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    FOR PUBLICATION

    UNITED STATES COURT OF APPEALSFOR THE NINTH CIRCUIT

    BETTY DUKES; PATRICIA SURGESON;EDITH ARANA; KAREN WILLIAMSON;DEBORAH GUNTER; CHRISTINEKWAPNOSKI; CLEO PAGE, on behalf

    Nos. 04-16688of themselves and all others

    04-16720similarly situated,

    D.C. No.Plaintiffs-Appellees/Cross-CV-01-02252-MJJAppellants,

    OPINIONv.

    WAL-MART STORES, INC.,Defendant-Appellant/Cross-

    Appellee.

    Appeals from the United States District Courtfor the Northern District of California

    Martin J. Jenkins, District Judge, Presiding

    Argued and SubmittedMarch 24, 2009San Francisco, California

    Filed April 26, 2010

    Before: Alex Kozinski, Chief Judge, Stephen Reinhardt,Pamela Ann Rymer, Michael Daly Hawkins,

    Barry G. Silverman, Susan P. Graber, Raymond C. Fisher,Richard A. Paez, Marsha S. Berzon, Carlos T. Bea and

    Sandra S. Ikuta, Circuit Judges.

    Opinion by Judge Hawkins;

    Concurrence by Judge Graber;Dissent by Judge Ikuta;

    Dissent by Chief Judge Kozinski

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    COUNSEL

    Theodore J. Boutrous, Jr., Gibson, Dunn & Crutcher, LosAngeles, California, for the defendant/appellant/cross-appellee.

    Brad Seligman, The Impact Fund, Berkeley, California, forthe plaintiffs/appellees/cross-appellants.

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    Joel E. Krischer, Latham & Watkins, LLP, Los Angeles, Cali-fornia, on behalf of amicus curiae Employers Group.

    Rae T. Vann, Norris, Tysse, Lampley & Lakis, LLP, Wash-ington, D.C., on behalf of amicus curiae Equal EmploymentAdvisory Council.

    John H. Beisner, OMelveny & Myers, LLP, Washington,D.C., on behalf of amicus curiae Chamber of Commerce ofthe United States.

    Daniel J. Popeo, Washington Legal Foundation, Washington,D.C., on behalf of amicus curiae Washington Legal Founda-tion.

    Laura C. Fentonmiller, Constantine Cannon LLP, Washing-ton, D.C., on behalf of amicus curiae The Retail IndustryLeaders Association.

    Pamela Coukos, Mehri & Skalet, Washington, D.C., on behalfof amici curiae The National Employment Lawyers Associa-tion, The National Partnership for Women & Families, andThe National Womens Law Center.

    Daniel B. Kohrman, AARP Foundation Litigation, Washing-ton, D.C., on behalf of amicus curiae AARP.

    Bill Lann Lee, Lewis, Feinberg, Lee, Renaker & Jackson,P.C., Oakland, California, on behalf of amici curiae Consum-ers Union, National Consumer Law Center, Center for Consti-tutional Rights, and Communities for a Better Environment.

    Audrey J. Wiggins, Lawyers Committee for Civil RightsUnder Law, Washington, D.C., on behalf of amici curiaeLawyers Committee for Civil Rights Under Law, Asian

    American Justice Center, Asian Pacific American Legal Cen-ter of Southern California, Legal Aid Society-EmploymentLaw Center, Mexican American Legal Defense & Educational

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    Fund, NAACP Legal Defense & Educational Fund, Inc.,National Association for the Advancement of Colored People,Public Advocates, Inc. & Women Employed.

    David R. Bruce, Santa Rose, California, on behalf of amicuscuriae California Employment Law Council.

    James M. Beck, Dechert LLP, Philadelphia, Pennsylvania, onbehalf of amicus curiae Product Liability Advisory Council,Inc.

    Mark Etheredge Burton, Hersh & Hersh, San Francisco, Cali-

    fornia, on behalf of amicus curiae U.S. Womens Chamber ofCommerce.

    Joe R. Whatley, Whatley, Drake & Kallas, New York, NewYork, on behalf of amicus curiae Public Justice, P.C.

    Barbara L. Sloan, Equal Employment Opportunity Commis-sion, Office of the General Counsel, Washington, D.C., onbehalf of amicus curiae Equal Employment OpportunityCommission.

    OPINION

    HAWKINS, Circuit Judge:

    Plaintiffs allege that Wal-Mart, Inc., discriminates againstwomen in violation of Title VII of the Civil Rights Act of1964. After detailed briefing and hearing, the district courtcertified a class encompassing all women employed by Wal-Mart at any time after December 26, 1998, and encompassingall Plaintiffs claims for injunctive relief, declaratory relief,and back pay, while creating a separate opt-out class encom-

    passing the same employees for punitive damages. We affirm1

    1We have jurisdiction under 28 U.S.C. 1292(e).

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    the district courts certification of a Federal Rule of Civil Pro-cedure 23(b)(2) class of current employees with respect totheir claims for injunctive relief, declaratory relief, and backpay. With respect to the claims for punitive damages, weremand so that the district court may consider whether to cer-tify the class under Rule 23(b)(2) or (b)(3). We also remandwith respect to the claims of putative class members who nolonger worked for Wal-Mart when the complaint was filed sothat the district court may consider whether to certify an addi-tional class or classes under Rule 23(b)(3).

    BACKGROUND

    Plaintiffs Third Amended Complaint,2 brought on behalfof certain named plaintiffs and those similarly situated, assertsclaims against Wal-Mart for sex discrimination under TitleVII of the 1964 Civil Rights Act. Plaintiffs allege that womenemployed in Wal-Mart stores: (1) are paid less than men incomparable positions, despite having higher performance rat-ings and greater seniority; and (2) receive fewerand waitlonger forpromotions to in-store management positionsthan men. Plaintiffs contend that Wal-Marts strong, central-ized structure fosters or facilitates gender stereotyping anddiscrimination, that the policies and practices underlying thisdiscriminatory treatment are consistent throughout Wal-Martstores, and that this discrimination is common to all womenwho work or have worked in Wal-Mart stores.

    Plaintiffs sought to certify a nationwide class of womenwho have been subjected to these allegedly discriminatorypay and promotion policies. The proposed class consists ofwomen employed in a range of Wal-Mart positions, frompart-time entry-level hourly employees to salaried managers.The class seeks injunctive and declaratory relief, back pay,

    and punitive damages, but not traditional compensatory

    2The action was originally filed on June, 21, 2004.

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    damages. Plaintiffs proposed that the district court certify thefollowing class pursuant to Rule 23:

    All women employed at any Wal-Mart domestic

    retail store at any time since December 26, 1998 who

    have been or may be subjected to Wal-Marts chal-

    lenged pay and management track promotions poli-

    cies and practices.

    Dukes v. Wal-Mart Stores, Inc., 222 F.R.D. 137, 141-42 (N.D.

    Cal. 2004).

    After the parties had conducted extensive discovery and

    filed copious briefs, the district court heard oral argument. At

    the hearing, Wal-Mart emphasized the historic nature of

    Plaintiffs motion, including the size of the putative class,

    involving women employees at Wal-Marts 3,400 stores in 41

    regions. The court acknowledged Wal-Marts concerns but

    noted that, while the class size was large, the issues were not

    unusual.3

    3Ten times the dissent points out the large class size, referring to the

    1.5 million women alleging discrimination as a reason to reject certifica-

    tion. However, at oral argument, counsel for Wal-Mart conceded that if

    past employees are excluded the class to be certified would be less than

    1.5 million, perhaps two-thirds less than the figure the dissent cites. Fur-

    ther, the dissent emphasizes that this is the largest class that we have ever

    certified based on a small number of incidents. Dissent at 6249 n.11 (all

    references in this Opinion to the dissent refer to Judge Ikutas dissent). As

    an initial matter, we do not find 120 claims of illegal sex discrimination

    a small number. Nevertheless, given that the class is suing by far the larg-

    est employer in the United States, we are unsurprised that Plaintiffs are

    seeking to represent such a large class. Of course, this should not change

    the analysis the Supreme Court required in General Telephone Co. of the

    Southwest v. Falcon, 457 U.S. 147, 157-59 (1982), nor should it necessi-tate that we take an even harder look at the merits, essentially conducting

    a trial, as the dissent proposes.

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    DISTRICT COURT PROCEEDINGS

    The district court issued an eighty-four-page order grantingin part and denying in part Plaintiffs motion for class certifi-cation. See id. at 187-88. With respect to Plaintiffs claims forequal pay, the district court granted Plaintiffs certificationmotion as to issues of alleged discrimination and all forms ofrequested relief. With respect to Plaintiffs promotion claim,the courts holding was mixed. The court certified the pro-posed class with respect to issues of alleged discrimination(including liability for punitive damages, as well as injunctiveand declaratory relief); however, the court rejected the pro-posed class with respect to the request for back pay, determin-ing that data relating to the challenged promotions were notavailable for all class members. The court also exercised itsdiscretion to provide for notice and an opportunity foremployees to opt-out of the punitive damages portion of theclass.

    THE APPEAL

    Pursuant to Rule 23(f), Wal-Mart appealed, contending thatthe district court erred by: (1) concluding that the class met

    Rule 23(a)s commonality and typicality requirements; (2)eliminating Wal-Marts ability to respond to individual Plain-tiffs claims; and (3) failing to recognize that Plaintiffsclaims for monetary relief predominated over their claims forinjunctive or declaratory relief. Plaintiffs cross-appealed fromthe district courts limitation of back pay relief for many ofPlaintiffs promotion claims.

