fixing conspiracy. Bumble Bee
    and StarKist have since pleaded guilty to federal, criminal
    price-fixing charges, as have several of their current and
    former executives. Chicken of the Sea has also admitted to
    price fixing and agreed to cooperate with the federal
    investigation.
    B. Certifying the Classes
    Plaintiffs proposed three classes of purchasers who
    bought packaged tuna products between November 2010
    and December 2016.
    The first proposed class, called the Direct Purchaser
    Plaintiff (“DPP”) Class, consists of retailers who directly
    purchased packaged tuna products during the relevant
    period. In support of certification, the Plaintiffs submitted
    the expert testimony and report of econometrician
    12 OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    Dr. Russell Mangum III. Dr. Mangum “primarily” relied on
    statistical evidence “in the form of a regression model which
    purports to prove that the price-fixing conspiracy harmed all,
    or nearly all, of the Class members.” First, Dr. Mangum
    calculated what the price for wholesale tuna would have
    been “but for” the alleged price fixing. To do so, he
    compared the prices during the period of the alleged price-
    fixing scheme to prices either before or after the alleged
    impacted period, while controlling for other factors that
    affect price differences. Comparing that but-for price to a
    “clean” benchmark period with no anticompetitive activity,
    Dr. Mangum concluded that the DPP Class was overcharged
    by an average of 10.28% because of the price fixing. Finally,
    assuming each class member experienced the same 10.28%
    average overcharge, Dr. Mangum ran a regression analysis
    and concluded that 1,111 out of 1,176 direct purchasers (or
    94.5%) were injured by Defendants’ actions.
    The Defendants’ expert econometrician, Dr. John
    Johnson, posed several objections to Dr. Mangum’s
    methodology. First, Dr. Johnson contended that because
    Dr. Mangum used an average estimated overcharge, his
    model incorrectly assumed “every direct purchaser was
    injured—and necessarily in the same way.” Dr. Johnson
    instead calculated a unique overcharge coefficient for 604
    individual class members and concluded that only 72% paid
    an inflated price, meaning 28% of the class members
    suffered no injury at all. Second, Dr. Johnson argued that
    Dr. Mangum found “false positives” because his equation
    identified overcharges during the “clean” benchmark period
    by both Defendants and by packaged tuna sellers who are
    not Defendants. Additionally, Dr. Johnson claimed that
    Dr. Mangum relied on faulty economic assumptions. For
    example, Dr. Mangum’s report purportedly assumed that all
    Defendants would respond identically to changes in supply
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS 13
    and demand factors, and therefore costs would rise or fall
    identically across all producers.         Dr. Johnson also
    commented that Dr. Mangum’s model failed a “Chow Test,”
    which examines the stability of coefficients among separate
    subgroups of a data set to determine if pooling them together
    to create an average is appropriate.
    In rebuttal, Dr. Mangum noted that Dr. Johnson did not
    keep the average overcharge coefficient constant but rather
    allowed that coefficient to vary by customer. According to
    Dr. Mangum, this created too small sample sizes of
    customers with each coefficient, and this explained why
    Dr. Johnson was unable to create any results for some
    members of the DPP Class. Dr. Mangum claimed that, even
    under Dr. Johnson’s analysis, 98% of DPP customers were
    overcharged if those customers who showed no result
    whatsoever were excluded. 2
    The district court certified the class, concluding that the
    Defendants’ challenges to Dr. Mangum’s methods were
    “ripe for use at trial” but “not fatal to a finding of classwide
    impact.” In re Packaged Seafood Prod. Antitrust Litig.,
    
    332 F.R.D. 308
    , 325 (S.D. Cal. 2019). The district court
    stressed that although Dr. Johnson’s “criticisms are serious
    and could be persuasive to a finder of fact . . . determining
    which expert is correct is beyond the scope” of a class
    certification motion. 
    Id. at 328
    . The court instead thought
    the critical issue was to determine whether Dr. Mangum’s
    method is “capable of showing” impact on all or nearly all
    class members. 
    Id.
     Because it was not persuaded that
    “Dr. Mangum’s model is unreliable or incapable of proving
    2
    This is compared to Dr. Mangum’s view that 94% of DPP
    customers were overcharged if only statistically significant results were
    considered.
    14 OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    impact on a class-wide basis,” the court found predominance
    established for the DPP Class. 
    Id.
    For the next two proposed classes, Plaintiffs offered
    expert reports and testimony that proceeded similarly to
    Dr. Mangum’s statistical analysis. The Commercial Food
    Service Product (“CFP”) Class consists of those who
    purchased packaged tuna products of 40 ounces or more
    from six major retailers (Dot Foods, Sysco, US Foods, Sam’s
    Club, Wal-Mart, and Costco). The End Payer Plaintiffs
    (“EPP”) Class is defined as consumers who bought
    Defendants’ packaged tuna products in cans or pouches
    smaller than 40 ounces for end consumption from any of the
    six major retailers. Defendants’ expert, Dr. Laila Haider,
    objected to Plaintiffs’ experts’ methodology largely for the
    same reasons raised in opposition to the DPPs’
    methodology, focusing on benchmark selection, averaging,
    and false positives. Finding only “subtle differences”
    between the methodologies of Plaintiffs’ experts’ and
    Defendants’ objections in these two classes and the DPP
    Class, the district court certified the CFP and the EPP
    Classes. Despite finding “potential flaws” in Plaintiffs’
    experts’ methodology, the court nonetheless concluded it
    was “reliable and capable of proving impact” and that the
    jury could determine whether liability and damages were
    proven.
    A motions panel granted Defendants’ petition for
    permission to appeal the class certification order under
    Federal Rule of Civil Procedure Rule 23(f) and 
    28 U.S.C. § 1292
    (e).
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS 15
    II. LEGAL STANDARDS
    A. Standard of Review
    We review a district court’s decision to certify a class
    under Rule 23 for abuse of discretion and review the factual
    findings for clear error. Torres v. Mercer Canyons Inc.,
    
