Opinion by Judge HAWKINS; Concurrence by Judge GRABER; Dissent by Judge IKUTA; Dissent by Chief Judge KOZINSKI.
MICHAEL DALY HAWKINS, Circuit Judge:Plaintiffs allege that Wal-Mart, Inc., discriminates against women in violation of Title VII of the Civil Rights Act of 1964. After detailed briefing and hearing, the district court certified a class encompassing all women employed by Wal-Mart at any time after December 26, 1998, and encompassing all Plaintiffs’ claims for injunctive relief, declaratory relief, and back pay, while creating a separate opt-out class encompassing the same employees for punitive damages. We affirm1 the district court’s certification of a Federal Rule of Civil Procedure 23(b)(2) class of current employees with respect to their claims for injunctive relief, declaratory relief, and back pay. With respect to the claims for punitive damages, we remand so that the district court may consider whether to certify the cláss under Rule 23(b)(2) or (b)(3). We also remand with respect to the claims of putative class members, who no longer worked for Wal-Mart when the complaint was filed so that the district court may consider whether to certify an additional class or classes under Rule 23(b)(3).
BACKGROUND
Plaintiffs’ Third Amended Complaint,2 brought on behalf of certain named plaintiffs and those similarly situated, asserts claims against Wal-Mart for sex discrimination under Title VII of the 1964 Civil Rights Act. Plaintiffs allege that women employed in Wal-Mart stores: (1) are paid less than men in comparable positions, despite having higher performance ratings and greater seniority; and (2) receive fewer — and wait longer for- — promotions to in-store management positions than men. Plaintiffs contend that Wal-Mart’s strong, *578centralized structure fosters or facilitates gender stereotyping and discrimination, that the policies and practices underlying this discriminatory treatment are consistent throughout Wal-Mart stores, and that this discrimination is common to all women who work or have worked in Wal-Mart stores.
Plaintiffs sought to certify a nationwide class of women who have been subjected to these allegedly discriminatory pay and promotion policies. The proposed class consists of women employed in a range of Wal-Mart positions, from part-time entry-level hourly employees to salaried managers. The class seeks injunctive and declaratory relief, back pay, and punitive damages, but not traditional “compensatory” damages. Plaintiffs proposed that the district court certify the following 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-Mart’s challenged pay and management track promotions policies 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-Mart’s 3,400 stores in 41 regions. The court acknowledged Wal-Mart’s concerns but noted that, while the class size was large, the issues were not unusual.3
District Court Proceedings
The district court issued an eighty-four-page order granting in part and denying in part Plaintiffs’ motion for class certification. See id. at 187-88. With respect to Plaintiffs’ claims for equal pay, the district court granted Plaintiffs’ certification motion as to issues of alleged discrimination and all forms of requested relief. With respect to Plaintiffs’ promotion claim, the court’s holding was mixed. The court certified the proposed class with respect to issues of alleged discrimination (including liability for punitive damages, as well as injunctive and declaratory relief); however, the court rejected the pro posed class with respect to the request for back pay, determining that data relating to the challenged promotions were not available for all class members. The court also exercised its discretion to provide for notice and an opportunity for employees to opt-out of the punitive damages portion of the class.
The Appeal
Pursuant to Rule 23(f), Wal-Mart appealed, contending that the district court *579erred by: (1) concluding that the class met Rule 23(a)’s commonality and typicality requirements; (2) eliminating Wal-Mart’s ability to respond to individual Plain tiffs claims; and (3) failing to recognize that Plaintiffs’ claims for monetary relief predominated over their claims for injunctive or declaratory relief. Plaintiffs cross-appealed from the district court’s limitation of back pay relief for many of Plaintiffs’ promotion claims.
DISCUSSION
I. Standard and Scope of Review
A district court’s decision regarding class certification is not only reviewed for abuse of discretion, Staton v. Boeing Co., 327 F.3d 938, 953 (9th Cir.2003), but also subject to “very limited” review, to be reversed “only upon a strong showing that the district court’s decision was a clear abuse of discretion,” Armstrong v. Davis, 275 F.3d 849, 867(9th Cir.2001) (internal quotation marks omitted). See also Millowitz v. Citigroup Global Mkts., Inc. (In re Salomon Analyst Metromedia Litig.), 544 F.3d 474, 480 (2d Cir.2008) (“When reviewing a grant of class certification, we accord the district court noticeably more deference than when we review a denial of class certification.”); Gonzales v. Free Speech Coal, 408 F.3d 613, 618 (9th Cir. 2005) (“Abuse of discretion is a highly deferential standard, under which the appellate court cannot substitute its view of what constitutes substantial justification for that of the district court; rather, the review is limited to assuring that the district court’s determination has a basis in reason.” (internal quotation marks omitted)); Blyden v. Mancusi, 186 F.3d 252, 269 (2d Cir.1999) (“A district court’s decision to certify a class is reviewed for abuse of discretion, and ‘[a] reviewing court must exercise even greater deference when the district court has certified a class than when it has declined to do so.’ ” (quoting Marisol A. v. Giuliani, 126 F.3d 372, 375 (2d Cir.1997) (per curiam))); Doninger 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” (internal quotation marks omitted)).
A court abuses its discretion if its decision is premised on legal error. Hawkins v. Comparet-Cassani, 251 F.3d 1230, 1237 (9th Cir.2001). Moreover, the district court’s factual findings as to the applicability of Rule 23 criteria are entitled to the traditional deference given such determinations. See Local Joint Executive Bd. of Culinary/Bartender Trust Fund v. Las Vegas Sands, Inc., 244 F.3d 1152, 1161(9th Cir.2001).
Rule 23 “provides district courts with broad discretion to determine whether a class should be certified, and to revisit that certification throughout the legal proceedings before the court.” Armstrong, 275 F.3d at 871 n. 28. If evidence not available at the time of certification disproves Plaintiffs’ contentions that common issues predominate, the district court has the authority to modify or even decertify the class, Gen. Tel. Co. of Sw. v. Falcon, 457 U.S. 147, 160, 102 S.Ct. 2364, 72 L.Ed.2d 740 (1982) (“Even after a certification order is entered, the judge remains free to modify it in the light of subsequent developments in the litigation.”), or use a variety of management devices to address the individualized issues that have arisen, see 2 Alba Conte & Herbert B. Newberg, Newberg on Class Actions § 4.26(4th ed.2002).4
*580Our review is limited to whether the district court correctly selected and applied Rule 23 criteria. Bogus v. Am. Speech & Hearing Ass’n, 582 F.2d 277, 289 (3d Cir.1978); see also Waste Mgmt. Holdings, Inc. v. Mowbray, 208 F.3d 288, 295 (1st Cir.2000) (“An abuse occurs when a court, in making a discretionary ruling, relies upon an improper factor, omits consideration of a factor entitled to substantial weight, or mulls the correct mix of factors but makes a clear error of judgment in assaying them.”). Thus, if Plaintiffs demonstrate that they meet Rule 23’s requirements, they should be allowed to pursue their action as a class.
II. Standards For Class Certification Under Rule 23
A district court may certify a class only if:
(1) the class is so numerous that joinder of all members is impracticable;
(2) there are questions of law or fact common to the class; (3) the claims or defenses of the representative parties are typical of the claims or defenses of the class; and (4) the representative parties will fairly and adequately protect the interests of the class.
Fed.R.Civ.P. 23(a).
The district court must also find that at least one of the following three conditions is satisfied: (1) the prosecution of separate actions would create a risk of: (a) inconsistent or varying adjudications, or (b) individual adjudications dispositive of the interests of other members not a party to those adjudications; (2) the party opposing the class has acted or refused to act on grounds generally applicable to the class; or (3) questions of law or fact common to the members of the class predominate over any questions affecting only individual members, and a class action is superior to other available methods for the fair and efficient adjudication of the controversy. See id. 23(b).
The party seeking certification bears the burden of showing that each of the four requirements of Rule 23(a) and at least one requirement of Rule 23(b) have been met., Zinser v. Accufix Research Inst., Inc., 253 F.3d 1180, 1186 (9th Cir.), amended by 273 F.3d 1266 (9th Cir.2001).
The parties vigorously contest the standards governing the 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 the standard in this circuit. Second, a number of recent cases in other circuits have endeavored to clarify the standard, and we find 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 from our clear case law, and we write to clarify our precedent. Fourth, we are not aware of a circuit that has detailed the issue in the Title VII context, and the typical situation presented in such a case implicates significant differences in the doctrine that require explanation to reach a resolution here and in future Title VII class action certification decisions.