    DISCUSSION

    I. STANDARD AND SCOPE OF REVIEW

    A district courts decision regarding class certification isnot only reviewed for abuse of discretion, Staton v. BoeingCo., 327 F.3d 938, 953 (9th Cir. 2003), but also subject to

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    very limited review, to be reversed only upon a strongshowing that the district courts decision was a clear abuse ofdiscretion, Armstrong v. Davis, 275 F.3d 849, 867 (9th Cir.2001) (internal quotation marks omitted). See also Millowitzv. Citigroup Global Mkts., Inc. ( In re Salomon AnalystMetromedia Litig.), 544 F.3d 474, 480 (2d Cir. 2008) (Whenreviewing a grant of class certification, we accord the districtcourt noticeably more deference than when we review adenial of class certification.); Gonzales v. Free Speech Coal.,408 F.3d 613, 618 (9th Cir. 2005) (Abuse of discretion is ahighly deferential standard, under which the appellate courtcannot substitute its view of what constitutes substantial justi-fication for that of the district court; rather, the review is lim-ited to assuring that the district courts determination has abasis in reason. (internal quotation marks omitted)); Blydenv. Mancusi, 186 F.3d 252, 269 (2d Cir. 1999) (A districtcourts decision to certify a class is reviewed for abuse of dis-cretion, and [a] reviewing court must exercise even greaterdeference when the district court has certified a class thanwhen it has declined to do so. (quoting Marisol A. v. Giuli-ani, 126 F.3d 372, 375 (2d Cir. 1997) (per curiam))); Don-inger v. Pac. Nw. Bell, Inc., 564 F.2d 1304, 1309 (9th Cir.1977) (stating that the judgment of the trial court should be

    given the greatest respect and the broadest discretion (inter-nal quotation marks omitted)).

    A court abuses its discretion if its decision is premised onlegal error. Hawkins v. Comparet-Cassani, 251 F.3d 1230,1237 (9th Cir. 2001). Moreover, the district courts factualfindings as to the applicability of Rule 23 criteria are entitledto the traditional deference given such determinations. See Local Joint Executive Bd. of Culinary/Bartender Trust Fundv. Las Vegas Sands, Inc., 244 F.3d 1152, 1161 (9th Cir.2001).

    Rule 23 provides district courts with broad discretion todetermine whether a class should be certified, and to revisitthat certification throughout the legal proceedings before the

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    court. Armstrong, 275 F.3d at 871 n.28. If evidence notavailable at the time of certification disproves Plaintiffs con-tentions that common issues predominate, the district courthas the authority to modify or even decertify the class, Gen.Tel. Co. of Sw. v. Falcon, 457 U.S. 147, 160 (1982) (Evenafter a certification order is entered, the judge remains free tomodify it in the light of subsequent developments in the litiga-tion.), or use a variety of management devices to address theindividualized issues that have arisen, see 2 Alba Conte &Herbert B. Newberg, Newberg on Class Actions 4.26 (4thed. 2002).4

    Our review is limited to whether the district court correctlyselected and applied Rule 23 criteria. Bogus v. Am. Speech & Hearing Assn, 582 F.2d 277, 289 (3d Cir. 1978); see alsoWaste Mgmt. Holdings, Inc. v. Mowbray, 208 F.3d 288, 295(1st Cir. 2000) (An abuse occurs when a court, in making adiscretionary ruling, relies upon an improper factor, omitsconsideration of a factor entitled to substantial weight, ormulls the correct mix of factors but makes a clear error ofjudgment in assaying them.). Thus, if Plaintiffs demonstratethat they meet Rule 23s requirements, they should be allowed

    to pursue their action as a class.

    II. STANDARDS FOR CLASS CERTIFICATION UNDER RULE 23

    [1] A district court may certify a class only if:

    (1) the class is so numerous that joinder of all mem-bers is impracticable;

    4As the district court acknowledged,Dukes, 222 F.R.D. at 143, althoughfederal courts are no longer permitted to engage in conditional certifica-tion, see Fed. R. Civ. P. 23 advisory committees note to 2003 amends.,

    district courts retain the authority to amend or decertify a class if, basedon information not available or circumstances not anticipated when theclass was certified, the court finds that either is warranted.

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    (2) there are questions of law or fact common to theclass; (3) the claims or defenses of the representativeparties are typical of the claims or defenses of theclass; and (4) the representative parties will fairlyand adequately protect the interests of the class.

    Fed. R. Civ. P. 23(a).

    [2] The district court must also find that at least one of thefollowing three conditions is satisfied: (1) the prosecution ofseparate actions would create a risk of: (a) inconsistent orvarying adjudications, or (b) individual adjudications disposi-tive of the interests of other members not a party to thoseadjudications; (2) the party opposing the class has acted orrefused to act on grounds generally applicable to the class; or(3) questions of law or fact common to the members of theclass predominate over any questions affecting only individ-ual members, and a class action is superior to other availablemethods for the fair and efficient adjudication of the contro-versy. See id. 23(b).

    The party seeking certification bears the burden of showingthat each of the four requirements of Rule 23(a) and at least

    one requirement of Rule 23(b) have been met.Zinser v. Accu- fix Research Inst., Inc., 253 F.3d 1180, 1186 (9th Cir.),amended by 273 F.3d 1266 (9th Cir. 2001).

    [3] The parties vigorously contest the standards governingthe district court in finding the Rule 23 requirements satisfied.For a number of reasons, we must clarify this standard. First,the parties briefs demonstrate the degree of debate over thestandard in this circuit. Second, a number of recent cases inother circuits have endeavored to clarify the standard, and wefind it prudent to follow suit given evidence of confusion.Third, it is only very recently that any case in this circuit has

    interpreted language under the standard that drifts away fromour clear case law, and we write to clarify our precedent.Fourth, we are not aware of a circuit that has detailed the

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    issue in the Title VII context, and the typical situation pre-sented in such a case implicates significant differences in thedoctrine that require explanation to reach a resolution hereand in future Title VII class action certification decisions.

    A. Supreme Court Authority

    The Supreme Court has provided clear, if sometimes mis-understood, guidance on the issue of what standards a districtcourt applies when deciding whether to certify a class.

    The leading case describing these standards is Falcon,where the plaintiff successfully certified a class of Mexican-Americans claiming racial discrimination. After a full trial onthe merits, however, the district courts findings distinguish-ing the named representatives claims from those of the classcalled the propriety of continued class certification into ques-tion.5 On appeal, the Supreme Court held that because of thedistrict courts findings at trial, Falcons complaint providedan insufficient basis for concluding that the adjudication ofhis claim of discrimination in promotion would require thedecision of any common question concerning the failure of[General Telephone] to hire more Mexican-Americans.Id. at

    158.

    [4] The Court described the implications of its holding,noting that [s]ometimes the issues are plain enough from thepleadings to determine whether the interests of the absent par-ties are fairly encompassed within the named plaintiffs claim,

    5After a trial, the district court in Falcon made converse findingsregarding Falcon, who was the named plaintiff, and the class he sought torepresent. The district court found that the defendant, General TelephoneCompany of the Southwest, had not discriminated against Falcon when ithired him, but had discriminated against him when it failed to promotehim. Falcon, 457 U.S. at 152. But the district court also found the defen-dant had not discriminated against Mexican-Americans generally in pro-motion decisions, but had discriminated against them in hiring. Id. Thisdisconnect created a potential typicality problem under Rule 23(a)(3).

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    and sometimes it may be necessary for the court to probebehind the pleadings before coming to rest on the certificationquestion. Id. at 160. In either case, the Court held, a TitleVII class action, like any other class action, may only be certi-fied if the trial court is satisfied, after a rigorous analysis, thatthe prerequisites of Rule 23(a) have been satisfied. Id. at161. In conducting this rigorous analysis, the Court explainedthat the class determination generally involves consider-ations that are enmeshed in the factual and legal issues com-prising the plaintiffs cause of action. Id. at 160 (internalquotation marks omitted).

    Illustrating further, the Court approvingly cited Judge God-bolds concurring opinion in the Fifth Circuit case that hadannounced the across-the-board rule the Court was review-ing in Falcon. Judge Godbolds concurrence addressed therole of the district court in understanding the likely course ofthe litigation, and the Supreme Court praised his focus on theneed for more precise pleadings. Id. at 160 (internal quota-tion marks omitted). The Court approved of his statement that without reasonable specificity the court cannot define theclass, cannot determine whether the representation is ade-quate, and the employer does not know how to defend. Id.

    at 161 (quoting Johnson v. Ga. Highway Express, Inc., 417F.2d 1122, 1126 (5th Cir. 1969) (Godbold, J., specially con-curring).

    [5] Falcon thus provides relatively straightforward guid-ance. When considering class certification under Rule 23, dis-trict courts are not only at liberty to, but must, perform arigorous analysis to ensure that the prerequisites of Rule 23(a)have been satisfied. See id. at 160-61. It does not mean thata district court must conduct a full-blown trial on the meritsprior to certification. A district courts analysis will often,though not always, require looking behind the pleadings, even

    to issues overlapping with the merits of the underlying claims.See id. As we describe in more detail below, every circuit tohave considered this issue, including our own previous deci-

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    sions, has reached essentially the same conclusion: Falconscentral command requires district courts to ensure that Rule23 requirements are actually met, not simply presumed fromthe pleadings.