    835 F.3d 1125
    , 1132 (9th Cir. 2016).
    B. The Predominance Requirement
    Class actions are “an exception to the usual rule that
    litigation is conducted by and on behalf of the individual
    named parties only.” Comcast Corp. v. Behrend, 
    569 U.S. 27
    , 33 (2013) (simplified). To police this exception, Rule 23
    imposes “stringent requirements” for class certification. Am.
    Express Co. v. Italian Colors Rest., 
    570 U.S. 228
    , 234
    (2013). A party seeking class certification must first meet
    Rule 23(a)’s four requirements: numerosity, commonality,
    typicality, and adequacy of representation. Leyva v. Medline
    Indus., 
    716 F.3d 510
    , 512 (9th Cir. 2013); see Fed. R. Civ.
    P. 23(a). “To obtain certification of a class action for money
    damages under Rule 23(b)(3),” a putative class must also
    establish that “the questions of law or fact common to class
    members predominate over any questions affecting only
    individual members.” Amgen Inc. v. Conn. Ret. Plans & Tr.
    Funds, 
    568 U.S. 455
    , 460 (2013); see Fed. R. Civ. P.
    23(b)(3).
    When considering whether to certify a class, it is
    imperative that district courts “take a close look at whether
    common questions predominate over individual ones.”
    Comcast, 
    569 U.S. at 34
    . The Supreme Court has made clear
    that district courts must perform a “rigorous analysis” to
    determine whether this exacting burden has been met before
    certifying a class. 
    Id. at 35
    ; Wal-Mart Stores, Inc. v. Dukes,
    16 OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    
    564 U.S. 338
    , 350–51 (2011). This “rigorous analysis”
    requires “judging the persuasiveness of the evidence
    presented” for and against certification. Ellis v. Costco
    Wholesale Corp., 
    657 F.3d 970
    , 982 (9th Cir. 2011). Courts
    must resolve all factual and legal disputes relevant to class
    certification, even if doing so overlaps with the merits. Wal-
    Mart, 
    564 U.S. at 351
    . A district court abuses its discretion
    when it fails to adequately determine predominance was met
    before certifying the class. See Valentino v. Carter-Wallace,
    Inc., 
    97 F.3d 1227
    , 1234 (9th Cir. 1996).
    C. The Burden of Proof for Predominance
    Although we have not previously addressed the proper
    burden of proof at the class certification stage, we hold that
    a district court must find by a preponderance of the evidence
    that the plaintiff has established predominance under Rule
    23(b)(3). See In re Lamictal Direct Purchaser Antitrust
    Litig., 
    957 F.3d 184
    , 191 (3d Cir. 2020) (holding that district
    courts must find by a “preponderance of the evidence that
    the plaintiffs’ claims are capable of common proof at trial”);
    In re Nexium Antitrust Litig., 
    777 F.3d 9
    , 27 (1st Cir. 2015)
    (holding that plaintiffs must show “each disputed
    requirement has been proven by a preponderance of
    evidence”); Messner v. Northshore Univ. HealthSystem,
    
    669 F.3d 802
    , 811 (7th Cir. 2012) (“Plaintiffs bear the
    burden of showing that a proposed class satisfies the Rule 23
    requirements, but they need not make that showing to a
    degree of absolute certainty. It is sufficient if each disputed
    requirement has been proven by a preponderance of
    evidence.”); Alaska Elec. Pension Fund v. Flowserve Corp.,
    
    572 F.3d 221
    , 228 (5th Cir. 2009) (“[A]n issue of
    predominance must be established at the class certification
    stage by a preponderance of all admissible evidence.”)
    (simplified); Teamsters Loc. 445 Freight Div. Pension Fund
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS 17
    v. Bombardier Inc., 
    546 F.3d 196
    , 202 (2d Cir. 2008) (“[We]
    hold that the preponderance of the evidence standard applies
    to evidence proffered to establish Rule 23’s requirements.”);
    see also Newberg on Class Actions, § 7:21 (5th ed.) (“The
    trend in recent cases has been a move . . . towards adoption
    of a preponderance of the evidence standard to facts
    necessary to establish the existence of a class.”). 3
    Aside from joining our sister circuits, employing a
    preponderance of the evidence standard supports the district
    court’s role as the gatekeeper of Rule 23’s requirements. See
    Wal-Mart, 
    564 U.S. at 351
    ; Crutchfield v. Sewerage &
    Water Bd. of New Orleans, 
    829 F.3d 370
    , 375 (5th Cir. 2016)
    (holding the predominance inquiry envisions “what a class
    3
    A number of district courts in our circuit have likewise applied a
    preponderance of the evidence standard to establish a class. See, e.g.,
    Gomez v. J. Jacobo Farm Labor Contractor, Inc., 
    334 F.R.D. 234
    , 248
    (E.D. Cal. 2019) (“Federal courts throughout the country require the
    movant to demonstrate by a preponderance of the evidence that class
    certification is appropriate.”); Martin v. Sysco Corporation, 
    325 F.R.D. 343
    , 354 (E.D. Cal. 2018) (“While Rule 23 does not specifically address
    the burden of proof to be applied, courts routinely employ the
    preponderance of the evidence standard.”); Valenzuela v. Ducey, 
    2017 WL 6033737
    , at *3 (D. Ariz. Dec. 6, 2017) (“[The preponderance of the
    evidence] standard appears to be the trend in federal courts and will be
    applied in this case.”) (simplified); Southwell v. Mortg. Inv’rs Corp. of
    Ohio, 
    2014 WL 3956699
    , at *1 (W.D. Wash. Aug. 12, 2014) (“[T]his
    Court finds itself in need of such a standard and chooses to align itself
    with the emerging trend in other districts towards the adoption of a
    preponderance of the evidence standard[.]”); Smilovits v. First Solar,
    Inc., 
    295 F.R.D. 423
    , 427 (D. Ariz. 2013) (“[The preponderance]
    standard appears to be the trend in federal courts[.]”); Keegan v.
    American Honda Motor Co., Inc., 
    284 F.R.D. 504
    , 521 n.83 (C.D. Cal.
    2012) (“[D]efendants cite no Ninth Circuit authority that directs use of a
    preponderance standard in deciding class certification motions. Because
    that is the general standard of proof used in civil cases, however, the
    court applies it here.”).
    18 OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    trial would look like”). It best accords with the Supreme
    Court’s warning that class certification is “proper only if the
    trial court is satisfied, after a rigorous analysis, that the
    prerequisites of Rule 23(a) have been satisfied.” Wal-Mart
    Stores, 
    564 U.S. at
    349–51 (emphasis added). And a
    preponderance standard is more faithful to Rule 23(b)(3)’s
    text, which provides that courts can certify a class “only if
    . . . the court finds that the questions of law or fact common
    to class members predominate” over individual ones. Fed.
    R. Civ. P. 23(b)(3) (emphasis added).
    The preponderance standard also flows from the
    Supreme Court’s emphasis that the evidence used to satisfy
    predominance be “sufficient to sustain a jury finding as to
    [liability] if it were introduced in each [plaintiff’s] individual
    action.” Tyson Foods, Inc. v. Bouaphakeo, 
    136 S. Ct. 1036
    ,
    1048 (2016) (emphasis added). Establishing predominance,
    therefore, goes beyond determining whether the evidence
    would be admissible in an individual action. Instead, a
    “rigorous analysis” of predominance requires “judging the
    persuasiveness of the evidence presented” for and against
    certification. Ellis, 
    657 F.3d at 982
     (vacating class
    certification because the district court “confused the Daubert
    standard” for admissibility of expert evidence “with the
    ‘rigorous analysis’ standard to be applied when analyzing”
    the Rule 23 factors). 4
    4
    We acknowledge that Tyson Foods stated that once a district court
    finds representative evidence “admissible, its persuasiveness is, in
    general, a matter for the jury,” and class certification should only be
    denied if “no reasonable juror” could have found the plaintiffs’
    representative evidence persuasive. 
    136 S. Ct. at 1049
    . But that
    discussion was in the context of a wage-and-hour class action where
    representative evidence is explicitly permitted to establish liability in
    individual cases. 
    Id.
     (citing Anderson v. Mt. Clemens Pottery Co.,
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS 19
    D. The Use of Representative Evidence
    The acceptance of representative evidence at the class
    certification stage is nothing new. The Supreme Court has
    held that representative evidence can be relied on to establish
    a class, but it has also declined to adopt “broad and
    categorical rules governing” its use. Tyson Foods, 
    136 S. Ct. at 1049
    . Instead, whether a representative sample can
    “establish classwide liability” at the certification stage “will
    depend on the purpose for which the sample is being
    introduced and on the underlying causes of action.” 
    Id.
    While consideration of representative evidence may be
    flexible, it must be scrutinized with care and vigor. See
    Comcast, 
    569 U.S. at 35
     (rejecting the use of representative
    evidence to establish predominance); Wal-Mart, 
    564 U.S. 328
     U.S. 680, 687 (1946)). Such an evidentiary rule exists because
    defendants often fail to keep proper records of hours worked by
    employees. Id.; see also Lamictal, 957 F.3d at 191–92 (discussing how
    representative evidence is particularly appropriate in wage-and-hour
    suits since “a representative sample of employees may be the only
    feasible way to establish liability” in a wage-and-hour case due to the
    defendant’s own “inadequate record keeping”).
    Given that representative evidence can be used to infer harm in
    individual wage-and-hour suits, Tyson Foods reasoned that
    representative evidence was presumptively usable at the class
    certification stage as well. See Tyson Foods, 
    136 S. Ct. at 1049
    ; see also
    