A. Supreme Court Authority
The Supreme Court has provided clear, if sometimes misunderstood, guidance on the issue of what standards a district court applies when deciding whether to certify a class.
*581The leading case describing these standards is Falcon, where the plaintiff successfully certified a class of Mexican-Americans claiming racial discrimination. After a full trial on the merits, however, the district court’s findings distinguishing the named representative’s claims from those of the class called the propriety of continued class certification into question.5 On appeal, the Supreme Court held that because of the district court’s findings at trial, Falcon’s “complaint provided an insufficient basis for concluding that the adjudication of his claim of discrimination in promotion would require the decision of any common question concerning the failure of [General Telephone] to hire more Mexican-Americans.” Id. at 158., 102 S.Ct. 2364
The Court described the implications of its holding, noting that “[s]ometimes the issues are plain enough from the pleadings to determine whether the interests of the absent parties are fairly encompassed within the named plaintiffs claim, and sometimes it may be necessary for the court to probe behind the pleadings before coming to rest on the certification question.” Id. at 160, 102 S.Ct. 2364. In either case, the Court held, “a Title VII class action, like any other class action, may only be certified if the trial court is satisfied, after a rigorous analysis, that the prerequisites of Rule 23(a) have been satisfied.” Id. at 161, 102 S.Ct. 2364. In conducting this rigorous analysis, the Court explained that “the class determination generally involves considerations that are enmeshed in the factual and legal issues comprising the plaintiffs cause of action.” Id. at 160, 102 S.Ct. 2364(internal quotation marks omitted).
Illustrating further, the Court approvingly cited Judge Godbold’s concurring opinion in the Fifth Circuit case that had announced the “across-the-board” rule the Court was reviewing in Falcon. Judge Godbold’s concurrence addressed the role of the district court in understanding the likely course of the litigation, and the Supreme Court praised his focus on “the need for more precise pleadings.” Id. at 160, 102 S.Ct. 2364(internal quotation marks omitted). The Court approved of his statement that “ ‘without reasonable specificity the court cannot define the class, cannot determine whether the representation is adequate, and the employer does not know how to defend.’ ” Id. at 161, 102 S.Ct. 2364(quoting Johnson v. Ga. Highway Express, Inc., 417 F.2d 1122, 1126 (5th Cir.1969) (Godbold, J., specially concurring)).
Falcon thus provides relatively straightforward guidance. When considering class certification under Rule 23, district courts are not only at liberty to, but-must, perform a rigorous analysis to ensure that the prerequisites of Rule 23(a) have been satisfied. See id. at 160-61, 102 S.Ct. 2364. It does not mean that a district court must conduct a full-blown trial on the merits prior to certification. A district court’s 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, *582every circuit to have considered this issue, including our own previous decisions, has reached essentially the same conclusion: Falcon’s central command requires district courts to ensure that Rule 23 requirements are actually met, not simply presumed from the pleadings.
We also agree with the Second Circuit’s recent decision in Miles v. Merrill Lynch & Co. (In re Initial Pub. Offerings Securities Litigation) (“IPO ”), which explained that, to the extent lower courts have evidenced confusion regarding the Rule 23 standard after Falcon, this confusion has existed because those courts have misread a Supreme Court statement made eight years before the Court handed down Falcon. See 471 F.3d 24, 33-34 (2d Cir.2006). Specifically, courts have misunderstood Eisen v. Carlisle & Jacquelin, in which the Supreme Court stated, ‘We find nothing in either the language or history of Rule 23 that gives a court any authority to conduct a preliminary inquiry into the merits of a suit in order to determine whether it may be maintained as a class action.” 417 U.S. 156, 177, 94 S.Ct. 2140, 40 L.Ed.2d 732 (1974). “This statement has led some courts to think that in determining whether any Rule 23 requirement is met, a judge may not consider any aspect of the merits....” IPO, 471 F.3d at 33. It has “led other courts to think that a judge may not do so at least with respect to a prerequisite of Rule 23 that overlaps with an aspect of the merits of the case.” Id.
As the IPO court recognized, the distinguishing features of Falcon and Eisen are the purposes for which the certifying court is using the underlying facts — whether to address a merits issue unnecessarily or to determine whether, for example, the plaintiffs have demonstrated questions of law or fact common to their proposed class. See IPO, 471 F.3d at 32-35. An easy way to understand this distinction is to analogize to a familiar dispute over the admissibility of alleged hearsay evidence. 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 to impeach a witness may be properly admitted. So, too, with inquiries into facts overlapping with merits issues in the Rule 23 context. It is whether courts are using the facts to probe the plaintiffs’ claims of compliance with Rule 23, or to hear either parties’ claims directed to stand-alone merits issues, that renders a court’s use of the facts proper or improper. Courts have thus strayed from Falcon when they have myopically invoked Eisen to avoid considering facts properly relevant to the Rule 23 determination because the facts happen to be relevant to the later merits inquiry as well.
B. Case Law in Other Circuits
Like our decision today, and in part because of courts’ misunderstanding of Eisen, many of our sister circuits have recently been called upon to clarify the standard that a district court applies when deciding whether to certify a class under Rule 23.
Though IPO is the most notable of these decisions, other courts often trace the explanatory effort back to the Seventh Circuit’s decision in Szabo v. Bridgeport Machines, Inc., 249 F.3d 672 (7th Cir.2001). In Szabo, the court rejected a nationwide products liability class because the class was generally unsuitable for class-wide resolution because of choice of law problems on the state breach-of-warranty and fraud claims. Id. at 674. The Seventh Circuit also found that the district court below had “certified the class without resolving factual and legal disputes that strongly influence the wisdom of class treatment” because the district court had stated that the plaintiffs’ “allegations in *583the complaint are accepted as true for purposes of the class motion.” Id. at 675. Analogizing to the preliminary jurisdictional inquiries that district courts routinely make under Federal Rules of Civil Procedure 12(b)(1) and 12(b)(2), the court explained that, “[bjefore deciding whether to allow a case to proceed as a class action, therefore, a judge should make whatever factual and legal inquiries are necessary under Rule 23.” Id at 676.
The Second Circuit’s decision in IPO agreed with Szabo, providing what is now the leading case on the extent to which a district court must resolve Rule 23 issues that overlap with the merits of the case. IPO held that factual disputes concerning each of the Rule 23 factors must be analyzed and resolved. 471 F.3d at 41. This is a similar holding to our previous explanation — discussed in more detail below— that a district court must make “determinations” that the prerequisites of Rule 23(a) have been satisfied before it certifies a class, “which may require review of the same facts and the same law presented by review of the merits.” Falcon, 457 U.S. at 161, 102 S.Ct. 2364; Blackie v. Barrack, 524 F.2d 891, 897(9th Cir.1975). IPO explained that “the obligation to make such determinations is not lessened by overlap between a Rule 23 requirement and a merits issue.” 471 F.3d at 41. IPO expressly rejected the Second Circuit’s approach in Caridad v. 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) (“Visa Check”), 280 F.3d 124, 135 (2d Cir.2001), which had permitted class certification based on “some showing” that the Rule 23 factors were met, obviating the need to assess conflicting expert testimony pertinent to the Rule 23 inquiries. IPO, 471 F.3d at 40.
Since IPO, a number of other circuits have detailed the issue. The First Circuit has reviewed these appellate cases, noting that “[o]ur sister circuits agree that when class criteria and merits overlap, the district court must conduct a searching inquiry regarding the Rule 23 criteria, but how they articulate the necessary degree of inquiry ranges along a spectrum which 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 different words in articulating the review necessary, we think New Motor Vehicles overstates the degree of difference among the circuits. The core holding across circuits that have considered the issue is essentially unanimous: district courts must satisfy themselves that the Rule 23 requirements have been met before certifying a class, which will sometimes, though not always, require an inquiry into and preliminary resolution of disputed factual issues, even if those same factual issues are also, independently, relevant to the ultimate merits of the case. See, e.g., 1 Joseph M. McLaughlin, McLaughlin on Class Actions § 3:12 (6th ed. 2009) (“Consensus is rapidly emerging among the United States Courts of Appeal. The First, Second, Third, Fourth, Fifth, Seventh, Eighth, Tenth and Eleventh Circuits have expressly adopted certification standards that require rigorous factual review and preliminary factual and legal determinations with respect to the requirements of Rule 23 even if those determinations overlap with the merits.”).