    We also agree with the Second Circuits recent decision in Miles v. Merrill Lynch & Co. ( In re Initial Pub. OfferingsSecurities Litigation) (IPO), which explained that, to theextent lower courts have evidenced confusion regarding theRule 23 standard after Falcon, this confusion has existedbecause those courts have misread a Supreme Court statementmade eight years before the Court handed down Falcon. See

    471 F.3d 24, 33-34 (2d Cir. 2006). Specifically, courts havemisunderstood Eisen v. Carlisle & Jacquelin, in which theSupreme Court stated, We find nothing in either the lan-guage or history of Rule 23 that gives a court any authorityto conduct a preliminary inquiry into the merits of a suit inorder to determine whether it may be maintained as a classaction. 417 U.S. 156, 177 (1974). This statement has ledsome courts to think that in determining whether any Rule 23requirement is met, a judge may not consider any aspect ofthe merits . . . .IPO, 471 F.3d at 33. It has led other courtsto think that a judge may not do so at least with respect to a

    prerequisite of Rule 23 that overlaps with an aspect of themerits of the case. Id.

    As theIPO court recognized, the distinguishing features ofFalcon and Eisen are the purposes for which the certifyingcourt is using the underlying facts whether to address amerits issue unnecessarily or to determine whether, for exam-ple, the plaintiffs have demonstrated questions of law or factcommon to their proposed class. See IPO, 471 F.3d at 32-35.An easy way to understand this distinction is to analogize toa familiar dispute over the admissibility of alleged hearsayevidence. Offered for the truth of the matter asserted, an out-

    of-court statement by someone not testifying is, of course,inadmissible hearsay. However, that same evidence used toimpeach a witness may be properly admitted. So, too, with

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    inquiries into facts overlapping with merits issues in the Rule23 context. It is whether courts are using the facts to probe theplaintiffs claims of compliance with Rule 23, or to heareither parties claims directed to stand-alone merits issues,that renders a courts use of the facts proper or improper.Courts have thus strayed from Falcon when they have myopi-cally invoked Eisen to avoid considering facts properly rele-vant to the Rule 23 determination because the facts happen tobe relevant to the later merits inquiry as well.

    B. Case Law in Other Circuits

    Like our decision today, and in part because of courts mis-understanding of Eisen, many of our sister circuits haverecently been called upon to clarify the standard that a districtcourt applies when deciding whether to certify a class underRule 23.

    Though IPO is the most notable of these decisions, othercourts often trace the explanatory effort back to the SeventhCircuits decision in Szabo v. Bridgeport Machines, Inc., 249F.3d 672 (7th Cir. 2001). In Szabo, the court rejected a nation-wide products liability class because the class was generally

    unsuitable for class-wide resolution because of choice of lawproblems on the state breach-of-warranty and fraud claims.Id.at 674. The Seventh Circuit also found that the district courtbelow had certified the class without resolving factual andlegal disputes that strongly influence the wisdom of classtreatment because the district court had stated that the plain-tiffs allegations in the complaint are accepted as true forpurposes of the class motion. Id. at 675. Analogizing to thepreliminary jurisdictional inquiries that district courts rou-tinely make under Federal Rules of Civil Procedure 12(b)(1)and 12(b)(2), the court explained that, [b]efore deciding

    whether to allow a case to proceed as a class action, therefore,a judge should make whatever factual and legal inquiries arenecessary under Rule 23. Id. at 676.

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    The Second Circuits decision in IPO agreed with Szabo,providing what is now the leading case on the extent to whicha district court must resolve Rule 23 issues that overlap withthe merits of the case.IPO held that factual disputes concern-ing each of the Rule 23 factors must be analyzed andresolved. 471 F.3d at 41. This is a similar holding to our pre-vious explanationdiscussed in more detail belowthat adistrict court must make determinations that the prerequi-sites of Rule 23(a) have been satisfied before it certifies aclass, which may require review of the same facts and thesame law presented by review of the merits. Falcon, 457U.S. at 161; Blackie v. Barrack, 524 F.2d 891, 897 (9th Cir.1975).IPO explained that the obligation to make such deter-minations is not lessened by overlap between a Rule 23requirement and a merits issue. 471 F.3d at 41. IPOexpressly rejected the Second Circuits approach in Caridadv. Metro-North Commuter Railroad, 191 F.3d 283, 291-93(2d Cir. 1999), and Wal-Mart Stores, Inc. v. Visa U.S.A. Inc.( In re Visa Check/ MasterMoney Antitrust Litigation) (VisaCheck), 280 F.3d 124, 135 (2d Cir. 2001), which had permit-ted class certification based on some showing that the Rule23 factors were met, obviating the need to assess conflictingexpert testimony pertinent to the Rule 23 inquiries. IPO, 471

    F.3d at 40.

    Since IPO, a number of other circuits have detailed theissue. The First Circuit has reviewed these appellate cases,noting that [o]ur sister circuits agree that when class criteriaand merits overlap, the district court must conduct a searchinginquiry regarding the Rule 23 criteria, but how they articulatethe necessary degree of inquiry ranges along a spectrumwhich suggests substantial differences.Brown v. Am. Honda(In re New Motor Vehicles Canadian Export Antitrust Litig.),522 F.3d 6, 24 (1st Cir. 2008) (New Motor Vehicles).

    Though, of course, different circuits have used differentwords in articulating the review necessary, we thinkNewMotor Vehicles overstates the degree of difference among the

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    circuits. The core holding across circuits that have consideredthe issue is essentially unanimous: district courts must satisfythemselves that the Rule 23 requirements have been metbefore certifying a class, which will sometimes, though notalways, require an inquiry into and preliminary resolution ofdisputed factual issues, even if those same factual issues arealso, independently, relevant to the ultimate merits of thecase. See, e.g., 1 Joseph M. McLaughlin, McLaughlin onClass Actions 3:12 (6th ed. 2009) (Consensus is rapidlyemerging among the United States Courts of Appeal. TheFirst, Second, Third, Fourth, Fifth, Seventh, Eighth, Tenthand Eleventh Circuits have expressly adopted certificationstandards that require rigorous factual review and preliminaryfactual and legal determinations with respect to the require-ments of Rule 23 even if those determinations overlap withthe merits.).

    A closer discussion of the cases the First Circuit has citeddemonstrates the truly narrow range in which this spectrumactually exists. Requiring the district court to make specificfindings that each Rule 23 criterion is met represents, theFirst Circuit has claimed, around the more rigorous end of[the] spectrum, and has been embraced by the Second,

    Fourth, Fifth, Seventhand we would add NinthCircuits.New Motor Vehicles, 522 F.3d at 24 (citingIPO, 471 F.3d at33, 41; Unger v. Amedisys Inc., 401 F.3d 316, 321-22 (5thCir. 2005) (requiring courts to find facts favoring class certifi-cation through the use of rigorous, though preliminary, stan-dards of proof); Gariety v. Grant Thornton, LLP, 368 F.3d356, 366 (4th Cir. 2004) (requiring that the factors spelledout in Rule 23 . . . be addressed through findings); Szabo,249 F.3d at 675-76)); see Blackie, 524 F.2d at 897.

    On the other end of this spectrum, according to the NewMotor Vehicles court, are cases in the Third and Eighth Cir-

    cuits [which] sometimes require an inquiry into and prelimi-nary resolution of disputes, but they do not require findingsand do not hold that such inquiry will always be necessary.

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    New Motor Vehicles, 522 F.3d at 24 (citing Blades v. Mon-santo Co., 400 F.3d 562, 566-67 (8th Cir. 2005)); Newton v. Merrill Lynch, Pierce, Fenner & Smith, Inc., 259 F.3d 154,166 (3d Cir. 2001)).

    In our review of these cases, we find this spectrum ofcertification standards narrower and more internally consis-tent than does the First Circuit. To begin with, we respectfullydisagree with New Motor Vehicless characterization of theThird Circuits approach. The caseNew Motor Vehicles cited,Newton, 259 F.3d at 174-77, only discussed a presumptionof conformity with Rule 23 in the context of the fraud-on-the-

    market presumption in a securities class action.

    The Third Circuit has since provided clarification. It hasnoted thatNewton does not hold that a district court can pre-sume Rule 23 requirements met from contested pleadings out-side the fraud-on-the-market context. Vallies v. Sky Bank, No.08-4160, 2009 WL 5154473, at *7 (3d Cir. Dec. 31, 2009).It has also demonstrated its conformity with the other circuitsstandard more broadly. In In re Constar International Inc.Securities Litigation, the court explained that we require thateach Rule 23 component be satisfied. 585 F.3d 774, 780 (3d

    Cir. 2009) (emphasis added) (citing In re Hydrogen PeroxideAntitrust Litig., 552 F.3d 305, 310 (3d Cir. 2009) (HydrogenPeroxide)). Recognizing the importance of the class certifi-cation decision, the court emphasized that district courts,where appropriate, [are] to delve beyond the pleadings todetermine whether the requirements for class certification aresatisfied. Id. (quotingHydrogen Peroxide, 552 F.3d at 316;Newton, 259 F.3d at 167). It further elucidated, [a]n overlapbetween a class certification requirement and the merits of aclaim is no reason to decline to resolve relevant disputes whennecessary to determine whether a class certification require-ment is met. Id. (internal quotation marks omitted). The

    Third Circuit thus requires a district court determinationthat the requirements of Rule 23 have been satisfied. Id.While we readily recognize the benefit of the additional cases

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    available to us in conducting our review, we respectfully dis-agree with the First Circuits conclusion that the Third Circuitallows a more lax standard of review than do other circuits.

    New Motor Vehicles is on firmer ground describing theEighth Circuits decision in Blades, though we find the lan-guage in that case more nuanced than New Motor Vehiclesdescribes, and we disagree that Blades suggests substantialdifferences from other circuits. New Motor Vehicles, 522F.3d at 24. The Blades court cited Falcon in describing thestandard as follows:

    To determine whether common questions predom-inate, a court must conduct a limited preliminaryinquiry, looking behind the pleadings. In conductingthis preliminary inquiry, however, the court mustlook only so far as to determine whether, given thefactual setting of the case, if the plaintiffs [sic] gen-eral allegations are true, common evidence couldsuffice to make out a prima facie showing for theclass . . . .