    id. at 1046
     (stating that representative evidence can be used to establish
    predominance if “each class member could have relied on that sample to
    establish liability if he or she had brought an individual action.”). But
    the “no reasonable jury” standard is cabined to wage-and-hour suits and
    doesn’t apply here. See Senne v. Kan. City Royals Baseball Corp.,
    
    934 F.3d 918
    , 923, 947 & n.27 (9th Cir. 2019) (“Tyson expressly
    cautioned that this rule should be read narrowly and not assumed to apply
    outside of the wage and hour context.”).
    20 OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    at 350–51 (rejecting the use of representative evidence to
    establish commonality).
    There is reason to be wary of overreliance on statistical
    evidence to establish classwide liability.         Academic
    literature abounds observing that “judges and jurors, because
    they lack knowledge of statistical theory, are both overawed
    and easily deceived by statistical evidence.” United States
    v. Veysey, 
    334 F.3d 600
    , 604 (7th Cir. 2003). 5 If “highly
    consequential evidence emerges from what looks like an
    indecipherable” statistical model to most “non-statisticians,”
    it is “imperative that qualified individuals explain how the
    [model] works,” and courts must “ensure that it produces
    reliable information.” United States v. Gissantaner, — F.3d
    —, 
    2021 WL 834005
    , at *3 (6th Cir. 2021). 6
    Moreover, the use of representative evidence cannot
    “abridge, enlarge or modify [a plaintiff’s] substantive
    right[s].” See 
    28 U.S.C. § 2072
    (b). Otherwise, its use would
    5
    See, e.g., Douglas H. Ginsburg & Eric M. Fraser, The Role of
    Economic Analysis in Competition Law (May 16, 2010) (“[Courts]
    almost certainly will not have the assistance of even one staff economist,
    nor will the judges likely be familiar with the economic concepts about
    the application of which [the parties] are debating.”); Laurence H. Tribe,
    Trial by Mathematics: Precision and Ritual in the Legal Process,
    
    84 Harv. L. Rev. 1329
    , 1342 n.40 (1971) (discussing how courts
    misunderstand and misapply statistical evidence); G. Alexander Nunn,
    The Incompatibility of Due Process and Naked Statistical Evidence,
    
    68 Vand. L. Rev. 1407
     (2015) (discussing how the use of statistical
    evidence in certain circumstances can constitute a due process violation).
    6
    As Mark Twain famously popularized, “[t]here are three kinds of
    lies: lies, damn lies, and statistics.” See Mark Twain, Chapters from My
    Autobiography—XX, 186 N. Am. Rev. 465, 471 (1907). Although we
    welcome the use of statistical evidence when appropriate, it would be
    injudicious to swallow it uncritically.
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS 21
    contravene the Rules Enabling Act. 
    Id.
     Class actions are
    merely a procedural tool aggregating claims, Sprint
    Commc’ns Co. v. APPCC Servs., Inc., 
    554 U.S. 269
    , 291
    (2008), and Rule 23 “leaves the parties’ legal rights and
    duties intact and the rules of decision unchanged,” Shady
    Grove Orthopedic Assocs., P.A. v. Allstate Ins. Co., 
    559 U.S. 393
    , 408 (2010) (plurality opinion).            The use of
    representative evidence at the class certification stage must
    therefore be closely and carefully scrutinized, and “[a]ctual,
    not presumed, conformance” with Rule 23’s requirements is
    “indispensable.” Wal-Mart, 
    564 U.S. at 351
     (simplified).
    With these background legal principles in mind, we turn
    to Defendants’ contentions on appeal.
    III.      DEFENDANTS’ CLAIMS
    Defendants raise two challenges to the district court’s
    reliance on Plaintiffs’ representative evidence. First,
    Defendants argue that this type of representative evidence—
    especially the use of averaging assumptions—cannot be
    used to establish predominance. Second, Defendants claim
    that, even if this type of evidence can show predominance,
    Plaintiffs’ econometric analysis does not in fact establish
    predominance because a significant percentage of the class
    may have suffered no injury at all under Plaintiffs’ experts’
    statistical modeling. We consider each argument in turn.
    A. Whether Plaintiffs’ Representative Evidence Can
    Establish Predominance
    The threshold consideration is whether Plaintiffs’
    representative evidence can be used to establish
    predominance. We believe this question raises several
    considerations.
    22 OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    First, we address whether the representative evidence
    could be used to establish liability in an individual suit.
    Tyson Foods, 136. S. Ct. at 1048. Second, we ensure that
    classwide liability is “capable of proof” through the
    representative analysis. Comcast, 
    569 U.S. at 30
    . Finally,
    we assess whether the use of averaging assumptions masks
    the predominance question itself “by assuming away the
    very differences that make the case inappropriate for
    classwide resolution.” Tyson Foods, 
    136 S. Ct. at 1046
    .
    We conclude that Plaintiffs’ representative evidence can
    prove the classwide impact element of Plaintiffs’ price-
    fixing theory of liability and, thus, may be used to establish
    predominance.
    1. Plaintiffs’ Evidence Could Have Been Used to
    Establish Liability in a Class Member’s
    Individual Suit
    To establish predominance, the representative evidence
    must be capable of use at trial in individual—not just class
    action—antitrust cases. See Tyson Foods, 
    136 S. Ct. at 1046
    (Representative evidence is permissible to establish
    predominance if “each class member could have relied on
    that sample to establish liability if he or she had brought an
    individual action.”).       This is because plaintiffs and
    defendants cannot have “different rights in a class
    proceeding than they could have asserted in an individual
    action.” 
    Id. at 1048
    . If the representative evidence could not
    be “relied on . . . to establish liability” in an “individual
    action,” 
    id. at 1046
    , then it cannot establish predominance at
    the class certification stage.
    The District Court held that to meet the predominance
    requirement on their antitrust claims, Plaintiffs had to
    establish: (1) the existence of an antitrust conspiracy; (2) the
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS 23
    existence of individual injury, also referred to as “antitrust
    impact,” as a result of the conspiracy; and (3) resultant
    damages. Packaged Seafood, 332 F.R.D. at 320; see
    1 McLaughlin on Class Actions § 5:33 (17th ed. 2020); see
    also In re New Motor Vehicles Canadian Exp. Antitrust
    Litig., 
    522 F.3d 6
    , 19 n. 18 (1st Cir. 2008).
    Plaintiffs rely on their representative evidence to
    establish the “antitrust impact” of their price-fixing claims
    against the Defendants. Statistical evidence has long been
    used to prove antitrust impact in individual suits. To
    establish impact in any antitrust action, plaintiffs must
    “delineate a relevant market and show that the defendant
    plays enough of a role in that market to impair competition
    significantly.” Metro Indus., Inc. v. Sammi Corp., 
    82 F.3d 839
    , 847–48 (9th Cir. 1996). Even in individual suits, doing
    so often requires comparing the actual world with a
    “hypothetical” world that would have existed “‘but for’ the
    defendant’s unlawful activities.” See LePage’s Inc. v. 3M,
    