A closer discussion of the cases the First Circuit has cited demonstrates the truly narrow range in which this “spectrum” actually exists. Requiring the district court to “make specific findings that each *584Rule 23 criterion is met” represents, the First Circuit has claimed, “around the more rigorous end of [the] spectrum,” and has been embraced by the Second, Fourth, Fifth, Seventh — and we would add Ninth — Circuits. New Motor Vehicles, 522 F.3d at 24 (citing IPO, 471 F.3d at 33, 41; Unger v. Amedisys Inc., 401 F.3d 316, 321-22(5th Cir.2005) (requiring courts to find facts favoring class certification through the use of “rigorous, though preliminary, standards of proof’); Gariety v. Grant Thornton, LLP, 368 F.3d 356, 366 (4th Cir.2004) (requiring that “the factors spelled out 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 New Motor Vehicles court, are cases in “the Third and Eighth Circuits [which] sometimes require an inquiry into and preliminary resolution of disputes, but they do not require findings and do not hold that such inquiry will always be necessary.” New Motor Vehicles, 522 F.3d at 24 (citing Blades v. Monsanto 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” of certification standards narrower and more internally consistent than does the First Circuit. To begin with, we respectfully disagree with New Motor Vehicles'^ characterization of the Third Circuit’s approach. The case New Motor Vehicles cited, Newton, 259 F.3d at 174-77, only discussed a “presumption” of 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 has noted that Newton does not hold that a district court can presume Rule 23 requirements met from contested pleadings outside the fraud-on-the-market context. Vallies v. Sky Bank, 591 F.3d 152, 162-63 (3d Cir.2009). It has also demonstrated its conformity with the other circuits’ standard more broadly. In In re Constar International Inc. Securities Litigation, the court explained that “we require that each Rule 23 component be satisfied.” 585 F.3d 774, 780 (3d Cir. 2009) (emphasis added) (citing In re Hydrogen Peroxide Antitrust Litig., 552 F.3d 305, 310 (3d Cir.2009) (“Hydrogen Peroxide ”)). Recognizing the importance of the class certification decision, the court emphasized that “district courts, where appropriate, [are] to ‘delve beyond the pleadings to determine whether the requirements for class certification are satisfied.’ ” Id. (quoting Hydrogen Peroxide, 552 F.3d at 316; Newton, 259 F.3d at 167). It further elucidated, “[a]n overlap between a class certification requirement and the merits of a claim is no reason to decline to resolve relevant disputes when necessary to determine whether a class certification requirement is met.” Id. (internal quotation marks omitted). The Third Circuit thus requires a district court “determination” that the “requirements” of Rule 23 have been “satisfied.” Id. While we readily recognize the benefit of the additional cases available to us in conducting our review, we respectfully disagree with the First Circuit’s conclusion that the Third Circuit allows a more lax standard of review than do other circuits.
New Motor Vehicles is on firmer ground describing the Eighth Circuit’s decision in Blades, though we find the language in that case more nuanced than New Motor Vehicles describes, and we disagree that Blades “suggests substantial differences” from other circuits. New Motor Vehicles, 522 F.3d at 24. The Blades court cited Falcon in describing the standard as follows:
*585To determine whether common questions predominate, a court must conduct a limited preliminary inquiry, looking behind the pleadings. In conducting this preliminary inquiry, however, the court must look only so far as to determine whether, given the factual setting of the case, if the plaintiffs [sic] general allegations are true, common evidence could suffice to make out a prima facie showing for the class....
The preliminary inquiry at the class certification stage may require the court to resolve disputes going to the factual setting of the case, and such disputes may overlap with the merits of the case. See Szabo v. Bridgeport Machs., Inc., 249 F.3d 672, 676-77 (7th Cir.2001). Nonetheless, such disputes may be resolved only insofar as resolution is necessary to determine the nature of the evidence that would be sufficient, if the plaintiffs general allegations were true, to make out a prima facie case for the class.
Blades, 400 F.3d at 566-67 (some citations omitted) (emphasis added).
While this language is not as definitive as that used by the Second Circuit in IPO, for example, it sets up essentially the same standard. Under Blades, district courts in the Eighth Circuit must “resolve” factual disputes going to the “setting of the case,” which we understand to mean the factual circumstances dictating whether the plaintiffs have met the Rule 23 requirements. Id. at 567. Supporting this understanding is Blades’s later statement explaining that “[t]o certify a class action under Rule 23(b)(3), the Court mast find that: 1) common questions predominate ... and 2) class resolution is superior to other available methods for the fair and efficient adjudication of the controversy.” Id. at 569 (emphasis added). Finally, like IPO, Blades understands Eisen as prohibiting the district court from making preliminary findings on merits issues not related to the Rule 23 resolution. See id. at 566-67; see also Richard A. Nagareda, Class Actions in the Administrative State: Kalven and Rosenfield Revisited, 75 U.Chi. L.Rev. 603, 616 (2008) (“Nagareda, Class Actions ”). Not surprisingly, then, IPO cited Blades as a key case supporting its conclusion to require district court determinations that each of the Rule 23 requirements is met. IPO, 471 F.3d at 38.
We thus view whether an appellate court requires district courts to “resolve,” id.; “find,” Unger, 401 F.3d at 319-20; or “determine,” IPO, 471 F.3d at 40-41, that Rule 23 requirements have been met, as essentially, even if not precisely, the same standard.6 To characterize such usage as embodying “substantial differences” seems to create a distinction where none exists. See New Motor Vehicles, 522 F.3d at 24; see also Richard A. Nagareda, Class Certification in the Age of Aggregate Proof, 84 N.Y.U. L.Rev. 97, 113-14 (2009) (Nagareda, Aggregate Proof) (describing federal courts as moving toward an “essentially uniform” standard that is “now-settled law”). Under any of these articulations, the charge to the district court follows the analysis the IPO court explained, and we agree, that Falcon and Eisen require. IPO, 471 F.3d at 41. The district court must analyze underlying facts and legal issues going to the certification questions *586regardless of any overlap with the merits. However, this does not mean a district court should put the actual resolution of the merits cart before the motion to dismiss, summary judgment, and trial horses by reaching out to decide issues unnecessary to the Rule 23 requirements.
Having discussed our sister circuits’ treatment of this issue, we now turn to the standard in our circuit as established by our previous cases.
C. Ninth Circuit Precedent
Since we first addressed the issue in the wake of the Eisen and Falcon decisions, our cases have made clear that a district court inquiry overlapping with the merits is permissible, 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 be necessary to ascertain satisfaction of the commonality and typicality requirements of Rule 23(a), it is improper to advance a decision on the merits to the certification stage.” (citation omitted)). Later, we said that a district court is “at liberty to consider evidence which goes to the requirements of Rule 23 even though the evidence may also relate to the underlying merits of the case.” Hanon v. Dataproducts Corp., 976 F.2d 497, 509 (9th Cir.1992) (internal quotation marks omitted); 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 the breadth and consistency of class counsel’s initial evidence places the district court’s finding of commonality well within that court’s discretion.” (citation omitted)). We have also specifically cited Eisen in rejecting a party’s argument that Eisen prohibits any inquiry overlapping with the merits and explaining that such an overlapping inquiry is sometimes necessary under Rule 23. See Blackie, 524 F.2d at 897(“Nor is the class issue separable from the merits in all cases (including this one). The common questions, typicality, conflicts and adequacy of representation, and predominance tests, are determinations ... which may require review of the same facts and the same law presented by review of the merits.” (citations omitted)).7
We have adhered to the Supreme Court’s guidance in holding that “[a] class may only be certified if we are ‘satisfied, *587after a rigorous analysis, that the prerequisites of Rule 23(a) have been satisfied.’ ” Hanon, 976 F.2d at 509 (quoting Falcon, 457 U.S. at 161, 102 S.Ct. 2364). We have also, however, recognized that Falcon contemplated cases in which “the issues are plain enough from the pleadings” and do not require analysis beyond those papers. 457 U.S. at 160, 102 S.Ct. 2364; Chamberlan v. Ford Motor Co., 402 F.3d 952, 961 (9th Cir.2005) (per curiam) (“The Supreme Court thus recognized over twenty years ago that a rigorous analysis does not always result in a lengthy explanation 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 the certification decision, and in others, the district court must make determinations on facts overlapping with the merits.