    The preliminary inquiry at the class certification

    stage may require the court to resolve disputes goingto the factual setting of the case, and such disputesmay overlap with the merits of the case. See Szabov. Bridgeport Machs., Inc., 249 F.3d 672, 676-77(7th Cir. 2001). Nonetheless, such disputes may beresolved only insofar as resolution is necessary todetermine the nature of the evidence that would besufficient, if the plaintiffs general allegations weretrue, to make out a prima facie case for the class.

    Blades, 400 F.3d at 566-67 (some citations omitted) (empha-sis added).

    While this language is not as definitive as that used by theSecond Circuit inIPO, for example, it sets up essentially the

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    same standard. UnderBlades, district courts in the Eighth Cir-cuit must resolve factual disputes going to the setting ofthe case, which we understand to mean the factual circum-stances dictating whether the plaintiffs have met the Rule 23requirements. Id. at 567. Supporting this understanding isBladess later statement explaining that [t]o certify a classaction under Rule 23(b)(3), the Court must findthat: 1) com-mon questions predominate . . . and 2) class resolution issuperior to other available methods for the fair and efficientadjudication of the controversy.Id. at 569 (emphasis added).Finally, likeIPO,Blades understandsEisen as prohibiting thedistrict court from making preliminary findings on meritsissues not related to the Rule 23 resolution. See id. at 566-67;see also Richard A. Nagareda, Class Actions in the Adminis-trative State: Kalven and Rosenfield Revisited, 75 U.Chi. L.Rev. 603, 616 (2008) (Nagareda, Class Actions). Not sur-prisingly, then, IPO citedBlades as a key case supporting itsconclusion to require district court determinations that each ofthe Rule 23 requirements is met. IPO, 471 F.3d at 38.

    We thus view whether an appellate court requires districtcourts to resolve, id.; find, Unger, 401 F.3d at 319-20; ordetermine, IPO, 471 F.3d at 40-41, that Rule 23 require-

    ments have been met, as essentially, even if not precisely, thesame standard.6 To characterize such usage as embodyingsubstantial differences seems to create a distinction wherenone exists. See New Motor Vehicles, 522 F.3d at 24; see alsoRichard A. Nagareda, Class Certification in the Age of Aggre-gate Proof, 84 N.Y.U. L. Rev. 97, 113-14 (2009) (Nagareda,

    6We recognize that these words imply slightly different approaches, andwe agree with theIPO courts thoughtful discussion of resisting use of theword findings because the word usually implies that a district judge isresolving a disputed issue of fact, and the Rule 23 inquiry, though it mayrequire findings in some cases, is really a mixed question of fact andlaw. 471 F.3d at 40. We cannot, however, agree that the difference inusage is significant enough that circuit courts using these various wordsemploy substantially different standards. Cf. New Motor Vehicles, 522F.3d at 24.

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    Aggregate Proof) (describing federal courts as moving towardan essentially uniform standard that is now-settled law).Under any of these articulations, the charge to the districtcourt follows the analysis the IPO court explained, and weagree, that Falcon andEisen require.IPO, 471 F.3d at 41. Thedistrict court must analyze underlying facts and legal issuesgoing to the certification questions regardless of any overlapwith the merits. However, this does not mean a district courtshould put the actual resolution of the merits cart before themotion to dismiss, summary judgment, and trial horses byreaching out to decide issues unnecessary to the Rule 23requirements.

    Having discussed our sister circuits treatment of this issue,we now turn to the standard in our circuit as established byour previous cases.

    C. Ninth Circuit Precedent

    [6] Since we first addressed the issue in the wake of theEisen and Falcon decisions, our cases have made clear that adistrict court inquiry overlapping with the merits is permissi-ble, and often required, under Rule 23. See Moore v. Hughes

    Helicopters, Inc., 708 F.2d 475, 480 (9th Cir. 1983)(Although some inquiry into the substance of a case may benecessary to ascertain satisfaction of the commonality andtypicality requirements of Rule 23(a), it is improper toadvance a decision on the merits to the certification stage.(citation omitted)). Later, we said that a district court is atliberty to consider evidence which goes to the requirements ofRule 23 even though the evidence may also relate to theunderlying merits of the case.Hanon v. Dataproducts Corp.,976 F.2d 497, 509 (9th Cir. 1992) (internal quotation marksomitted); see also Staton v. Boeing Co., 327 F.3d 938, 954(9th Cir. 2003) (The court may not go so far, of course, as

    to judge the validity of [the merits] claims. . . . But thebreadth and consistency of class counsels initial evidenceplaces the district courts finding of commonality well within

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    that courts discretion. (citation omitted)). We have also spe-cifically citedEisen in rejecting a partys argument thatEisenprohibits any inquiry overlapping with the merits and explain-ing that such an overlapping inquiry is sometimes necessaryunder Rule 23. See Blackie, 524 F.2d at 897 (Nor is the classissue separable from the merits in all cases (including thisone). The common questions, typicality, conflicts and ade-quacy of representation, and predominance tests, are determi-nations . . . which may require review of the same facts andthe same law presented by review of the merits. (citations omit-ted)).7

    [7] We have adhered to the Supreme Courts guidance inholding that [a] class may only be certified if we are satis-fied, after a rigorous analysis, that the prerequisites of Rule23(a) have been satisfied. Hanon, 976 F.2d at 509 (quoting

    7Many other decisions have similarly shown this circuits proper, nar-row reading of the no merits inquiry passage fromEisen to prohibit onlymerits inquiries unnecessary for the class certification decision. See, e.g., McElmurry v. U.S. Bank Natl Assn, 495 F.3d 1136, 1141-42 (9th Cir.2007) (rejecting the appellants broad claim relying on misunderstood lan-guage fromEisen); Staton, 327 F.3d at 954 (citingEisen in explaining thata merits inquiry is improper at the class certification stage though the dis-

    trict court was well within its discretion in considering overlappingissues); Valentino v. Carter-Wallace, Inc., 97 F.3d 1227, 1232 (9th Cir.1996) (discussingEisen as prohibiting a separate hearing to consider themerits of the plaintiffs claims when determining class certification);Hanon, 976 F.2d at 509 (describing Eisen as holding a motion for classcertification is not the appropriate point at which to resolve the merits ofa plaintiffs claim); Wright v. Schock, 742 F.2d 541, 544-45 (9th Cir.1984) (understanding Eisen narrowly to allow a summary judgmentmotion before the class certification decision); Moore, 708 F.2d at 480(Although some inquiry into the substance of a case may be necessary toascertain satisfaction of the commonality and typicality requirements ofRule 23(a), it is improper to advance a decision on the merits to the classcertification stage.); Jordan v. County of Los Angeles, 669 F.2d 1311,1321-22 (9th Cir.), (characterizing Eisen as confirming the narrow rulethat the class representative need not demonstrate a likelihood of successon the merits in order to maintain a class action), vacated on othergrounds, 459 U.S. 810 (1982).

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    Falcon, 457 U.S. at 161). We have also, however, recognizedthat Falcon contemplated cases in which the issues are plainenough from the pleadings and do not require analysisbeyond those papers. 457 U.S. at 160; Chamberlan v. Ford Motor Co., 402 F.3d 952, 961 (9th Cir. 2005) (per curiam)(The Supreme Court thus recognized over twenty years agothat a rigorous analysis does not always result in a lengthyexplanation or in-depth review of the record.); Hanlon v.Chrysler Corp., 150 F.3d 1011, 1023 (9th Cir. 1998). Thus,in some cases, the pleadings will be sufficient to render thecertification decision, and in others, the district court mustmake determinations on facts overlapping with the merits.

    In addition, our cases have understood that Falcon, likeRule 23 itself, requires questions of law or fact that werecommon to the claims. 457 U.S. at 158 (emphasis added).Therefore, we have found class certification proper where aplaintiff is attacking defendants discriminatory practicesagainst females, and this is not just as it applied to plaintiffonly, because such a claim identifies a common legal issue,discrimination against women, and a common factual prob-lem, discrimination as applied by the defendant. Bouman v.Block, 940 F.2d 1211, 1232 (9th Cir. 1991) (internal quotation

    marks omitted); see also Rodriguez v. Hayes, No. 08-56156,2010 WL 6394, at *12 (9th Cir. Jan. 4, 2010) ([T]he com-monality requirements ask[s] us to look only for some sharedlegal issue or a common core of facts.). We have also, ofcourse, rejected the across-the-board claims that Falconprohibited, and we have denied class certification when a rig-orous analysis did not show the class would implicate com-mon questions. See, e.g., Lozano v. AT&T Wireless Servs.,Inc., 504 F.3d 718, 730 (9th Cir. 2007) (citing Falcon inrejecting certification of a class action based on the uncons-cionability of a class action waiver because the district courtdid not perform the requisite analysis). As one example, we

    have explained that commonality is satisfied where the law-suit challenges a system-wide practice or policy that affectsall of the putative class members, because such a system

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    implicates common factual questions.Armstrong, 275 F.3d at868.

    [8] Our most recent statement considering Falcon andEisen comports with this understanding as well. Writing forthe court in United Steel Workers v. ConocoPhillips Co.,Judge Bybee explained that it is the plaintiffs theory thatmatters at the class certification stage, not whether the theorywill ultimately succeed on the merits. See No. 09-56578, 2010WL 22701, at *5 (9th Cir. Jan. 6, 2010). We thus foundreversible error because the district court did not considerwhether the plaintiffs legal theory was one in which com-

    mon issues of law and or fact did not predominate, andinstead found the class did not meet Rule 23s requirementsbecause there can be no assurances that [plaintiffs] w[ould]prevail on this theory. Id. (citing the district court) (firstemphasis added). In short, we have consistently held thatwhen considering how the facts and legal issues apply to aclass under Rule 23(a), the district court must focus on com-mon questions and common issues, not common proof orlikely success on the questions commonly raised. See id.