    324 F.3d 141
    , 165 (3d Cir. 2003); see, e.g., MM Steel, L.P.
    v. JSW Steel (USA) Inc., 
    806 F.3d 835
    , 851–52 (5th Cir.
    2015) (holding that the district court didn’t abuse its
    discretion by using a “yardstick” calculation of damages in
    an antitrust suit where the individual plaintiffs did a but-for
    analysis by comparing their profits with “a study of the
    profits of business operations that are closely comparable to
    the plaintiff’s”).
    In individual cases, constructing these “but-for”
    comparisons usually requires the use of statistical evidence.
    See Manual of Complex Litigation (Fourth) § 23.1, at pp.
    470–71 (“[S]tatistical evidence is routinely introduced . . . in
    antitrust litigation.”). And injury may be inferred from
    statistical evidence. See Zenith Radio Corp. v. Hazeltine
    Research, Inc., 
    395 U.S. 100
    , 125 (1969) (stating that
    24 OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    antitrust impact can be inferred from “circumstantial
    evidence”); see also ABA Section of Antitrust Law,
    Econometrics: Legal, Practical, and Technical Issues
    § 13.B.1.c. (2d ed. 2014) (discussing the use of regression
    models in antitrust actions).
    Here, each class member could have relied on
    Dr. Mangum’s models to show classwide impact in each of
    their individual suits. By constructing a clean, “benchmark”
    period and comparing it to market price before and after the
    benchmark, Dr. Mangum created a “yardstick” comparison
    to isolate the “but-for” effect of the price-fixing conspiracy,
    similar to the type of evidence relied upon in individual
    antitrust actions. See, e.g., LePage’s Inc., 
    324 F.3d at 165
    ;
    MM Steel, 806 F.3d at 851–52. And the regression analysis
    Dr. Mangum ran to calculate that 94% of the DPP Class
    suffered an injury is consistent with the use of regression
    models to prove price-fixing impact in other cases. See, e.g.,
    In re Linerboard Antitrust Litig., 
    305 F.3d 145
    , 153 (3d Cir.
    2002) (affirming use of plaintiffs’ “multiple regression
    analysis” to prove “impact on a class-wide basis” in price-
    fixing suit). In short, Plaintiffs’ statistical evidence is not
    materially different than the type of evidence that would be
    used against Defendants in individual cases brought by each
    class member.
    2. Plaintiffs’    Representative     Evidence
    Sufficiently Links Their Injuries to Their
    Theory of Antitrust Violation
    Plaintiffs’ representative evidence must also be
    consistent with their underlying theory of liability. Comcast,
    
    569 U.S. at 35
     (“[A]ny model supporting a plaintiff’s
    damages case must be consistent with its liability case,
    particularly with respect to the alleged anticompetitive effect
    of the violation.”). We have interpreted Comcast to require
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS 25
    that plaintiffs “show that their damages stemmed from the
    defendant’s actions.” Pulaski & Middleman, LLC v. Google,
    Inc., 
    802 F.3d 979
    , 987–88 (9th Cir. 2015) (simplified). Put
    another way, the evidence must be capable of linking the
    harm from the defendant’s conduct to the class members.
    In this case, there is a sufficient nexus between Plaintiffs’
    representative evidence and their price-fixing theory of
    liability.     See Allied Orthopedic, 592 F.3d at 996.
    Dr. Mangum’s regression model can show antitrust impact
    by isolating the but-for effect of the price inflation
    attributable to Defendants’ alleged anticompetitive price list
    (the 10.28% average overcharge), and by using a regression
    model to calculate how much of the class would have been
    impacted by that overcharge. Plaintiffs thus present a
    “theory of injury and damages” that is “provable and
    measurable by an aggregate model relying on class-wide
    data.” In re Suboxone Antitrust Litig., 
    967 F.3d 264
    , 272 (3d
    Cir. 2020) (affirming representative evidence in an antitrust
    class action).
    Accordingly, this is unlike cases where courts have
    disapproved of representative evidence. In Comcast, for
    example, the Court rejected representative evidence because
    the posited regression analysis showed common injury that
    did not track the plaintiffs’ underlying theory of liability.
    
    569 U.S. at
    35–38. There, the plaintiffs’ regression model
    accounted for four different antitrust theories of harm, even
    though the district court had only allowed the plaintiffs to
    proceed on one of these theories. 
    Id.
     at 31–32, 35. Such a
    model “failed to measure damages resulting from the
    particular antitrust injury on which” the class premised its
    claim and “identifie[d] damages that are not the result of the
    wrong” suffered by the certified class. 
    Id.
     at 36–37. By
    contrast, here Plaintiffs’ regression models test only one
    26 OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    theory of liability: the but-for impact of Defendants’ price-
    fixing conspiracy.
    3. Plaintiffs’ Use of Averaging Assumptions
    Does Not Defeat Predominance
    Defendants also argue that the representative evidence at
    issue here is categorically impermissible because Plaintiffs’
    experts used averaging assumptions in their regression
    models. But the Supreme Court rejected “categorical
    exclusion” of representative evidence. Tyson Foods, 
    136 S. Ct. at 1046
    . Instead, Tyson approved the use of averaging
    assumptions so long as the statistical evidence was “reliable
    in proving or disproving the elements of the relevant cause
    of action.” 
    Id.
    The use of averaging assumptions in a regression
    analysis may be inappropriate “where [a] small sample size
    may distort the statistical analysis and may render any
    findings not statistically probative.” Paige v. California,
    