In addition, our cases have understood that Falcon, like Rule 23 itself, requires “questions of law or fact that were common to the claims.” 457 U.S. at 158, 102 S.Ct. 2364 (emphasis added). Therefore, we have found class certification proper where a “plaintiff is attacking defendants’ discriminatory practices against females, and this is not just as it applied to plaintiff only,” because such a claim “identifies a common legal issue, discrimination against women, and a common factual problem, 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, 591 F.3d 1105, 1122-23 (9th Cir. 2010) (“[T]he commonality requirements ask[s] us to look only for some shared legal issue or a common core of facts.”). We have also, of course, rejected the “across-the-board” claims that Falcon prohibited, and we have denied class certification when a rigorous analysis did not show the class would implicate common questions. See, e.g., Lozano v. AT & T Wireless Servs., Inc., 504 F.3d 718, 730 (9th Cir.2007) (citing Falcon in rejecting certification of a class action based on the unconscionability of a class action waiver because the district court did not perform the requisite analysis). As one example, we have explained that “commonality is satisfied where the lawsuit challenges a system-wide practice or policy that affects all of the putative class members,” because such a system implicates common factual questions. Armstrong, 275 F.3d at 868.
Our most recent statement considering Falcon and Eisen comports with this understanding as well. Writing for the court in United Steel Workers v. ConocoPhillips Co., Judge Bybee explained that it is the plaintiffs theory that matters at the class certification stage, not whether the theory will ultimately succeed on the merits. See 593 F.3d 802, 808-09 (9th Cir.2010). We thus found reversible error because the district court did not consider whether the plaintiffs legal theory “was one in which common issues of law and or fact did not predominate,” and instead found the class did not meet Rule 23’s requirements because “ ‘there can be no assurances that [plaintiffs] w[ould] prevail on this theory.’ ” Id. (citing the district court) (first emphasis added). In short, we have consistently held that when considering how the facts and legal issues apply to a class under Rule 23(a), the district court must focus on common questions and common issues, not common proof or likely success on the questions commonly raised. See id.
For the most part, the dozens of district court cases in this circuit parsing Eisen, Falcon, and our precedent, have considered Eisen’s language in context, concluding that they must make determinations that the requirements of Rule 23 have been met, and acknowledging that these determinations will sometimes require examining issues that overlap with the mer*588its. See, e.g., Endres v. Wells Fargo Bank, No. C 06-7019, 2008 WL 344204, at *2 (N.D.Cal. Feb. 6, 2008) (“[T]he court is not permitted to make a preliminary inquiry into the merits of the plaintiffs’ claims at that stage of the litigation. Nevertheless, the court must consider evidence relating to the merits if such evidence also goes to the requirements of Rule 23.” (internal quotation marks and citation omitted)); Westways World Travel, Inc. v. AMR Corp., 218 F.R.D. 223, 230 (C.D.Cal.2003) (“Although the Supreme Court once stated that courts have no authority to conduct a preliminary inquiry into the merits of a suit in order to determine whether it may be maintained as a class action, [citing Eisen ] later cases make clear that a preliminary inquiry into the merits is sometimes necessary to make a meaningful determination of class certification issues. At the same time, the court is required to take the allegations of the plaintiffs complaint as true. Plaintiff bears the burden of showing that the elements of Rule 23 are met.” (citations omitted)).8 These *589cases have correctly threaded the needle between Eisen, Falcon, and our precedent.
In the less typical instances in which district courts in this circuit have been led astray, a common reason seems to have been a misreading of our statement in footnote 17 of Blackie v. Barrack, in which we explained that district courts are “bound to take the substantive allegations of the complaint as true, thus necessarily making the class order speculative in the sense that the plaintiff may be altogether unable to prove his allegations.” 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 the complaint as true.”). But, that statement is taken out of context when relied on in this manner.9 The subsequent sentences in Blackie, which the erring district courts almost universally neglect to include, explained that, although “the court may not put the plaintiff to preliminary proof of his claim, it does require sufficient information to form a reasonable judgment. Lacking that, the court may request the parties to supplement the pleadings with sufficient material to allow an informed judgment on each of the Rule’s requirements.” 524 F.2d at 901 n. 17 (emphasis added). Discussing when a certification inquiry overlaps with the merits, we further explained in Blackie:
Nor is the class issue separable from the merits in all cases (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 ... which may require review of the same facts and the same law presented by review of the merits.
524 F.2d at 897.
A better reading of Blackie, then, is to understand it as having the meaning that our cases, and the majority of district court opinions, have ascribed to it: Blackie is entirely consistent with the Supreme Court’s guidance, explicitly requiring a district court to probe behind the pleadings if doing so is necessary to make findings on the Rule 23 certification decision. Thus, Blackie does not, and could not, require the district court to unquestioningly accept a plaintiffs arguments as to the necessary Rule 23 determinations. The sense in which Blackie referred to class certification as speculative is the same way in which we most recently, and more artfully, described the inquiry:
*590[A] court can never be assured that a plaintiff will prevail on a given legal theory prior to a dispositive ruling on the merits, and a full inquiry into the merits of a putative class’s legal claims is precisely what both the Supreme Court and we have cautioned is not appropriate for a Rule 23 certification inquiry.
United Steel Workers, 593 F.3d at 808-09.
In short, the explanation we provide today is not a new standard at all. Though a small number of district courts in this circuit have misunderstood Blackie and relied on Eisen in the way that the Second Circuit has cautioned against, and that we now reject, the precedent from this court is consistent. We are unable to find a single case in our court that incorrectly relied on the “no merits inquiry” language from Eisen in certifying a class without examining necessary issues because they overlapped with the merits. Cf. Caridad, 191 F.3d at 291-92(applying the “no merits inquiry” language from Eisen out of context to prohibit the proper Rule 23 analysis). Our explanation confirms what our decisions have held for more than twenty-five years: A district court must sometimes resolve factual issues related to the merits to properly satisfy itself that Rule 23’s requirements are met, but the purpose of the district court’s inquiry at this stage remains focused 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 likelihood of success on the merits. Falcon, 457 U.S. at 158, 102 S.Ct. 2364(requiring a “specific presentation identifying the questions of law or fact that were common to the claims of respondent and of the members of the class he sought to represent” (emphasis added)); United Steel Workers, 593 F.3d at 808-09 (district court erred in basing its decision on whether the plaintiffs could prove merits rather than whether their claims implicated common questions of law or fact). Of course, for class certification to be proper, the common questions cannot simply arise from artful pleading. Plaintiffs must raise questions that the district court concludes, after a rigorous analysis, are susceptible 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 own and other circuits’ treatment of the issue, leads us to recognize a number of constant holdings across circuits that we must incorporate into our clarification of the proper standard governing a district court in considering a Rule 23 motion for class certification.
To begin with, at the class certification stage, while Eisen prohibits a court from making determinations on the merits that do not overlap with the Rule 23 inquiry, district courts must make determinations that each requirement of Rule 23 is actually met. This bedrock rule is consistent with the Supreme Court’s statements, other circuits’ decisions, and our longstanding precedent. While plaintiffs need not make more than allegations as to their substantive claims, whether the suit is appropriate for class resolution must be actually demonstrated, not just alleged, to the district court’s satisfaction.
In addition, in the cases such as IPO in which courts have recognized how Eisen is sometimes misunderstood, those circuits have uniformly reserved discretion with the district court to avoid a trial-level inquiry at the certification stage despite the need to find the Rule 23 requirements *591met.10 See, e.g., Blades, 400 F.3d at 567 (“The closer any dispute at the class certification stage comes to the heart of the claim, the more cautious the court should be in ensuring that it must be resolved in order to determine the nature of the evidence the plaintiff would require.”). District courts must maintain the ability to cut off discovery to avoid either party bootstrapping a trial or summary judgment motion into the certification stage. Nearly every circuit to consider the issue, including our own, has recognized the practical importance of the certification decision as leverage for settlement, yet Rule 23 gives neither party the right to turn the certification decision into a trial.
When reading recent class certification cases, one also notices the prevalence of securities fraud cases, and particularly the fraud-on-the-market presumption, in the evolution of the 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 re PolyMedica 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, law’s development that it has occurred largely in these fraud-on-the-market cases, in which a plaintiff typically must show the six “basic elements” of a securities fraud action, Dura Pharms., Inc. v. Broudo, 544 U.S. 336, 341-42, 125 S.Ct. 1627, 161 L.Ed.2d 577 (2005), and the efficient market component of the causation element overlaps with the merits. We must, then, be aware that applying the same procedural rules, such as Rule 23, can lead to different outcomes when 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 practice evidentiary framework from Title VII cases is not perfectly applicable in the context of the Americans with Disabilities Act).