    For the most part, the dozens of district court cases in this

    circuit parsingEisen, Falcon, and our precedent, have consid-ered Eisens language in context, concluding that they mustmake determinations that the requirements of Rule 23 havebeen met, and acknowledging that these determinations willsometimes require examining issues that overlap with themerits. See, e.g.,Endres v. Wells Fargo Bank, No. C 06-7019,2008 WL 344204, at *2 (N.D. Cal. Feb. 6, 2008) ([T]hecourt is not permitted to make a preliminary inquiry into themerits of the plaintiffs claims at that stage of the litigation.Nevertheless, the court must consider evidence relating to themerits if such evidence also goes to the requirements of Rule23. (internal quotation marks and citation omitted)); West-

    ways World Travel, Inc. v. AMR Corp., 218 F.R.D. 223, 230(C.D. Cal. 2003) (Although the Supreme Court once statedthat courts have no authority to conduct a preliminary inquiry

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    into the merits of a suit in order to determine whether it maybe maintained as a class action, [citing Eisen] later casesmake clear that a preliminary inquiry into the merits is some-times necessary to make a meaningful determination of classcertification issues. At the same time, the court is required totake the allegations of the plaintiffs complaint as true. Plain-tiff bears the burden of showing that the elements of Rule 23are met. (citations omitted)).8 These cases have correctly

    8That district courts must consider questions overlapping with the mer-its, if doing so is necessary to find the Rule 23 requirements met, is theunderstanding of the majority of district court orders considering the issue

    in this circuit. See Colvin v. Citigroup Global Mkts., Inc., No. C 09-00238,2009 WL 1657331, at *1-2 (N.D. Cal. June 11, 2009) (hearing issuesoverlapping with merits before class certification motion);In re First Am.Corp. ERISA Litig., 258 F.R.D. 610, 616 (C.D. Cal. 2009) (citing Eisenbut also noting Falcons statement that class determinations are often en-meshed with merits issues); In re Cooper Cos. Sec. Litig., 254 F.R.D.628, 641 n.7 (C.D. Cal. 2009) (noting the obligation to consider evidencerelating to the Rule 23 determination, but stating that [a]t the same time,the inclusion of evidence that may speak to the merits of a case does notmean that a district court should mistake class action certification for sum-mary judgment); Ballew v. Matrixx Initiatives, Inc., No. CV-07-267,2008 WL 4831481, at *2 (E.D. Wash. Oct. 31, 2008) (It is true that atthis stage of the proceedings the Court is not resolving whether Plaintiff

    can establish that she can prove her case. Rather, the narrow questionbefore the Court is whether, under Fed. R. Civ. P. 23, a class action is aproper vehicle for litigating the products liability claims brought by Plain-tiff.); Bishop v. Petro-Chem. Transp., LLC, 582 F. Supp. 2d 1290, 1305(E.D. Cal. 2008) ([T]he Court has evaluated the evidence of the MotorCarrier exemption, not to determine whether plaintiff will ultimately pre-vail at trial, but to determine, again, whether the proposed class membersare similarly situated.); Lindquist v. Farmers Ins. Co. of Ariz., No. CV06-597, 2008 WL 343299, at *6 (Feb. 6, 2008 D. Ariz. 2008) (While pre-liminary inquiry into the merits is sometimes appropriate to the extent nec-essary to evaluate class certification issues that happen to be intertwinedwith facts relating to the underlying merits . . . the general rule followedby federal courts [is] that trial courts may not decide the merits of the caseor consider the likelihood of success on the merits in determining whether

    the requirements of Rule 23 class certification are met.); Alexander v. JBC Legal Group, P.C., 237 F.R.D. 628, 630 (D. Mont. 2006) (It isimproper for this Court to consider the merits of the complaint beyond

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    threaded the needle between Eisen, Falcon, and our prece-dent.

    In the less typical instances in which district courts in thiscircuit have been led astray, a common reason seems to havebeen a misreading of our statement in footnote 17 ofBlackiev. Barrack, in which we explained that district courts arebound to take the substantive allegations of the complaint astrue, thus necessarily making the class order speculative in thesense that the plaintiff may be altogether unable to prove hisallegations. 524 F.2d at 901 n.17; see also Edwards v. City

    of Long Beach, 467 F. Supp. 2d 986, 991 (C.D. Cal. 2006)(The court is bound to take the substantive allegations in thecomplaint as true.). But, that statement is taken out of con-

    what is necessary to decide whether the requirements of Rule 23 havebeen met.); In re Seagate Tech. II Sec. Litig., 843 F. Supp. 1341, 1367(N.D. Cal. 1994) (noting that district courts mustexamine some of themerits because the adequacy of the representation cannot be ascertainedwithout examining the composition of the class); Hernandez v. Alexan-der, 152 F.R.D. 192, 194 (D. Nev. 1993) (The determination of whetherto certify a class does not permit or require a preliminary inquiry into themerits. Only the class certification requirements of Rule 23 need be con-sidered at the class certification stage. However, before certifying a class

    action the trial court must be satisfied, after a rigorous analysis, that theprerequisites of Rule 23(a) have been met. (citations to Eisen and Falconomitted)); Lim v. Citizens Sav. & Loan Assn, 430 F. Supp. 802, 805-06(N.D. Cal. 1976) (Although the Eisen rule has evolved into a wedge forbroad class certification by plaintiffs, a close reading of the Eisen caseindicates the Supreme Courts contrary intention . . . .); El Concilio v.Modesto Elementary Sch. Dist., No. C-76-2479, 1978 WL 56, at *1 (N.D.Cal. May 11, 1978) (While the Court is foreclosed from a preliminaryinquiry into the merits in order to determine whether it may be maintainedas a class action, it must determine whether plaintiffs have met their bur-den of establishing the existence of a claim of unlawful employment prac-tices affecting an ascertainable class of persons of which they aremembers. (internal quotation marks and citation omitted)); Nguyen DaYen v. Kissinger, 70 F.R.D. 656, 661 (N.D. Cal. 1976) (In determining

    whether a matter should proceed as a class action the court is required tomake findings concerning each essential element of the class actionrule.).

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    text when relied on in this manner.9

    The subsequent sentencesinBlackie, which the erring district courts almost universallyneglect to include, explained that, although the court may notput the plaintiff to preliminary proof of his claim, it doesrequire sufficient information to form a reasonable judgment.Lacking that, the court may request the parties to supplementthe pleadings with sufficient material to allow an informed judgment on each of the Rules requirements. 524 F.2d at901 n.17 (emphasis added). Discussing when a certificationinquiry overlaps with the merits, we further explained inBlac-kie:

    Nor is the class issue separable from the merits in allcases (including this one). The common questions,typicality, conflicts and adequacy of representation,Fed. R. Civ. P. 23(a), and predominance tests, Fed.R. Civ. P. 23(b)(3), are determinations . . . whichmay require review of the same facts and the samelaw presented by review of the merits.

    524 F.2d at 897.

    [9] A better reading ofBlackie, then, is to understand it ashaving the meaning that our cases, and the majority of districtcourt opinions, have ascribed to it:Blackie is entirely consis-tent with the Supreme Courts guidance, explicitly requiring

    9District courts in this circuit have quoted this passage somewhat out ofcontext on a number of occasions. See Mateo v. V.F. Corp., No. C 08-05313, 2009 WL 3561539, at *4 (N.D. Cal. Oct. 27, 2009) (citing Blackiethough noting that the defenses arguments addressed only the merits andnot the Rule 23 inquiry); Perez v. Safety-Kleen Sys., Inc., 253 F.R.D. 508,511 (N.D. Cal. 2008) (noting that the court must accept the substantiveallegations contained in plaintiffs complaints as true); Nw. Fruit Co. v.A. Levy & J. Zentner Co., 116 F.R.D. 384, 388 (E.D. Cal. 1986) (same);see also Steig D. Olson, Chipping Away: The Misguided Trend TowardResolving Merits Disputes as Part of the Class Certification Calculus, 43U.S.F. L. Rev. 935, 949 n.89 (2009) (understanding Blackie as requiringacceptance of a plaintiffs claims as to not only merits questions, but Rule23 requirements as well).

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    a district court to probe behind the pleadings if doing so isnecessary to make findings on the Rule 23 certification deci-sion. Thus, Blackie does not, and could not, require the dis-trict court to unquestioningly accept a plaintiffs arguments asto the necessary Rule 23 determinations. The sense in whichBlackie referred to class certification as speculative is thesame way in which we most recently, and more artfully,described the inquiry:

    [A] court can never be assured that a plaintiff willprevail on a given legal theory prior to a dispositiveruling on the merits, and a full inquiry into the meritsof a putative classs legal claims is precisely whatboth the Supreme Court and we have cautioned isnot appropriate for a Rule 23 certification inquiry.

    United Steel Workers, 2010 WL 22701, at *5.

    In short, the explanation we provide today is not a newstandard at all. Though a small number of district courts inthis circuit have misunderstoodBlackie and relied onEisen inthe way that the Second Circuit has cautioned against, andthat we now reject, the precedent from this court is consistent.