    291 F.3d 1141
    , 1148 (9th Cir. 2002). Indeed, Dr. Mangum’s
    rebuttal to Dr. Johnson’s testimony was that varying the
    overcharge value in his regression analysis resulted in too
    small sample sizes that were not statistically robust.
    Here, we see no issue with Plaintiffs’ use of averaging
    assumptions in its regression models. Dr. Mangum averaged
    the overcharge calculation using Defendants’ own data, and
    then used that average in a regression model to calculate
    what percentage of the class was impacted. Presuming the
    reliability of Plaintiffs’ statistical methodology (which we
    discuss later), the representative evidence can show that
    virtually all class members suffered an injury due to
    Defendants’ alleged wrongdoing.
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS 27
    According to Defendants, Plaintiffs’ averaging
    assumptions papered over the very individualized
    differences that make classwide resolution of this case
    inappropriate.      Defendants stress that “innumerable
    individualized differences” among the class members make
    it impossible to show class-wide impact through “common
    proof.” For instance, direct purchasers often individually
    negotiate prices, and the prices retailers actually pay may
    vary based on purchasing power, retail price strategy, and
    other factors.     Some retailers may have even sold
    Defendants’ tuna products as a loss leader to drive customers
    to their stores. Defendants also contend that these averaging
    assumptions are even more inappropriate when applied to
    the indirect-purchaser class, which contains “even more
    disparate” class members, including millions of individuals
    who bought billions of tuna products from “countless stores
    across the country over a four-year period.”
    But even assuming the existence of these individualized
    differences, a higher initial list price as a result of
    Defendants’ price-fixing scheme could have raised the
    baseline price at the start of negotiations and could have
    affected the range of prices that resulted from negotiation.
    Even Walmart, which as the largest retailer in the country
    would have had the strongest bargaining power of any class
    member, was shown to have suffered overcharges as a result
    of Defendants’ conduct. This relieves concerns that the class
    members were not “similarly situated,” and would allow the
    “reasonable inference of class-wide liability.” See Tyson
    Foods, 
    136 S. Ct. at 1045
     (citations omitted).
    Moreover, even if class members suffered individualized
    damages that diverged from the average overcharge
    calculated by Plaintiffs’ expert, “the presence of
    individualized damages cannot, by itself, defeat class
    28 OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    certification under Rule 23(b)(3).” Leyva, 716 F.3d at 514.
    Indeed, we have consistently distinguished the existence of
    injury from the calculation of damages. See Vaquero,
    824 F.3d at 1155; Senne, 934 F.3d at 943. Consequently,
    individualized damages calculations do not, alone, defeat
    predominance—although, as we discuss below, the presence
    of class members who suffered no injury at all may defeat
    predominance.
    *****
    Because this type of representative evidence can be used
    to prove injury in individual antitrust suits, is consistent with
    Plaintiffs’ underlying cause of action, and doesn’t
    necessarily mask a lack of predominance, we hold it is
    permissible to rely on Plaintiffs’ representative evidence at
    the class certification stage.
    B. Whether the District Court Must Rule on the
    Presence of Uninjured Class Members
    Even if Plaintiffs’ representative evidence could be used
    to satisfy predominance, we cannot embrace their
    conclusions and averaging assumptions uncritically.
    Statistical evidence is not a talisman. Courts must still
    rigorously analyze the use of such evidence to test its
    reliability and to see if the statistical modeling does in fact
    mask individualized differences.
    As stated earlier, reliability is the touchstone for
    establishing predominance through representative sampling.
    See Tyson Foods, 
    136 S. Ct. at 1046
    . It is thus necessary for
    courts to consider “the degree to which the evidence is
    reliable in proving or disproving” whether a common
    question of law or fact predominates over the class members.
    
    Id.
     (emphasis added); see also Vaquero, 824 F.3d at 1155.
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS 29
    To do so, courts must “resolve any factual disputes necessary
    to determine whether” predominance has in fact been met.
    Ellis, 
    657 F.3d at
    982–84. In other words, the threshold
    predominance determination cannot be outsourced to a jury.
    Lamictal, 957 F.3d at 191 (“[T]he court must resolve all
    factual or legal disputes relevant to class certification[.]”)
    (simplified).
    When considering if predominance has been met, a key
    factual determination courts must make is whether the
    plaintiffs’ statistical evidence sweeps in uninjured class
    members. As the district court recognized, Plaintiffs “must
    establish, predominantly with generalized evidence, that all
    (or nearly all) members of the class suffered damage as a
    result of Defendants’ alleged anti-competitive conduct.”
    Packaged Seafood, 332 F.R.D. at 320 (simplified). If a
    substantial number of class members “in fact suffered no
    injury,” the “need to identify those individuals will
    predominate.” In re Asacol Antitrust Litig., 
    907 F.3d 42
    , 53
    (1st Cir. 2018); see Halvorson v. Auto-Owners Ins. Co.,
    