Thus, in contrast to a securities class action based on a fraud-on-the-market theory, in a pattern and practice discrimination case, a plaintiff will typically not come to court in the first place without anecdotal evidence. For practical purposes, assuming a plaintiff possesses anecdotal evidence, the plaintiffs statistical evidence does not overlap with the merits, it largely is the merits. See Watson v. Fort Worth Bank & Trust, 487 U.S. 977, 986-87, 108 S.Ct. 2777, 101 L.Ed.2d 827 (1988); Int’l Bhd. of Teamsters v. United States, 431 U.S. 324, 337-39, 97 S.Ct. 1843, 52 L.Ed.2d 396 (1977). This means that disputes over whose statistics are more persuasive are often not disputes about whether the plaintiffs raise common issues or 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 acute than in employment discrimination class actions centered on statistical analysis of an aggregate nature.”). Of course, if one party argued that the other party’s statistics were unreliable or based on an unaccepted method, this may be an issue the district court would have to resolve to determine *592whether the potentially problematic statistics were even capable of raising a common question.
In fact, after IPO, but before his recent elevation to the Second Circuit, Judge Gerard Lynch recognized this problem in a Title VII gender discrimination case in which the plaintiffs were seeking to certify on the same grounds as those here. Predictably faced with a dispute regarding whether the plaintiffs’ statistics demonstrated commonality, Judge Lynch addressed IPO’s application in a Title VII, gender discrimination context.11
The problem, the district court explained, was that “[i]n deciding that the class certification order complied with In re IPO, it is important to note that disparate impact cases present unique difficulties in analyzing the commonality requirement of Rule 23(a). Plaintiffs in disparate impact cases often rely on 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 ease, however, the same evidence must be considered to determine whether a plaintiff has satisfied the commonality requirement.” Id. at 211.
In resolving this problem and certifying the class, the district court noted, “[contrary to defendants’ assertions, In re IPO does not stand for the proposition that the Court should, or is even authorized to, determine which of the parties’ expert reports is more persuasive. Defendants ignore the fact that In re IPO specifically rejected this interpretation of Rule 23.” Id. at 210. Instead, Judge Lynch explained, “In re IPO reiterated that ‘experts’ disagreement on the merits — whether a discriminatory impact [can] be shown — [is] not a valid basis for denying class certification.’ ” Id. (alterations in original) (quoting IPO, 471 F.3d at 35). Thus, the court could only “examine the expert reports as far as they bear on the Rule 23 determination.” Id.
Judge Lynch similarly clarified, with regard to the disparate treatment issue in the case before him, that “plaintiffs and defendants disagree on whose statistical findings and observations are more credible, but this disagreement is relevant only to the merits of plaintiffs’ claim — whether plaintiffs actually suffered disparate treatment — and not to whether plaintiffs have asserted common questions of fact or law; plaintiffs’ ultimate success at trial on the merits requires an answer to that question, specifically that defendants actually did discriminate against plaintiffs.” Id. at 210-11. “By asking the Court to decide which expert report is more credible, defendants are requesting that the Court look beyond the Rule 23 requirements and decide the issue on the merits, a practice In re IPO specifically cautions against.” Id. at 210.
Thus, in addition to demonstrating Rule 23’s proper implementation in various legal contexts (securities class actions versus Title VII claims), Hnot also illustrates a second feature of the certification cases that we must address. Because the fraud-on-the-market cases are typically decided under Rule 23(b)(3)’s predominance requirement, a related feature of the circuit court cases considering the proper standard a district court applies, when deciding whether to certify a class, is the difference between cases describing review of evidence under Rule 23(a) and those under *593Rule 23(b).12 We are unaware of any argument claiming that a different standard should apply in the two inquiries, and the cases generally treat the precedent as applying equally to both contexts. We do, however, note that the inquiry cannot be divorced from the text of Rule 23, which, of course, requires plaintiffs to make different showings under different parts of the rule. This distinction helps order the doctrine, keeping in mind the different requirements under Rule 23(a) and (b) and how those requirements may play out in a district court’s certification decision.
This insight derives from the Supreme Court’s explanation of the predominance test under Rule 23(b)(3). Predominance, the Court explained, “tests whether proposed classes are sufficiently cohesive to warrant adjudication by representation,” Amchem Prods., Inc. v. Windsor, 521 U.S. 591, 623, 117 S.Ct. 2231, 138 L.Ed.2d 689 (1997), a standard “far more demanding” than the commonality requirement of Rule 23(a), id. at 623-24, 117 S.Ct. 2231. Thus, we would expect that cases in which the parties are contesting facts underlying the Rule 23(b)(3) determination may often require more determinations by the district court than those in which Rule 23(a)(2) is the primarily contested issue. Rule 23(a)(2) is about invoking common questions, see Falcon, 457 U.S. at 158, 102 S.Ct. 2364, whereas Rule 23(b)(3) requires a district court to formulate “some prediction as to how specific issues will play out in order to determine whether common or individual issues predominate in a given case,” New Motor Vehicles, 522 F.3d at 20 (internal quotation marks omitted). We thus should not be surprised that a district court will have to make more precise factual determinations under Rule 23(b)(3) than under Rule 23(a)(2). This insight does not apply a procedural rule differently in two like contexts; it applies the text of Rule 23 itself to the district court’s task.
While we find the case law across circuits more uniform than some courts have implied, see id. at 24, to the extent it is not, this result may be because of courts’ failure to recognize this key difference between a district court’s job under Rule 23(a)(2) and its job under Rule 23(b)(3).13 This conclusion is further supported when one notices that Falcon's primary inquiry was under Rule 23(a), 457 U.S. at 156-58, 102 S.Ct. 2364, whereas many of the circuit courts discussed above were concerned with Rule 23(b)’s predominance test and, thus, required the district court to make more detailed determinations as to how the facts at issue would play out — whether they would predominate — in the merits of the litigation. See, e.g., Hydrogen Peroxide, 552 F.3d at 310 (Rule 23(b)(3) predominance); New Motor Vehicles, 522 F.3d at 26 (same); IPO, 471 F.3d at 35 (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, 368 F.3d at 364-65 (same); Szabo, 249 F.3d at 676-77 (same).
Though some courts have noted the difference between Rule 23(a) and 23(b) in passing, see Hydrogen Peroxide, 552 F.3d *594at 310 — 11,14 we are not aware of any decisions detailing the difference, and some courts have failed to note the distinction at all. See, e.g., IPO, 471 F.3d at 33 n. 3 (“We see no reason to doubt that what the Supreme Court said about Rule 23(a) requirements applies with equal force to all Rule 23 requirements, including those set forth in Rule 23(b)(3).”). We think a great deal of any disparity in different courts’ explication of the Rule 23 standard can be explained by this difference. The lesson for future district courts is that, in a given case, the text of Rule 23(a), as compared to Rule 23(b), may require them to determine more or different facts (typically more under Rule 23(b)(3)) to determine whether the plaintiffs have met their Rule 23 burden.
In short, these observations, which include the Supreme Court’s direction, long-standing precedent in this court, and treatment from other circuits, lead us to the following explanation of the proper standards governing a district court’s adjudication of a Rule 23 motion for class certification. First, when considering class certification under Rule 23, district courts are not only at liberty to, but must, perform a rigorous analysis to ensure that the prerequisites of Rule 23 have been satisfied, and this analysis will often, though not always, require looking behind the pleadings to issues overlapping with the merits of the underlying claims. It is important to note that the district court is not bound by these determinations as the litigation progresses. Second, district courts may not analyze any portion of the merits of a claim that do not overlap with the Rule 23 requirements. Relatedly, a district court performs this analysis for the purpose of determining that each of the Rule 23 requirements has been satisfied. Third, courts must keep in mind that different parts of Rule 23 require different inquiries. - For example, what must be satisfied for the commonality inquiry under Rule 23(a)(2) is that plaintiffs establish common questions of law and fact, and answering those quéstions is the purpose of the merits inquiry, which can be addressed at trial and at summary judgment. Fourth, district courts retain wide discretion in class certification decisions, including the ability to cut off discovery to avoid a mini-trial on the merits at the certification stage. Fifth, different types of cases will result in diverging frequencies with which the district court will properly invoke its discretion to abrogate discovery. As just one example, we would expect a district court to circumscribe discovery more often in a Title VII case than in a securities class action resting on a fraud-on-the-market theory, because the statistical disputes typical to Title VII cases often encompass the basic merits inquiry and need not be proved to raise common questions 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 common questions or show predominance.