    We are unable to find a single case in our court that incor-rectly relied on the no merits inquiry language from Eisenin certifying a class without examining necessary issuesbecause they overlapped with the merits. Cf. Caridad, 191F.3d at 291-92 (applying the no merits inquiry languagefromEisen out of context to prohibit the proper Rule 23 anal-ysis). Our explanation confirms what our decisions have heldfor more than twenty-five years: A district court must some-times resolve factual issues related to the merits to properlysatisfy itself that Rule 23s requirements are met, but the pur-pose of the district courts inquiry at this stage remainsfocused on, for example, common questions of law or fact

    under Rule 23(a)(2), or predominance under Rule 23(b)(3),not the proof of answers to those questions or the likelihoodof success on the merits. Falcon, 457 U.S. at 158 (requiring

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    a specific presentation identifying the questions of law orfact that were common to the claims of respondent and of themembers of the class he sought to represent (emphasisadded)); United Steel Workers, 2010 WL 22701, at *5 (dis-trict court erred in basing its decision on whether the plaintiffscould prove merits rather than whether their claims implicatedcommon questions of law or fact). Of course, for class certifi-cation to be proper, the common questions cannot simplyarise from artful pleading. Plaintiffs must raise questions thatthe district court concludes, after a rigorous analysis, are sus-ceptible to common resolution at a later stage.

    D. Clarifying the Standard

    1. The Proper Standard of Rule 23 Adjudication

    This review of Supreme Court dictates, as well as our ownand other circuits treatment of the issue, leads us to recognizea number of constant holdings across circuits that we mustincorporate into our clarification of the proper standard gov-erning a district court in considering a Rule 23 motion forclass certification.

    To begin with, at the class certification stage, while Eisenprohibits a court from making determinations on the meritsthat do not overlap with the Rule 23 inquiry, district courtsmust make determinations that each requirement of Rule 23is actually met. This bedrock rule is consistent with theSupreme Courts statements, other circuits decisions, and ourlong-standing precedent. While plaintiffs need not make morethan allegations as to their substantive claims, whether the suitis appropriate for class resolution must be actually demon-strated, not just alleged, to the district courts satisfaction.

    In addition, in the cases such as IPO in which courts have

    recognized howEisen is sometimes misunderstood, those cir-cuits have uniformly reserved discretion with the district courtto avoid a trial-level inquiry at the certification stage despite

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    the need to find the Rule 23 requirements met.10

    See, e.g.,Blades, 400 F.3d at 567 (The closer any dispute at the classcertification stage comes to the heart of the claim, the morecautious the court should be in ensuring that it must beresolved in order to determine the nature of the evidence theplaintiff would require.). District courts must maintain theability to cut off discovery to avoid either party bootstrappinga trial or summary judgment motion into the certificationstage. Nearly every circuit to consider the issue, including ourown, has recognized the practical importance of the certifica-tion decision as leverage for settlement, yet Rule 23 gives nei-ther party the right to turn the certification decision into atrial.

    When reading recent class certification cases, one alsonotices the prevalence of securities fraud cases, and particu-larly the fraud-on-the-market presumption, in the evolution ofthe Rule 23 standard. See, e.g., Oscar Private Equity Invs. v. Allegiance Telecom, Inc., 487 F.3d 261, 264 (5th Cir. 2007);IPO, 471 F.3d at 30-31; Bowe v. PolyMedica Corp. ( In rePolyMedica Corp. Secs. Litig.), 432 F.3d 1, 6-7 (1st Cir.2005); Unger, 401 F.3d at 323-24; Gariety, 368 F.3d at 364-66; West v. Prudential Sec., Inc., 282 F.3d 935, 937-38 (7th

    Cir. 2002).

    It is an interesting feature of the case laws developmentthat it has occurred largely in these fraud-on-the-market cases,in which a plaintiff typically must show the six basic ele-ments of a securities fraud action, Dura Pharms., Inc. v.

    10IPOs release valve reads as follows:

    [W]e reach the following conclusions: . . . (5) a district judge hasample discretion to circumscribe both the extent of discoveryconcerning Rule 23 requirements and the extent of a hearing todetermine whether such requirements are met in order to assure

    that a class certification motion does not become a pretext for apartial trial of the merits.

    471 F.3d at 41.

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    Broudo, 544 U.S. 336, 341-42 (2005), and the efficient mar-ket component of the causation element overlaps with themerits. We must, then, be aware that applying the same proce-dural rules, such as Rule 23, can lead to different outcomeswhen the underlying legal and factual framework is different.See, e.g.,Hohider v. United Parcel Serv., Inc., 574 F.3d 169,182-85 (3d Cir. 2009) (describing how the pattern and prac-tice evidentiary framework from Title VII cases is not per-fectly applicable in the context of the Americans withDisabilities Act).

    Thus, in contrast to a securities class action based on a

    fraud-on-the-market theory, in a pattern and practice discrimi-nation case, a plaintiff will typically not come to court in thefirst place without anecdotal evidence. For practical purposes,assuming a plaintiff possesses anecdotal evidence, the plain-tiffs statistical evidence does not overlap with the merits, itlargely is the merits. See Watson v. Fort Worth Bank & Trust,487 U.S. 977, 986-87 (1988); Intl Bhd. of Teamsters v.United States, 431 U.S. 324, 337-39 (1977). This means thatdisputes over whose statistics are more persuasive are oftennot disputes about whether the plaintiffs raise common issuesor questions, but are really arguments going to proof of the

    merits. See Nagareda, Class Actions, supra, at 619-20(Nowhere is this [disputed statistics] problem more acutethan in employment discrimination class actions centered onstatistical analysis of an aggregate nature.). Of course, if oneparty argued that the other partys statistics were unreliable orbased on an unaccepted method, this may be an issue the dis-trict court would have to resolve to determine whether thepotentially problematic statistics were even capable of raisinga common question.

    In fact, afterIPO, but before his recent elevation to the Sec-ond Circuit, Judge Gerard Lynch recognized this problem in

    a Title VII gender discrimination case in which the plaintiffswere seeking to certify on the same grounds as those here.Predictably faced with a dispute regarding whether the plain-

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    tiffs statistics demonstrated commonality, Judge LynchaddressedIPOs application in a Title VII, gender discrimina-tion context.11

    The problem, the district court explained, was that [i]ndeciding that the class certification order complied with In reIPO, it is important to note that disparate impact cases presentunique difficulties in analyzing the commonality requirementof Rule 23(a). Plaintiffs in disparate impact cases often relyon statistical evidence to prove the merits of their claim.Hnot v. Willis Group Holdings Ltd., 241 F.R.D. 204, 210-11(S.D.N.Y. 2007). The court continued, [i]n such a case, how-ever, the same evidence must be considered to determinewhether a plaintiff has satisfied the commonality require-ment. Id. at 211.

    In resolving this problem and certifying the class, the dis-trict court noted, [c]ontrary to defendants assertions, In reIPO does not stand for the proposition that the Court should,or is even authorized to, determine which of the partiesexpert reports is more persuasive. Defendants ignore the factthatIn re IPO specifically rejectedthis interpretation of Rule23. Id. at 210. Instead, Judge Lynch explained, In re IPO

    reiterated that experts disagreement on the meritswhethera discriminatory impact [can] be shown[is] not a validbasis for denying class certification. Id. (alterations in orig-inal) (quoting IPO, 471 F.3d at 35). Thus, the court couldonly examine the expert reports as far as they bear on theRule 23 determination. Id.

    Judge Lynch similarly clarified, with regard to the disparatetreatment issue in the case before him, that plaintiffs anddefendants disagree on whose statistical findings and observa-tions are more credible, but this disagreement is relevant only

    11The plaintiffs in Hnotpled both disparate impact and disparate treat-ment theories of discrimination under Title VII. See Hnot v. Willis GroupHoldings Ltd., 228 F.R.D. 476, 486 (S.D.N.Y. 2005).

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    to the merits of plaintiffs claimwhether plaintiffs actuallysuffered disparate treatmentand not to whether plaintiffshave asserted common questions of fact or law; plaintiffsultimate success at trial on the merits requires an answer tothat question, specifically that defendants actually did dis-criminate against plaintiffs. Id. at 210-11. By asking theCourt to decide which expert report is more credible, defen-dants are requesting that the Court look beyond the Rule 23requirements and decide the issue on the merits, a practiceInre IPO specifically cautions against. Id. at 210.

    Thus, in addition to demonstrating Rule 23s proper imple-mentation in various legal contexts (securities class actionsversus Title VII claims), Hnotalso illustrates a second featureof the certification cases that we must address. Because thefraud-on-the-market cases are typically decided under Rule23(b)(3)s predominance requirement, a related feature of thecircuit court cases considering the proper standard a districtcourt applies, when deciding whether to certify a class, is thedifference between cases describing review of evidence underRule 23(a) and those under Rule 23(b).12 We are unaware ofany argument claiming that a different standard should applyin the two inquiries, and the cases generally treat the prece-

    dent as applying equally to both contexts. We do, however,note that the inquiry cannot be divorced from the text of Rule23, which, of course, requires plaintiffs to make differentshowings under different parts of the rule. This distinctionhelps order the doctrine, keeping in mind the differentrequirements under Rule 23(a) and (b) and how those require-ments may play out in a district courts certification decision.

    This insight derives from the Supreme Courts explanationof the predominance test under Rule 23(b)(3). Predominance,the Court explained, tests whether proposed classes are suffi-

    12More specifically, as the cases demonstrate, is the standard for evi-dence under Rule 23(a)(2), commonality, versus Rule 23(b)(3), predomi-nance.

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    ciently cohesive to warrant adjudication by representation,Amchem Prods., Inc. v. Windsor, 521 U.S. 591, 623 (1997),a standard far more demanding than the commonalityrequirement of Rule 23(a), id. at 623-24. Thus, we wouldexpect that cases in which the parties are contesting factsunderlying the Rule 23(b)(3) determination may often requiremore determinations by the district court than those in whichRule 23(a)(2) is the primarily contested issue. Rule 23(a)(2)is about invoking common questions, see Falcon, 457 U.S. at158, whereas Rule 23(b)(3) requires a district court to formu-late some prediction as to how specific issues will play outin order to determine whether common or individual issuespredominate in a given case, New Motor Vehicles, 522 F.3dat 20 (internal quotation marks omitted). We thus should notbe surprised that a district court will have to make more pre-cise factual determinations under Rule 23(b)(3) than underRule 23(a)(2). This insight does not apply a procedural ruledifferently in two like contexts; it applies the text of Rule 23itself to the district courts task.