    718 F.3d 773
    , 779 (8th Cir. 2013). If injury cannot be
    proved or disproved through common evidence, then
    “individual trials are necessary to establish whether a
    particular [class member] suffered harm from the [alleged
    misconduct],” and class treatment under Rule 23 is
    accordingly inappropriate.       In re Rail Freight Fuel
    Surcharge Antitrust Litig.-MDL No. 1869, 
    725 F.3d 244
    , 252
    (D.C. Cir. 2013); see also Tyson Foods, 
    136 S. Ct. at 1045
    . 7
    7
    The presence of uninjured parties in a certified class also raises
    serious standing implications under Article III. The federal court system
    is reserved only for those that have suffered an injury. See Lujan v. Defs.
    of Wildlife, 
    504 U.S. 555
    , 566 (1992). To that end, standing requires
    each plaintiff provide “a factual showing of perceptible harm.” 
    Id.
     A
    30 OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    In this case, the district court abused its discretion in
    declining to resolve the competing expert claims on the
    reliability of Plaintiffs’ statistical model. Defendants’ expert
    provided testimony and alternative statistical modeling that
    suggested Plaintiffs’ data was methodologically flawed and
    was unable to show impact for up to 28% of the class—not
    5.5%, as Plaintiffs’ expert insists. Rather than resolving the
    dispute, however, the district court merely considered
    whether Plaintiffs’ statistical evidence was “plausibly
    reliable” and otherwise left determination of this question to
    the jury. It concluded that “determining which expert is
    correct is beyond the scope” of class certification and was
    “ultimately a merits decision” for the jury to decide. 8
    But resolving this dispute is of paramount importance to
    certification of the class. If Plaintiffs’ model indeed shows
    that more than one-fourth of the class may have suffered no
    class action should be no different. See Tyson Foods, 
    136 S. Ct. at 1053
    (Roberts, C.J., concurring) (“Article III does not give federal courts the
    power to order relief to any uninjured plaintiff, class action or not.”).
    Accordingly, as the Fifth Circuit recently expressed, we are skeptical that
    Article III permits certification of a class where “[c]ountless unnamed
    class members lack standing.” Flecha v. Medicredit, Inc., 
    946 F.3d 762
    ,
    768 (5th Cir. 2020). But we do not reach this issue because, as we lay
    out, class certification fails under Rule 23(b)(3), which is dispositive of
    the matter. In re Hyundai & Kia Fuel Economy Litig., 
    926 F.3d 539
    , 565
    n.12 (9th Cir. 2019).
    8
    Courts cannot relocate the predominance inquiry to the merits
    stage of the trial. Rule 23 requires this determination be made at the pre-
    trial stage. And for good reason. Suppose the jury ultimately decides
    Defendants’ expert is right and Plaintiffs’ model sweeps in 28%
    uninjured class members. Too late: the damage has been done. By then,
    Defendants would have possibly weathered years of litigation at untold
    costs, only to discover that the case never should have reached the merits
    at all. Rule 23’s objective—that only cases suitable for class
    adjudication be certified—would have been effectively undermined.
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS 31
    injury at all, the district court cannot find by a preponderance
    of the evidence that “questions of law or fact common to
    class members predominate over any questions affecting
    only individual members.” Fed. R. Civ. P. 23(b)(3).
    Rule 23(b)(3)’s choice of wording matters. The word
    “common” means “belonging to or shared . . . by all
    members of a group.” 9 Meanwhile, “predominate” means
    “to hold advantage in numbers or quantity.” 10 Similarly,
    when used as a noun, the word “predominance” means “the
    state of . . . being most frequent or common.” 11 Thus, Rule
    23(b)(3) requires that questions of law or fact be shared by
    substantially all the class members, and these common
    questions must be superior in strength or pervasiveness to
    individual questions within the class.
    If 28% of the class were uninjured, common questions of
    law or fact would not be shared by substantially all the class
    members, nor would they prevail in strength or
    pervasiveness over individual questions. This would raise
    concerns that Plaintiffs’ experts’ use of average assumptions
    did mask individual differences among the class members,
    9
    Common, Merriam-Webster’s Collegiate Dictionary (11th ed.
    2007).
    10
    Predominate, Merriam-Webster’s Collegiate Dictionary; see also
    Predominate,             Oxford         English           Dictionary,
    https://www.oed.com/view/Entry/149893 (defining “predominate” as
    “[t]o have or exert controlling power; to be of greater authority or
    influence, to be superior”).
    11
    Predominance, Merriam-Webster’s Collegiate Dictionary; see
    also     Predominance,   Oxford      Online     English     Dictionary,
    https://www.oed.com/view/Entry/149888 (defining “predominance” as
    “preponderance, prevalence; prevailing or superior influence, power, or
    authority”).
    32 OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    such as bargaining power, negotiation positions, and
    marketing strategies.
    Although we have not established a threshold for how
    great a percentage of uninjured class members would be
    enough to defeat predominance, it must be de minimis. Even
    though “a well-defined class may inevitably contain some
    individuals who have suffered no harm,” Torres, 835 F.3d
    at 1136, the few reported decisions involving uninjured class
    members “suggest that 5% to 6% constitutes the outer limits
    of a de minimis number,” In re Rail Freight Fuel Surcharge
    Antitrust Litig., 
    934 F.3d 619
    , 624–25 (D.C. Cir. 2019)
    (simplified) (finding no predominance where 12.7% of class
    members were conceded to be uninjured by plaintiffs’ own
    expert). The First Circuit reversed certification where the
    district court had concluded that “around 10%” of the
    proposed class was uninjured. See In re Asacol, 907 F.3d
    at 47, 51–58. And even the district court recognized that the
    inclusion of 28% uninjured class members would
    “unquestionably” defeat predominance. Packaged Seafood,
    332 F.R.D. at 325. Contrary to the dissent’s suggestion, we
    do not adopt a numerical or bright-line rule today. 12 But
    under any rubric, if Plaintiffs’ model is unable to show
    impact for more than one-fourth of the class members,
    predominance has not been met. 13 While we do not set the
    12
    The dissent also claims that we ignore Ninth Circuit case law.
    Dissent at 36. Not so. We agree with Torres v. Mercer Canyons Inc.,
    
    835 F.3d 1125
    , 1136 (9th Cir. 2016) that the mere presence of some non-
    injured class members does not defeat predominance, but we hold that
    the number of uninjured class members must be de minimis. As Torres
    stated, the “existence of large numbers of class members” who were
    never exposed to injurious conduct may defeat predominance. 
    Id.
    13
    This is over double the percentage of uninjured class members
    considered sufficient to defeat predominance in In re Rail Freight
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS 33
    upper bound of what is de minimis, it’s easy enough to tell
    that 28% would be out-of-bounds.
    The district court’s gloss over the number of uninjured
    class members was an abuse of discretion. Rule 23(b)(3)
    requires courts “to make findings about predominance and
    superiority before allowing the class.” Wal-Mart, 
    564 U.S. at 363
     (emphasis added). Deferring determination of
    classwide impact effectively “amounts to a delegation of
    judicial power to the plaintiffs, who can obtain class
    certification just by hiring a competent expert.” West v.
    Prudential Sec., Inc., 
    282 F.3d 935
    , 938 (7th Cir. 2002). If
    “savvy crafting of the evidence” were enough to guarantee
    predominance, there would be little limit to class
    certification in our modern world of increasingly
    sophisticated aggregate proof.” See Richard A. Nagareda,
    Class Certification in the Age of Aggregate Proof, 
    84 N.Y.U. L. Rev. 97
    , 103 (2009). In Ellis, we vacated the district
    court’s certification of a class for the failure to resolve
    “critical factual disputes” in a “battle of the experts”
    regarding commonality. 
    657 F.3d at 982, 984
    . So too here,
    the district court failed to resolve the factual disputes as to
    how many uninjured class members are included in
    Plaintiffs’ proposed class—an essential component of
    predominance.
    Plaintiffs emphasize that the district court stated its
    inquiry went beyond a Daubert analysis and that the court
    recognized it was required to determine whether the expert
    evidence was “in fact persuasive.” The district court even
    walked through the strengths and weaknesses of the experts’
    (12.7%), almost triple the percentage disapproved of in In re Asacol
    (10%), and around five times greater than the percentages at issue in the
    district courts cited (5–6%).
    34 OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    competing testimony. Yet despite acknowledging there
    were “potential flaws” in the Plaintiffs’ expert’s
    methodology, the district court made no finding. A district
    court that “has doubts about whether the requirements of
    Rule 23 have been met should refuse certification until they
    have been met.” Brown v. Electrolux Home Prods., Inc.,
    
    817 F.3d 1225
    , 1233–34 (11th Cir. 2016) (simplified). 14
    Despite admirably and thoroughly marshaling the
    evidence in this difficult case, the district court needed to go
    further by resolving the parties’ dispute over whether the
    representative evidence swept in only 5.5% or as much as
    28% uninjured DPP Class members. The district court also
    needed to make a similar determination for the other putative
    classes. Deciding this preliminary question is necessary to
    determine     whether       Plaintiffs      have     established
    predominance.
    IV.        CONCLUSION
    Accordingly, we vacate the district court’s order
    certifying the classes and remand with instructions to resolve
    the factual disputes concerning the number of uninjured
    14
    Compounding these concerns, the burden of persuasion may have
    been improperly shifted to Defendants to affirmatively disprove the
    claims made by Plaintiffs’ expert. In certifying the classes, the district
    court reasoned that “Defendants have not persuaded the Court that
    Dr. Mangum’s model is unreliable.” Packaged Seafood, 332 F.R.D.
    at 326. Additionally, the district court concluded that the predominance
    requirement was met because Defendants had not shown that Plaintiffs’
    models were “glaringly erroneous.” Id. But the “party seeking class
    certification has the burden of affirmatively demonstrating that the class
    meets the requirements of [Rule] 23.” Mazza v. Am. Honda Motor Co.,
    