2. The Dissent’s “Significant Proof’ Standard
In addition to setting out our own review, we feel compelled to discuss the dissent’s consideration of this issue. The Supreme Court’s decisions in Falcon and Eisen are the primary guides to our ruling in this case. The dissent, in suggesting that we are unfaithful to Falcon, seeks to create a new class action require*595ment based on a hypothetical in one sentence of Supreme Court dicta; conflates, or at least fails to distinguish, the posture of Falcon and the present case; ignores the weight of the many cases in other circuits arriving at the same standard we have described above; and renders itself unpersuasive by critiquing the district court’s eighty-four-page analysis as insufficiently rigorous. In doing so, the dissent is unfaithful to the actual distinctions the Supreme Court relied upon in Falcon, and variously depicts Falcon as instituting a “significant proof’ “burden” or “ ‘significant proof requirement” that Falcon did not create. Dissent at 633, 637-38.
We read Falcon, as has nearly every Court of Appeals to consider the question, as creating the standard we describe above. But in discussing what it views as the analysis required by Falcon, the dissent quotes a portion of a sentence of Falcon dicta in footnote 15 as standing for the requirement that plaintiffs cannot prevail at the certification stage without showing “[significant proof that an employer operated under a general policy of discrimination.” Id. at 632. However, the entire footnote sentence reads as follows: “Significant proof that an employer operated under a general policy of discrimination conceivably could justify a class of both applicants and employees if the discrimination manifested itself in hiring and promotion practices in the same general fashion, such as through entirely subjective decision-making processes.” Falcon, 457 U.S. at 159 n. 15, 102 S.Ct. 2364 (emphasis added).15
Falcon’s discussion of two distinct processes — hiring and promotion — for which “significant proof’ could prove sufficient to certify a single class, is an unusually high standard that Plaintiffs here need not meet because they did not present the distinct legal theories of recovery that the Falcon plaintiffs, both employees and applicants, had pursued together in one class. “The question before the district court was not whether [Plaintiffs] have definitively proven disparate treatment and a disparate impact; rather, the question was whether the basis of [Plaintiffs’] discrimination claims was sufficient to support class certification.” Brown v. Nucor Corp., 576 F.3d 149, 156 (4th Cir.2009), cert. denied, — U.S.-, 130 S.Ct. 1720, 176 L.Ed.2d 185 (2010).
*596Contrary to the dissent,16 Falcon does not say that Plaintiffs must show a common policy of proven discrimination at the class action stage, rather than just a common policy alleged to be discriminatory. 457 U.S. at 158-59, 102 S.Ct. 2364. Of course, as we have already explained, named plaintiffs must do more than merely allege discriminatory practices against themselves. Id. As we demonstrate below, Plaintiffs here do so, making showings through their expert testimony and statistical evidence, which further distinguishes the certification decision here from that decision in Falcon. In maintaining otherwise in its discussion, the dissent confuses merits decisions such as Teamsters, 431 U.S. at 336, 97 S.Ct. 1843, and class action certification decisions.17 It also ignores our previous statement examining Falcon footnote 15 in which we explained that “[w]e understand footnote fifteen of Falcon to present a demonstrative example rather than a limited exception to the overall skepticism toward broad discrimination class actions.” Staton, 327 F.3d at 955. In other words, as we have previously described Falcon, the Supreme Court “does not generally ban all broad classes but rather precludes a class action that, on the basis of one form of discrimination against one or a handful of plaintiffs, seeks to adjudicate all forms of discrimination against all members of a group protected by Title VII, § 1981, or a similar statute.” Id.
The dissent also largely ignores Supreme Court guidance by failing to recognize that Falcon addressed the claim that the allegations of an employee subject to discrimination in promotion decisions “fairly encompassed” the claims of non-employees allegedly subject to discrimination in a discrete hiring process. Falcon, 457 U.S. at 158, 102 S.Ct. 2364. Such a determination under Rule 23 is clearly distinct from an inquiry where, as here, a class consists entirely of individuals actually employed under the same corporate policies.18 Criti*597cally, in Falcon, the individual plaintiffs claim was based on promotion practices for his allegations and hiring practices for the putative class members, yet Falcon’s “complaint contained no factual allegations concerning petitioner’s hiring practices,” id. at 150, 102 S.Ct. 2364, despite the fact that the class members’ claims depended on pattern or practice in hiring, id. at 159, 102 S.Ct. 2364. In contrast, where the individual plaintiffs seek to prove their own cases through pattern or practice methods, they are necessarily dependent on proving facts relevant to others of the same protected group subject to the same policy, class action or no class action. See Watson, 487 U.S. at 994-95, 108 S.Ct. 2777; see also Nagareda, Aggregate Proof, supra, at 150 (“The terms ‘pattern’ and ‘practice’ themselves imply an aggregate perspective.”).
Finally, Plaintiffs here are unlike the plaintiff in Falcon, who failed to “otherwise [jsupport [his] allegation that the company ha[d] a policy of discrimination” except by claiming that he himself had been denied a promotion on discriminatory grounds. Falcon, 457 U.S. at 157-58, 102 S.Ct. 2364. As we detail below, Plaintiffs here have introduced “significant proof’ of Wal-Mart’s policies, and their effects on the certified class, and have introduced evidence of far more than “the validity of [their] own claim[s].” Id. Even if the dissent were correct in creating a “significant proof’ standard (or burden, or requirement), which it is not, it would not apply to Plaintiffs in this case. “Subjective decisionmaking processes” are exactly what the Plaintiffs allege here and what the Supreme Court’s hypothetical expressed concern with in Falcon. Id. at 159 n. 15, 102 S.Ct. 2364. In addition, it is not clear that such a standard, if it existed, need apply to Plaintiffs — everyone of whom was or is an employee- — at all because they are not situated as the Falcon plaintiffs, who were both employees seeking promotion and job applicants pursuing a position and thus needed to show different facts 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] proper class representative^],” id. at 160, 102 S.Ct. 2364, but rather found Rule 23 satisfied only after undertaking the “rigorous analysis” the Supreme Court requires, see Dukes, 222 F.R.D. at 143-69. The specific recognition of Falcon's “rigorous analysis” requirement guided the district court’s analysis throughout its lengthy order, and the court made determinations that each of Rule 23’s requirements were satisfied. Id. at 143-44, 166-68 (applying Falcon). The dissent’s attenuated claim that the district court abused its discretion by failing to require a “specific presentation identifying the questions of law or fact that were common to the claims of respon*598dent and of the members of the class he sought to represent,” see Falcon, 457 U.S. at 158, 102 S.Ct. 2364, is vitiated by the twenty-four pages in which the district court exhaustively performed exactly that analysis, explicitly considering questions of law and fact that were common to the members of the class and the named representatives,19 see Dukes, 222 F.R.D. at 145-69. In short, and as we will now explain, at the certification stage, it is difficult for us to envision a more rigorous analysis than the one the district court conducted.
III. Certification of This Class
Unsurprisingly, the class in this case is broad and diverse, encompassing both salaried and hourly employees in a range of positions, who are or were employed at one or more of Wal-Mart’s 3,400 stores across the country. The district court found that the large class is united by a complex array of company-wide practices, which Plaintiffs contend discriminate against women.
A. Rule 23(a)
At the outset of considering the district court’s certification order in light of the above-clarified standard, we note two facets of the district court’s review.
First, this case reached us after a significantly more searching review than cases in other circuit courts explaining the Rule 23 standard. In Szabo, for example, the district court “assumed that whatever [the plaintiff] allege[d] must be true,” and it “[p]roeeed[ed] as if class certification under Rule 23 were governed by the same principles as evaluating the sufficiency of the complaint under Rule 12(b)(6).” 249 F.3d at 674-75. In Gariety, the case came to the Fourth Circuit after the district court had concluded that “the fact that the plaintiffs have asserted that the Keystone market was efficient is enough at the certification stage to find the market efficient.” 368 F.3d at 361 (emphasis added); see also Vallario v. Vandehey, 554 F.3d 1259, 1265-66 (10th Cir.2009) (district court abused its discretion in thinking it was barred from any consideration of action’s merits); IPO, 471 F.3d at 30 (district court finding that only “plaintiffs — who have the burden of proof at class certification — must make ‘some showing ’ ”).
In other words, previous circuit courts addressing similar issues have been faced with district courts making the same mistake that we described a small number of district courts in this circuit have made in citing Blackie out of context: refusing to consider any issue overlapping with the merits, and assuming the plaintiffs’ substantive allegations as true for the Rule 23 inquiry. As we demonstrate below, such review is entirely dissimilar from the district court’s review in this case.
Second, we also note that resolving this case requires a close reading of the district court’s lengthy opinion to determine the standard the district court applied in deciding to certify the class. Contrary to the claims of Wal-Mart and the dissent, such a reading of the district court’s individual determinations on Rule 23(a) shows that the district court actually weighed evidence and made findings sufficient under the standard we have described above.