    While we find the case law across circuits more uniformthan some courts have implied, see id. at 24, to the extent itis not, this result may be because of courts failure to recog-

    nize this key difference between a district courts job underRule 23(a)(2) and its job under Rule 23(b)(3).13 This conclu-sion is further supported when one notices that Falcons pri-mary inquiry was under Rule 23(a), 457 U.S. at 156-58,whereas many of the circuit courts discussed above were con-cerned with Rule 23(b)s predominance test and, thus,required the district court to make more detailed determina-

    13Even commentators who clearly recognize this difference often lapseinto speaking about Rule 23 as requiring a single showing, minimizing thedifferences between Rule 23(a)(2) and Rule 23(b)(3). See, e.g., Nagareda,Class Actions, supra, at 622 (To task the court at the class certificationstage here with the making of a definitive assessment of compliance withRule 23 would be to call, as a practical matter, for an assessment of whichside is right on the merits with regard to the existence of a company-widepolicy.).

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    tions as to how the facts at issue would play outwhetherthey would predominatein the merits of the litigation. See,e.g.,Hydrogen Peroxide, 552 F.3d at 310 (Rule 23(b)(3) pre-dominance); New Motor Vehicles, 522 F.3d at 26 (same);IPO, 471 F.3d at 45 (same); In re PolyMedica Corp. Secs.Litig., 432 F.3d at 3 & n.4 (same); Unger, 401 F.3d at 320,324-25 (same);Blades, 400 F.3d at 566 (same); Gariety, 368F.3d at 364-65 (same); Szabo, 249 F.3d at 676-77 (same).

    Though some courts have noted the difference betweenRule 23(a) and 23(b) in passing, see Hydrogen Peroxide, 552F.3d at 310-11,14 we are not aware of any decisions detailingthe difference, and some courts have failed to note the distinc-tion at all. See, e.g.,IPO, 471 F.3d at 33 n.3 (We see no rea-son to doubt that what the Supreme Court said about Rule23(a) requirements applies with equal force to all Rule 23requirements, including those set forth in Rule 23(b)(3).).We think a great deal of any disparity in different courtsexplication of the Rule 23 standard can be explained by thisdifference. The lesson for future district courts is that, in agiven case, the text of Rule 23(a), as compared to Rule 23(b),may require them to determine more or different facts (typi-cally more under Rule 23(b)(3)) to determine whether the

    plaintiffs have met their Rule 23 burden.

    [10] In short, these observations, which include theSupreme Courts direction, long-standing precedent in thiscourt, and treatment from other circuits, lead us to the follow-ing explanation of the proper standards governing a districtcourts adjudication of a Rule 23 motion for class certifica-tion. First, when considering class certification under Rule 23,district courts are not only at liberty to, but must, perform arigorous analysis to ensure that the prerequisites of Rule 23have been satisfied, and this analysis will often, though notalways, require looking behind the pleadings to issues over-

    14See also Olson, supra, at 947 (noting that class certification must beparticularly predictive under Rule 23(b)(3)).

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    lapping with the merits of the underlying claims. It is impor-tant to note that the district court is not bound by thesedeterminations as the litigation progresses. Second, districtcourts may not analyze any portion of the merits of a claimthat do not overlap with the Rule 23 requirements. Relatedly,a district court performs this analysis for the purpose of deter-mining that each of the Rule 23 requirements has been satis-fied. Third, courts must keep in mind that different parts ofRule 23 require different inquiries. For example, what mustbe satisfied for the commonality inquiry under Rule 23(a)(2)is that plaintiffs establish common questions of law and fact,and answering those questions is the purpose of the meritsinquiry, which can be addressed at trial and at summary judg-ment. Fourth, district courts retain wide discretion in classcertification decisions, including the ability to cut off discov-ery to avoid a mini-trial on the merits at the certificationstage. Fifth, different types of cases will result in divergingfrequencies with which the district court will properly invokeits discretion to abrogate discovery. As just one example, wewould expect a district court to circumscribe discovery moreoften in a Title VII case than in a securities class action rest-ing on a fraud-on-the-market theory, because the statisticaldisputes typical to Title VII cases often encompass the basic

    merits inquiry and need not be proved to raise common ques-tions and demonstrate the appropriateness of class resolution.Plaintiffs pleading fraud-on-the-market, on the other hand,may have to establish an efficient market to even raise com-mon questions or show predominance.

    2. The Dissents Significant Proof Standard

    In addition to setting out our own review, we feel com-pelled to discuss the dissents consideration of this issue. TheSupreme Courts decisions in Falcon and Eisen are the pri-mary guides to our ruling in this case. The dissent, in suggest-

    ing that we are unfaithful to Falcon, seeks to create a newclass action requirement based on a hypothetical in one sen-tence of Supreme Court dicta; conflates, or at least fails to dis-

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    tinguish, the posture ofFalcon and the present case; ignoresthe weight of the many cases in other circuits arriving at thesame standard we have described above; and renders itselfunpersuasive by critiquing the district courts eighty-four-page analysis as insufficiently rigorous. In doing so, the dis-sent is unfaithful to the actual distinctions the Supreme Courtrelied upon in Falcon, and variously depicts Falcon as insti-tuting a significant proof burden or significant proofrequirement that Falcon did not create. Dissent at 6247,6454.

    We read Falcon, as has nearly every Court of Appeals toconsider the question, as creating the standard we describeabove. But in discussing what itviews as the analysis requiredby Falcon, the dissent quotes a portion of a sentence ofFal-con dicta in footnote 15 as standing for the requirement thatplaintiffs cannot prevail at the certification stage withoutshowing [s]ignificant proof that an employer operated undera general policy of discrimination. Id. at 6244. However, theentire footnote sentence reads as follows: Significant proofthat an employer operated under a general policy of discrimi-nation conceivably could justify a class of both applicants andemployees if the discrimination manifested itself in hiring and

    promotion practices in the same general fashion, such asthrough entirely subjective decisionmaking processes. Fal-con, 457 U.S. at 159 n.15 (emphasis added).15

    15The dissent chides us for ignoring the significant proof require-ment from Falcon, an approach the dissent finds troubling, particularlybecause Falcon is directly on point. Dissent at 6245-46. Putting asidethe fact that, unlike here, the problem in Falcon was a proposed class con-sisting of members of the general public who had sought employment,represented by an employee who had sought promotion, alleging differenttheories of discrimination, see Falcon, 457 U.S. at 157-58, ignoring rele-vant Supreme Court guidance would indeed be troubling if that was in factwhat we were doing. But the dissent mischaracterizes the role that signif-

    icant proof played in the Falcon analysis. The statement was a hypotheti-cal in clear dicta. Id. at 159 n.15. It is important not to apply SupremeCourt dicta to create a new ruleone [the Court] never envisioned.

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    Falcons discussion of two distinct processeshiring andpromotionfor which significant proof could prove suffi-cient to certify a single class, is an unusually high standardthat Plaintiffs here need not meet because they did not presentthe distinct legal theories of recovery that the Falcon plain-tiffs, both employees and applicants, had pursued together inone class. The question before the district court was notwhether [Plaintiffs] have definitively proven disparate treat-ment and a disparate impact; rather, the question was whetherthe basis of [Plaintiffs] discrimination claims was sufficientto support class certification. Brown v. Nucor Corp., 576

    F.3d 149, 156 (4th Cir. 2009), cert. denied, No. 09-981, 2010WL 285702 (Mar. 1, 2010).

    Contrary to the dissent,16Falcon does not say that Plaintiffs

    Lopez-Rodriguez v. Holder, 560 F.3d 1098, 1099 (9th Cir. 2009) (order)(Bea, J., dissenting from denial of rehg en banc). Further, here, we are nottaking Supreme Court statements and blandly shrug[ging] them offbecause they were not a holding. Newdow v. U.S. Congress, 328 F.3d466, 480 (9th Cir. 2003) (order) (OScannlain, J., dissenting from denialof rehg en banc). Instead, we are considering the statements and avoidingcreating a new rule of law, noting that we should be particularly wary ofconceiving such a rule from dicta when the facts underlying the dicta are

    easily distinguished from the present case and when the dicta relied uponwas in the form of a hypothetical.16The dissent reads Falcon to require a showing of evidence sufficient

    to carry plaintiffs burden of adducing significant proof. Dissent at 6259.However, the dissents encapsulating all ofFalcon into this one phrase indicta ignores other key distinctions on which the Court was actually rely-ing. Falcon does not hold that a plaintiff must prove a widespread policyof discrimination to obtain class certification nor, of course, does it allowa district court to certify a class based on a plaintiffs mere allegations ofdiscriminatory practices. 457 U.S. at 157-58. Rather, Falcon only says thatan individual who, on his own behalf, does not allege any overall policycannot, by proving his own case, establish on the merits an inference rele-vant to the group, thus remedying his failure to otherwise make a showingof commonality.Id. Such a statement is a far cry from suggesting, as doesthe dissent, see Dissent at 6247, 6249-50, that a class cannot be certifiedunless the plaintiffsprove a discriminatory overall policy in which casethere would be no reason to have a trial at all.