    666 F.3d 581
    , 588 (9th Cir. 2012).
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS 35
    parties in each proposed class before determining
    predominance. 15
    VACATED and REMANDED.
    HURWITZ, Circuit Judge, concurring in part and dissenting
    in part:
    The majority is faithful to the plain text of Rule 23 in
    concluding that the district court, not a jury, must resolve
    factual disputes bearing on predominance. See Fed. R. Civ.
    P. 23(b)(3) (permitting a class action to be maintained if “the
    court finds that the questions of law or fact common to class
    members predominate over any questions affecting only
    individual members”) (emphasis added). I also agree with
    the majority that a district court’s “rigorous analysis” of
    whether a putative class has satisfied Rule 23’s requirements
    should proceed by a preponderance of the evidence standard.
    See Ellis v. Costco Wholesale Corp., 
    657 F.3d 970
    , 982 (9th
    Cir. 2011). And, the majority correctly holds that the
    question for the district court is not whether common issues
    could predominate at trial; the court must determine that they
    do predominate before certifying the class. See Comcast
    Corp. v. Behrend, 
    569 U.S. 27
    , 34 (2013). I therefore agree
    that remand is required.
    I part company, however, with the majority’s conclusion
    that, before certifying a class, the district court must find that
    only a “de minimis” number of class members are uninjured.
    15
    Pursuant to Federal Rule of Appellate Procedure 39(a) and Ninth
    Circuit General Order 4.5(e), each party shall bear its own costs on
    appeal.
    36 OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    The text of Rule 23 contains no such requirement, nor do our
    precedents. The majority’s effective amendment of Rule 23
    not only ignores our case law but also circumvents the
    established process for modifying a Rule of Civil
    Procedure—study and advice from the relevant committees,
    followed by the consent of the Supreme Court and
    Congress’s tacit approval. See Rules Enabling Act,
    
    28 U.S.C. § 2072
    ; Shady Grove Orthopedic Assocs., P.A. v.
    Allstate Ins. Co., 559 U.S 393, 407 (2010) (describing the
    Supreme Court’s rulemaking power).               I therefore
    respectfully dissent from Part III.B of the majority opinion. 1
    I
    As an initial matter, our caselaw squarely forecloses the
    majority’s approach. The critical question is not what
    percentage of class members is injured, but rather whether
    the district court can economically “winnow out” uninjured
    plaintiffs to ensure they cannot recover for injuries they did
    not suffer. See Torres v. Mercer Canyons, Inc., 
    835 F.3d 1125
    , 1137 (9th Cir. 2016). If the district court can ensure
    that uninjured plaintiffs will not recover, their mere presence
    in the putative class does not mean that common issues will
    1
    The majority also notes that “[a]cademic literature abounds
    observing that ‘judges and jurors, because they lack knowledge of
    statistical theory, are both overawed and easily deceived by statistical
    evidence.’” Op. at 20 (quoting United States v. Veysey, 
    334 F.3d 600
    ,
    604 (7th Cir. 2003)). But even assuming that academic literature does
    so “abound,” see Op. at 20, n.5, that doesn’t establish that Article III
    judges in general, or the distinguished district judge in this case, are so
    easily fooled. The cited literature is, for better or worse, based on the
    observations of the authors, not on a rigorous scientific survey of the lack
    of knowledge of statistical theory by district judges (or even federal
    appellate judges).
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS 37
    not predominate. See Yokoyama v. Midland Nat’l Life Ins.
    Co., 
    594 F.3d 1087
    , 1089 (9th Cir. 2010).
    The plain text of Rule 23 requires only that “questions of
    law or fact common to the class predominate over any
    questions affecting only individual members.” Fed. R. Civ.
    P. 23(b)(3) (emphasis added). The noun “predominant”
    means “[m]ore powerful, more common, or more
    noticeable.” Predominant, Black’s Law Dictionary (11th ed.
    2019).     In Rule 23(b)(3), the subject of the verb
    “predominate” is “common questions of law or fact.” The
    Rule therefore simply instructs the district court to determine
    whether common questions exceed others. See Pavelic &
    LeFlore v. Marvel Ent. Grp., 
    493 U.S. 120
    , 123 (1989)
    (applying statutory interpretation maxims to a Federal Rule
    of Civil Procedure); see also Weyerhauser Co. v. U.S. Fish
    and Wildlife Serv., 
    139 S. Ct. 361
    , 368 (2018) (reading
    statutory text “[a]ccording to the ordinary understanding of
    how adjectives work” to determine how the statute
    “modif[ies] nouns”).
    We have therefore stressed that “[t]he potential existence
    of individualized damage assessments . . . does not detract
    from the action’s suitability for class certification.”
    Yokoyama, 
    594 F.3d at 1089
    ; see also Advisory Comm. Note
    to 1966 Amendment, Rule 23 (“It is only where this
    predominance exists that economies can be achieved by
    means of the class-action device. In this view, a fraud
    perpetrated on numerous persons by the use of similar
    misrepresentations may be an appealing situation for a class
    action, and it may remain so despite the need, if liability is
    found, for separate determination of the damages suffered by
    individuals within the class.”). In Levya, for example, we
    stated that although “plaintiffs must be able to show that
    their damages stemmed from the defendant’s actions that
    38 OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    created the legal liability,” the presence of putative class
    members “allegedly entitled to different damage awards” did
    not defeat predominance. Levya v. Medline Indus., 
    716 F.3d 510
    , 513–14 (9th Cir. 2013); see also Vaquero v. Ashley
    Furniture Indus., Inc., 
    824 F.3d 1150
    , 1155 (9th Cir. 2016),
    Pulaski & Middleman, LLC v. Google, Inc., 
    802 F.3d 979
    ,
    988 (9th Cir. 2015) (holding that Comcast did not disturb
    Yokoyama). Even in a properly certified class, “[d]amages
    may well vary, and may require individualized calculations.”
    Senne v. Kansas City Royals Baseball Corp., 
    934 F.3d 918
    ,
    943 (9th Cir. 2019).
    Most importantly, we have held that because “even a
    well-defined class may inevitably contain some individuals
    who have suffered no harm,” the same approach governs
    even if there are uninjured plaintiffs. Torres, 835 F.3d at
    1136–37. Rather, the presence of some plaintiffs not harmed
    by the defendants’ conduct merely highlights the “possibility
    that an injurious course of conduct may sometimes fail to
    cause injury.” Id. at 1136. And, no Ninth Circuit case
    imposes a cap on the number of uninjured plaintiffs as a
    prerequisite to class certification.
    Our settled law is consistent with the basic principles
    underlying Rule 23. A class plainly may be certified solely
    on discrete issues. See Fed. R. Civ. P. 23(c)(4). So, in the
    case before us, the district court could well certify a class on
    liability, followed by a more narrowly defined class (or even
    individual trials, if necessary) on damages. As the majority
    recognizes, there is little dispute the defendants engaged in
    an antitrust conspiracy. I perceive no bar in Rule 23 to
    certifying a liability class, while leaving open which
    members of the class suffered damage from the defendants’
    illegal conduct.
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS 39
    As the Fifth Circuit has recognized, the predominance
    inquiry focuses on “what a class trial would look like.”
    Crutchfield v. Sewerage & Water Bd. of New Orleans,
    