*599In broadly discussing the standard of review, the district court stated the following:
A party seeking to certify a class must demonstrate that it has met all four requirements of Federal Rule of Civil Procedure 23(a), and at least one of the requirements 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 numerosity, commonality, typicality, and adequacy. ...
The party seeking certification must provide facts sufficient to satisfy Rule 23(a) and (b) requirements. In turn, the district court must conduct a rigorous analysis to determine that the prerequisites of Rule 23 have been met. Gen. Tel. Co. v. Falcon., 457 U.S. 147, 161, 102 S.Ct. 2364, 72 L.Ed.2d 740 (1982). If a court is not fully satisfied, certification should be refused.... See Fed. R.Civ.P. 23 advisory committee’s note to 2003 amends.
... “[AJlthough some inquiry into the substance of a case may be necessary to ascertain satisfaction of the commonality and typicality requirements of Rule 23(a), it is improper to advance a decision on the merits to the certification stage.” Moore v. Hughes Helicopters, Inc., 708 F.2d 475, 480 (9th Cir.1983) (citation omitted); see also Nelson v. United States Steel Corp., 709 F.2d 675, 679-80 (11th Cir.1983) (plaintiffs’ burden at class certification “entails more than the simple assertion of [commonality and typicality] but less than a prima facie showing of liability”) (citation omitted).
Dukes, 222 F.R.D. at 143-44 (some citations omitted) (last alteration in original) (emphasis added). Unlike some other district courts, which have assumed facts in a complaint, the district court here spent significant effort explaining a nuanced standard that clearly comprehended the need to look well beyond the pleadings in the case.
Most importantly, as we will now explain, the district court’s standard led to a review that complies with Falcon and with our herein-described standards that a district court must follow when deciding whether to certify a class.
1. Numerosity
Rule 23(a)(1) requires that the class be “so numerous that joinder of all members is impracticable.” Wal-Mart does not contest this point.
2. Commonality
Rule 23(a)(2) requires that “there are questions of law or fact common to the class.” Commonality focuses on the relationship of common facts and legal issues among class members. See, e.g., Conte & Newberg, supra, § 3:10, at 271. We noted in Hanlon, 150 F.3d at 1019:
Rule 23(a)(2) has been construed permissively. All questions of fact and law need not be common to satisfy the rule. The existence of shared legal issues with divergent factual predicates is sufficient, as is a common core of salient facts coupled with disparate legal remedies within the class.
The commonality test is “qualitative rather than quantitative” — one significant issue common to the class may be sufficient to warrant certification, see, e.g., Savino v. Computer Credit, Inc., 173 F.R.D. 346, 352 (E.D.N.Y.1997), aff'd, 164 F.3d 81 (2d Cir. 1998); see also Conte & Newberg, supra, § 3:10, at 272-74, a standard that dovetails with our discussion above, requiring plaintiffs to show common questions or issues.
*600The district court found that Plaintiffs had provided evidence sufficient to support their contention that significant factual and legal questions are common to all class members. After analyzing Plaintiffs’ evidence, the district court stated:
Plaintiffs have exceeded the permissive and minimal burden of establishing commonality by providing: (1) significant evidence of company-wide corporate practices and policies, which include (a) excessive subjectivity in personnel decisions, (b) gender stereotyping, and (c) maintenance of a strong corporate culture; (2) statistical evidence of gender disparities caused by discrimination; and (3) anecdotal evidence of gender bias. Together, this evidence raises an inference that Wal-Mart engages in discriminatory practices in compensation and promotion that affect all plaintiffs in a common manner.
Dukes, 222 F.R.D. at 166. Discussing commonality, the district court alluded to the determinations Rule 23 requires in certifying a class. The court stated, “Rule 23(a)(2) requires that common questions of law or fact exist among class members.” Id. at 144. Recognizing this requirement of Rule 23, the district court went on to make reasoned determinations that commonality was met, concluding that “th[e] evidence more than satisfies plaintiffs’ burden to demonstrate commonality under Rule 23(a)(2).” Id. at 145. The district court then detailed the four categories of commonality evidence to which we now turn. Id. We conclude, as explained in more detail below, that it was within the district court’s discretion, and in line with Falcon and the standard we have clarified today, to determine that the commonality prerequisite to class certification was satisfied. See Fed.R.Civ.P. 23(a)(2).20
a. Evidence of a Common Policy of Discrimination
Pursuant to Falcon, 457 U.S. at 161, 102 S.Ct. 2364, Plaintiffs presented four categories of commonality evidence that the district court subjected to a “rigorous analysis”: (1) facts supporting the existence of company-wide policies and practices that, in part through their subjectivity, provide a potential conduit for discrimination; (2) expert opinions supporting the existence of company-wide policies and practices that likely include a culture of gender stereotyping; (3) expert statistical evidence of class-wide gender disparities attributable to discrimination; and (4) anecdotal evidence from class members throughout the country of discriminatory attitudes held or tolerated by management. See Dukes, 222 F.R.D. at 145-66. Wal-Mart contends this evidence is insufficient to suggest a common factual or legal question related to the existence of discrimination.
(1) Factual Evidence
As factual evidence, Plaintiffs presented evidence of the following: (1) uniform personnel and management structure across stores; (2) Wal-Mart headquarters’s extensive oversight of store operations, company-wide policies governing pay and promotion decisions, and a strong, centralized corporate culture; and (3) consistent gender-related disparities in every domestic region of the company. Such evidence *601supports Plaintiffs’ contention that WalMart operates a highly centralized company that promotes policies common to all stores and maintains a single system of oversight. Wal-Mart does not challenge this evidence.
(2) Expert Opinion
Plaintiffs presented evidence from Dr. William Bielby, a sociologist, to interpret and explain the facts that suggest that Wal-Mart has and promotes a strong corporate culture — a culture that may include gender stereotyping. Dr. Bielby based his opinion on, among other things, Wal-Mart managers’ deposition testimony; organizational charts; correspondence, memos, reports, and presentations relating to personnel policy and practice, diversity, and equal employment opportunity issues; documents describing the culture and history of the company; and a large body of social science research on the impact of organizational policy and practice on workplace bias.
Dr. Bielby testified that he employed a social framework analysis to examine the distinctive features of Wal-Mart’s policies and practices and evaluated them “against what social science shows to be factors that create and sustain bias and those that minimize bias.”21 In Dr. Bielby’s opinion, “social science research demonstrates that gender stereotypes are especially likely to influence personnel decisions when they are based on subjective factors, because substantial decisionmaker discretion tends to allow people to seek out and retain stereotyping-confirming information and ignore or minimize information that defies stereotypes.” Id. at 153(internal quotation marks omitted). Dr. Bielby concluded that: (1) Wal-Mart’s centralized coordination, reinforced by a strong organizational culture, sustains uniformity in personnel policy and practice; (2) there are significant deficiencies in Wal-Mart’s equal employment policies and practices; and (3) Wal-Mart’s personnel policies and practices make pay and promotion decisions vulnerable to gender bias. See id. at 153— 54.
The district court reviewed Plaintiffs’ and Wal-Mart’s competing claims as to Wal-Mart’s uniform culture and determined that “the evidence indicates that in-store pay and promotion decisions are largely subjective and made within a substantial range of discretion by store or district level managers, and that this is a common feature which provides a wide enough conduit for gender bias to potentially seep into the system.” Id. at 152. Having evaluated this evidence in detail, the court determined “that given the evidence regarding strong uniform culture and policies, the degree and impact of this practice is a significant question of fact common to the class as a whole.” Id. at 153. Such a reasoned determination is what our standard for Rule 23 requires.
Wal-Mart vigorously challenges Dr. Bielby’s third conclusion as vague and imprecise because he concluded that WalMart is “vulnerable” to bias or gender stereotyping but failed to identify a specific discriminatory policy at Wal-Mart. Specifically, Wal-Mart contends that Dr. Bielby’s testimony does not meet the standards for expert testimony set forth in Federal Rule of Evidence 702 and Daubert v. Merrell Dow Pharmaceuticals, Inc., 509 U.S. 579, 597, 113 S.Ct. 2786, 125 L.Ed.2d 469 (1993), which held that a trial court must act as a “gatekeeper” in determining *602whether to admit or exclude expert evidence.