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    must show a common policy of proven discrimination at theclass action stage, rather than just a common policy allegedto be discriminatory. 457 U.S. at 158-59. Of course, as wehave already explained, named plaintiffs must do more thanmerely allege discriminatory practices against themselves.Id.As we demonstrate below, Plaintiffs here do so, makingshowings through their expert testimony and statistical evi-dence, which further distinguishes the certification decisionhere from that decision in Falcon. In maintaining otherwisein its discussion, the dissent confuses merits decisions such asTeamsters, 431 U.S. at 336, and class action certification deci-

    sions.

    17

    It also ignores our previous statement examining Fal-con footnote 15 in which we explained that [w]e understandfootnote fifteen ofFalcon to present a demonstrative examplerather than a limited exception to the overall skepticismtoward broad discrimination class actions. Staton, 327 F.3dat 955. In other words, as we have previously describedFalcon, the Supreme Court does not generally ban all broadclasses but rather precludes a class action that, on the basis ofone form of discrimination against one or a handful of plain-tiffs, seeks to adjudicate all forms of discrimination against allmembers of a group protected by Title VII, 1981, or a simi-lar statute. Id.

    The dissent also largely ignores Supreme Court guidanceby failing to recognize that Falcon addressed the claim thatthe allegations of an employee subject to discrimination in

    17The dissents claim that Plaintiffs must prove discrimination at thisstage, Dissent at 6247, conflates the class certification and merits phasesof the litigation. See Brown, 576 F.3d at 153 ([A]llegations of a practiceof disparate treatment in the exercise of unbridled discretion raises ques-tions of law and fact common to all subject black employees. (emphasisadded) (internal quotation marks omitted))); Shipes v. Trinity Indus., 987F.2d 311, 316 (5th Cir. 1993) (The threshold requirements of commonal-ity and typicality are not high . . . . Allegations of similar discriminatoryemployment practices, such as the use of entirely subjective personnelprocesses that operate to discriminate, satisfy the commonality and typi-cality requirements of Rule 23(a). (emphasis added)).

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    promotion decisions fairly encompassed the claims of non-employees allegedly subject to discrimination in a discretehiring process. Falcon, 457 U.S. at 158. Such a determinationunder Rule 23 is clearly distinct from an inquiry where, ashere, a class consists entirely of individuals actually employedunder the same corporate policies.18 Critically, in Falcon, theindividual plaintiffs claim was based on promotion practicesfor his allegations and hiring practices for the putative classmembers, yet Falcons complaint contained no factual alle-gations concerning petitioners hiring practices, id. at 150,despite the fact that the class members claims depended on

    pattern or practice in hiring, id. at 159. In contrast, where theindividual plaintiffs seek to prove their own cases throughpattern or practice methods, they are necessarily dependent onproving facts relevant to others of the same protected groupsubject to the same policy, class action or no class action. SeeWatson, 487 U.S. at 994-95; see also Nagareda, AggregateProof, supra, at 150 (The terms pattern and practicethemselves imply an aggregate perspective.).

    18Indeed, the record provides significant evidence of central control.The district court found that, [h]aving reviewed the extensive evidencesubmitted by the parties, . . . Wal-Marts systems for compensating and

    promoting in-store employees are sufficiently similar across regions andstores to support a finding that the manner in which these systems affectthe class raises issues that are common to all class members. Dukes, 222F.R.D. at 149. Yet the dissent seems to assume that central control was nota pervasive feature of Wal-Marts baseline promotion policies, or that ifit was, such control undercuts Plaintiffs case. Dissent at 6253 (rejectingPlaintiffs claim that the subjective decision-making in compensationand promotions takes place within parameters and guidelines that arehighly uniform, and within a strong corporate culture, because thisargument is contrary to the thrust of plaintiffs legal theory) (citingDukes, 222 F.R.D. at 157). Such a view ignores the precise contours ofPlaintiffs claims. Questioning the degree of central control over theframework policies is particularly surprising given the district courts find-ings, see Dukes, 222 F.R.D. at 145-54, and additional evidence in the

    record that, for example, Wal-Mart posted employees in the Rising StarProgram who were eligible for promotion on a wall in the BentonvilleHome Office.

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    Finally, Plaintiffs here are unlike the plaintiff in Falcon,who failed to otherwise [ ]support[ his] allegation that thecompany ha[d] a policy of discrimination except by claimingthat he himself had been denied a promotion on discrimina-tory grounds. Falcon, 457 U.S. at 157-58. As we detail below,Plaintiffs here have introduced significant proof of Wal-Marts policies, and their effects on the certified class, andhave introduced evidence of far more than the validity of[their] own claim[s]. Id. Even if the dissent were correct increating a significant proof standard (or burden, or require-ment), which it is not, it would not apply to Plaintiffs in thiscase. Subjective decisionmaking processes are exactly what

    the Plaintiffs allege here and what the Supreme Courts hypo-thetical expressed concern with in Falcon.Id. at 159 n.15. Inaddition, it is not clear that such a standard, if it existed, needapply to Plaintiffseveryone of whom was or is an employeeat all because they are not situated as the Falcon plaintiffs,who were both employees seeking promotion and job appli-cants pursuing a position and thus needed to show differentfacts and allege diverging legal theories.

    Again unlike in Falcon, and as discussed in detail below,the district court here did not presume or fail to evaluate

    carefully the legitimacy [of Plaintiffs claims to be] properclass representative[s], id. at 160, but rather found Rule 23satisfied only after undertaking the rigorous analysis theSupreme Court requires, see Dukes, 222 F.R.D. at 143-69.The specific recognition of Falcons rigorous analysisrequirement guided the district courts analysis throughout itslengthy order, and the court made determinations that each ofRule 23s requirements were satisfied. Id. at 143-44, 166-68(applying Falcon). The dissents attenuated claim that the dis-trict court abused its discretion by failing to require a spe-cific presentation identifying the questions of law or fact thatwere common to the claims of respondent and of the members

    of the class he sought to represent, see Falcon, 457 U.S. at158, is vitiated by the twenty-four pages in which the districtcourt exhaustively performed exactly that analysis, explicitly

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    considering questions of law and fact that were common tothe members of the class and the named representatives,19seeDukes, 222 F.R.D. at 145-69. In short, and as we will nowexplain, at the certification stage, it is difficult for us to envi-sion a more rigorous analysis than the one the district courtconducted.

    III. CERTIFICATION OF THIS CLASS

    Unsurprisingly, the class in this case is broad and diverse,encompassing both salaried and hourly employees in a rangeof positions, who are or were employed at one or more of

    Wal-Marts 3,400 stores across the country. The district courtfound that the large class is united by a complex array ofcompany-wide practices, which Plaintiffs contend discrimi-nate against women.

    A. Rule 23(a)

    At the outset of considering the district courts certificationorder in light of the above-clarified standard, we note two fac-ets of the district courts review.

    First, this case reached us after a significantly more search-ing review than cases in other circuit courts explaining theRule 23 standard. In Szabo, for example, the district court as-sumed that whatever [the plaintiff] allege[d] must be true,and it [p]roceed[ed] as if class certification under Rule 23were governed by the same principles as evaluating the suffi-ciency of the complaint under Rule 12(b)(6). 249 F.3d at674-75. In Gariety, the case came to the Fourth Circuit after

    19These common issues of law and fact, necessary to bridge the gapfrom the class representatives to the entire class, are discussed in PartIII.A. For now, it is sufficient to note that they include an analysis of simi-lar promotion and compensation policies Wal-Mart applied to all employ-ees, a dominant corporate culture Wal-Mart maintained throughout itsstores, and statistical evidence showing class-wide gender disparities incompensation.Dukes, 222 F.R.D. at 145-69.

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    the district court had concluded that the fact that the plain-tiffs have asserted that the Keystone market was efficient isenough at the certification stage to find the market efficient.368 F.3d at 361 (emphasis added); see also Vallario v. Vande-hey, 554 F.3d 1259, 1265-66 (10th Cir. 2009) (district courtabused its discretion in thinking it was barred from any con-sideration of actions merits); IPO, 471 F.3d at 30 (districtcourt finding that only plaintiffswho have the burden ofproof at class certificationmust make some showing ).

    In other words, previous circuit courts addressing similarissues have been faced with district courts making the samemistake that we described a small number of district courts inthis circuit have made in citing Blackie out of context: refus-ing to consider any issue overlapping with the merits, andassuming the plaintiffs substantive allegations as true for theRule 23 inquiry. As we demonstrate below, such review isentirely dissimilar from the district courts review in this case.

    Second, we also note that resolving this case requires aclose reading of the district courts lengthy opinion to deter-mine the standard the district court applied in deciding to cer-tify the class. Contrary to the claims of Wal-Mart and the

    dissent, such a reading of the district courts individual deter-minations on Rule 23(a) shows that the district court actuallyweighed evidence and made findings sufficient under thestandard we have described above.

    [11] In broadly discussing the standard of review, the dis-trict court stated the following:

    A party seeking to certify a class must demon-strate that it has metall four requirements of FederalRule of Civil Procedure 23(a), and at least one of therequirements of Rule 23(b). Rule 23(a) requires that

    all of the following four factors be met. . . . In short,the class must satisfy the requirements of numero-sity, commonality, typicality, and adequacy. . . .

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    The party seeking certification must provide factssufficient to satisfy Rule 23(a) and (b) requirements.In turn, the district court must conduct a rigorousanalysis to determine that the prerequisites of Rule23 have been met. Gen. Tel. Co. v. Falcon., 457 U.S.147, 161 (1982). If a court is not fully satisfied, cer-tification should be refused. . . . See Fed. R. Civ. P.23 advisory committees note to 2003 amends.

    . . . .

    . . . [A]lthough some inquiry into the substance ofa case may be necessary to ascertain satisfaction ofthe commonality and typicality requirements of Rule23(a), it is improper