    829 F.3d 370
    , 375 (5th Cir. 2016). The crucial question, left
    to the district court’s sound discretion, is whether “common
    questions present a significant aspect of the case and they
    can be resolved for all members of the class in a single
    adjudication.” True Health Chiropractic, Inc. v. McKesson
    Corp., 
    896 F.3d 923
    , 931 (9th Cir. 2018). Certification
    should fail only when the individual questions “threaten to
    become the focus of the litigation.” Torres, 835 F.3d
    at 1142.
    II
    A numerical cap on uninjured class members is not very
    helpful to district courts analyzing predominance. To be
    sure, a large percentage of uninjured plaintiffs may raise
    predominance concerns. See In re Asacol Antitrust Litig.,
    
    907 F.3d 42
    , 53–54 (1st Cir. 2018). Our cases plainly
    recognize that concern. See Torres, 835 F.3d at 1142.
    But, as written, the Rule is not categorical with respect
    to the number of uninjured plaintiffs. If the questions of law
    or fact about whether a defendant breached a legal duty to a
    class are common, and identifying the uninjured members
    would be relatively simple, there is likely no reason to deny
    Rule 23 certification on liability. For example, if a
    telecommunications company were alleged to have
    erroneously charged many California customers double rates
    for certain interstate calls, a district court could certify a
    class of all the company’s California customers even if an
    expert testified that only 80 percent of them were likely to
    have made the calls in question. Determining who did,
    which likely could be done from available records, could be
    left to a damages stage.
    40 OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS
    This variation among cases is why we review decisions
    on class certification for abuse of discretion. Torres,
    835 F.3d at 1132. We give the district court “noticeably
    more deference” when it certifies a class than when it denies
    certification. Abdulla v. U.S. Sec. Assocs., Inc., 
    731 F.3d 952
    , 956 (9th Cir. 2013) (cleaned up). That deference is
    appropriate because Rule 23 certification is at bottom a trial
    management decision; it simply allows the class litigation to
    continue under the district court’s ongoing supervision. The
    district court retains the power to alter or amend a class
    certification order at any time before final judgment. Fed.
    R. Civ. P. 23(c)(1)(C).
    I recognize that one of our sister Circuits has suggested
    that “5% to 6%” is the “outer limit[]” of an acceptable
    number of uninjured class members. In re Rail Freight Fuel
    Surcharge Antitrust Litig., 
    934 F.3d 619
    , 625 (D.C. Cir.
    2019). 2 While disclaiming any particular numerical cap, the
    majority suggests that something between 5 and 10 percent
    approaches the outer limit. Op. at 32. But this effectively
    rewrites Rule 23. If the Supreme Court finds that approach
    wise, after the usual input and recommendations from the
    advisory committees, and Congress does not see fit to act to
    the contrary, then so be it. But we should not legislate from
    the appellate bench based on our personal concerns with the
    class action device. Under the Rule as currently written, we
    should instead leave fact-based decisions on predominance
    2
    Although the First Circuit has adopted a “de minimis” rule, it has
    defined it in “functional terms,” asking whether there is a “mechanism
    that can manageably remove uninjured persons.” Asacol Antitrust Litig.,
    907 F.3d at 53–54 (cleaned up). That rule corresponds in practical
    application to Ninth Circuit precedent. See Torres, 835 F.3d at 1137.
    OLEAN WHOLESALE GROCERY COOP. V. BUMBLE BEE FOODS 41
    and case management to the sound discretion of the district
    courts.
    Nor is a “de minimis” rule necessary to address Article
    III concerns. “[O]nly the representative plaintiff need allege
    standing at the motion to dismiss and class certification
    stages.” Ramirez v. TransUnion LLC, 
    951 F.3d 1008
    , 1023
    (9th Cir. 2020).       Class members “must satisfy the
    requirements of Article III standing at the final stage of a
    money damages suit when class members are to be awarded
    individual monetary damages.” 
    Id. at 1017
     (emphasis
    added). To be sure, Torres instructs the district court to
    “winnow out” uninjured class members, 835 F.3d at 1137,
    but their presence at the certification stage is not a barrier to
    standing. Put simply, the de minimis rule is a solution in
    search of a problem.
    III
    Defendants may well be correct that Plaintiffs’ data was
    “methodologically flawed and was unable to show impact
    for up to 28% of the class.” Op. at 30. And, in the exercise
    of its discretion, the district court might find that such a large
    percentage of uninjured class members means that common
    issues of law or fact do not predominate in this case. But, by
    the same measure, the district court could find that Plaintiffs’
    aggregated proof could establish liability to a predominant
    portion of the class, and that uninjured members could be
    identified in future (perhaps non-class) proceedings.
    Because the majority removes from the district court the
    broad discretion Rule 23 provides and instead replaces it
    with a “de miminis” requirement found nowhere in the Rule
    or our precedents, I respectfully dissent from Part III.B.3 of
    the majority opinion.
    

Document Info

Docket Number: 19-56514

Filed Date: 4/6/2021

Precedential Status: Precedential

Modified Date: 4/7/2021

Authorities (19)

monica-valentino-michael-a-hackard-hugo-s-jennings-wanda-s-oconnor , 97 F.3d 1227 ( 1996 )

Tyson Foods, Inc. v. Bouaphakeo , 136 S. Ct. 1036 ( 2016 )

Teamsters Local 445 Freight Division Pension Fund v. ... , 546 F.3d 196 ( 2008 )

1996-1-trade-cases-p-71383-96-cal-daily-op-serv-2946-96-daily-journal , 82 F.3d 839 ( 1996 )

dean-west-and-lyndell-eickholz-individually-and-on-behalf-of-a-class-of , 282 F.3d 935 ( 2002 )

Wal-Mart Stores, Inc. v. Dukes , 131 S. Ct. 2541 ( 2011 )

jeff-d-paige-individually-on-behalf-of-others-similarly-situated-v , 291 F.3d 1141 ( 2002 )

United States v. John Veysey , 334 F.3d 600 ( 2003 )

lepages-incorporated-lepages-management-company-llc , 324 F.3d 141 ( 2003 )

Lujan v. Defenders of Wildlife , 112 S. Ct. 2130 ( 1992 )

Shady Grove Orthopedic Associates, P. A. v. Allstate ... , 130 S. Ct. 1431 ( 2010 )

Amgen Inc. v. Connecticut Retirement Plans and Trust Funds , 133 S. Ct. 1184 ( 2013 )

Comcast Corp. v. Behrend , 133 S. Ct. 1426 ( 2013 )

Weyerhaeuser Co. v. United States Fish and Wildlife Serv. , 202 L. Ed. 2d 269 ( 2018 )

Mazza v. American Honda Motor Co., Inc. , 666 F.3d 581 ( 2012 )

in-re-linerboard-antitrust-litigation-winoff-industries-inc-v-stone , 305 F.3d 145 ( 2002 )

Yokoyama v. Midland National Life Insurance , 594 F.3d 1087 ( 2010 )

Ellis v. Costco Wholesale Corp. , 657 F.3d 970 ( 2011 )

Zenith Radio Corp. v. Hazeltine Research, Inc. , 89 S. Ct. 1562 ( 1969 )

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