Wal-Mart made an identical argument to the district court and the district court properly rejected it. A close reading of the district court’s order demonstrates its correct understanding of its role at the Rule 23(a)(2) certification stage — to make factual determinations regarding evidence as it relates to common questions of fact or law but not to decide which parties’ evidence is ultimately more persuasive as to liability. The court stated, “Dr. Bielby presents enough of a basis, both in his review of the scientific literature and on the facts of the case, to provide a foundation for his opinions.” Dukes, 222 F.R.D. at 154. The court correctly explained that whether the jury was ultimately persuaded by those opinions was a question on the merits. For the class certification, however, Dr. Bielby’s opinions, for which WalMart did not challenge the methodology, raised a question “of corporate uniformity and gender stereotyping that is common to all class members.” Id. We cannot say that considering Dr. Bielby’s opinions in this method was an abuse of discretion.
This conclusion is furthered by the fact that Wal-Mart did not (and does not) challenge Dr. Bielby’s methodology or contend that his findings lack relevance because they “do[ ] not relate to any issue in the case,” Daubert, 509 U.S. at 591, 113 S.Ct. 2786 (internal quotation marks omitted). Wal-Mart challenges only whether certain inferences can be persuasively drawn from his data. But because Daubert does not require a court to admit or exclude evidence based on its persuasiveness, but rather requires a court to admit or exclude evidence based on its scientific reliability and relevance, id. at 587-92, 113 S.Ct. 2786(relevance standard “is a liberal one,” under which evidence is relevant if it has “ ‘any tendency to make the existence of any fact that is of consequence to the determination of the action more probable or less probable than it would be without the evidence’ ” (quoting Fed.R.Evid. 401)), testing Dr. Bielby’s testimony for “Daubert reliability” would not have addressed Wal-Mart’s objections. It would have simply revealed what Wal-Mart itself has admitted and courts have long accepted: that properly analyzed social science data, like that offered by Dr. Bielby, may support a plaintiffs assertions that a claim is proper for class resolution. See Price Waterhouse v. Hopkins, 490 U.S. 228, 235-36, 255, 109 S.Ct. 1775, 104 L.Ed.2d 268 (1989) (considering similar evidence offered by expert social psychologist).
Accordingly, Wal-Mart’s contention that the district court was required to strike Dr. Bielby’s testimony under the Daubert test at the class certification stage, simply because the conclusion he reached seemed unpersuasive absent certain corroborating evidence, is misplaced.22 See Daubert, 509 U.S. at 595, 113 S.Ct. 2786 (“The focus, of course, must be solely *603on principles and methodology, not on the conclusions that they generate.”). While a jury may ultimately agree with Wal-Mart that, in the absence of a specific discriminatory policy promulgated by Wal-Mart, it is not more likely than not, based solely on Dr. Bielby’s analysis, that Wal-Mart engaged in actual gender discrimination, that question must be left to the merits stage of the litigation (and presumably will not have to be decided as there will be other evidence). At the class certification stage, it is enough that Dr. Bielby presented scientifically reliable evidence tending to show that a common question of fact — i.e., “Does Wal-Mart’s policy of decentralized, subjective employment decision making operate to discriminate against female employees?” — exists with respect to all members of the class.23 This he did and, thus, we find no error in the district court’s acceptance of Dr. Bielby’s evidence to support a finding of commonality.
(3) Statistical Evidence
It is well established that plaintiffs may demonstrate commonality *604by presenting statistical evidence, which survives a “rigorous analysis,” sufficient to fairly raise a common question concerning whether there is class-wide discrimination. See Falcon, 457 U.S. at 159 n. 15, 161, 102 S.Ct. 2364; Caridad, 191 F.3d at 292;24 see also Stastny v. S. Bell Tel. & Tel. Co., 628 F.2d 267, 278 (4th Cir.1980) (recognizing that statistical data showing comparable disparities experienced by protected employees may indicate a policy or practice that commonly affects the class members and raises a common question concerning whether the pattern or practice is discriminatory).
A careful reading of the district court’s treatment of the competing statistical evidence demonstrates that, in conducting its analysis, the district court followed the correct standard as explained in Falcon and our earlier cases, and clarified today.
Dr. Richard Drogin, Plaintiffs’ statistician, analyzed data at a regional level. He ran separate regression analyses for each of the forty-one regions25 containing WalMart stores.26 He concluded that “there are statistically significant disparities between men and women at Wal-Mart in terms of compensation and promotions, that these disparities are widespread across regions, and that they can be explained only by gender discrimination.” Dukes, 222 F.R.D. at 154. Dr. Marc Ben-dick, Plaintiffs’ labor economics expert, conducted a “benchmarking” study comparing Wal-Mart with twenty of its competitors, concluding Wal-Mart promotes a lower percentage of women than its competitors.27 See id.
Wal-Mart challenges Dr. Drogin’s findings and faults his decision to conduct his *605research on the regional level, rather than analyze the data store-by-store.28 However, the proper test of whether workforce statistics should be viewed at the macro (regional) or micro (store or sub-store) level depends largely on the similarity of the employment practices and the interchange of employees at the various facilities. See Kirkland v. N.Y. State Dep’t of Corr. Servs., 520 F.2d 420, 425 (2d Cir.1975) (recognizing that the focus of analysis depends on the nature of a defendant’s employment practices); 2 Barbara Lindemann & Paul Grossman, Employment Discrimination Law 1598, 1723 (3d ed.1996).
Here, Dr. Drogin explained that a store-by-store analysis would not capture: (1) the effect of district, regional, and company-wide control over Wal-Mart’s uniform compensation policies and procedures; (2) the dissemination of Wal-Mart’s uniform compensation policies and procedures resulting from the frequent movement of store managers; or (3) Wal-Mart’s strong corporate culture. Dukes, 222 F.R.D. at 157.
In conducting its rigorous analysis of these claims, the district court first restated its standard of review. Its decision makes clear that the district court made determinations that Plaintiffs’ statistics raised common questions of fact or law only after it rigorously analyzed them, probing significantly behind the pleadings and resolving facts necessary to make determinations on Rule 23(a)(2).
Discussing the proper standard for evaluating the statistics, the district court said it rejected a full-blown merits evaluation of the evidence but had to “view[ ] the statistical evidence and testimony through the proper lens of the standards applicable to a class certification motion.” Dukes, 222 F.R.D. at 155. Though noting it would not decide the actual merits of the claims, the court did “delve[ ] into the substance of the expert testimony ... to the extent necessary to determine if it [wa]s sufficiently probative of an inference of discrimination to create a common question as to the existence of a pattern and practice of gender discrimination at Wal-Mart.” Id. This is the precise inquiry that cases such as IPO have required, and it clearly meets the standard we outline above, particularly given the depth of the district court’s review, the evidentiary posture of the case as a Title VII pattern and practice case, and the underlying procedural standard where the district court here was reviewing evidence under Rule 23(a)(2), to raise a common question, rather than, like the cases Wal-Mart cites, Rule 23(b)(3), to determine predominance. See Hnot, 241 F.R.D. at 210.
In addition to formulating a review that complied with Falcon and our precedent, the district court, contrary to Wal-Mart’s claims, did not improperly rely on out-ofeireuit cases the Second Circuit overruled in IPO. Specifically, Wal-Mart cites Visa Check and Caridad as decisions IPO rejected, noting the district court’s supposed reliance on this reasoning renders its decision error. As an initial matter, the district court did not cite Visa Check at all. See Dukes, 222 F.R.D. 137 passim. While it did cite to Caridad, nothing about its citation to Caridad was erroneous.
The district court cited Caridad five times. Two instances of this reliance can be immediately set aside as unproblematic because they relied on Caridad’s holding that excessive subjectivity in corporate *606policies can contribute to a finding of commonality. Dukes, 222 F.R.D. at 149-50, 154. IPO neither addressed nor overruled this holding in Caridad, and it still remains “controlling authority” in the Second Circuit. Hnot, 241 F.R.D. at 210. A third citation to Caridad supported the district court’s statement that, “although some inquiry into the substance of a case may be necessary to ascertain satisfaction of the commonality and typicality requirements of Rule 23(a), it is improper to advance a decision on the merits to the class certification stage.” Dukes, 222 F.R.D. at 144(internal quotation marks omitted) (citing Caridad, 191 F.3d at 292). This statement is entirely consistent with Falcon, our precedent, and our ruling today. The two other citations to Caridad equally show that the district court did not adopt the “some showing” standard that the Second Circuit properly rejected. Instead, the district court refused to consider the merits — it would not conclusively find whether Wal-Mart had discriminated — but it analyzed the evidence to the extent, under Rule 23(a)(2), that it had to determine whether “there are questions of law or fact common to the class.” Fed. R.Civ.P. 23(a)(2); Dukes, 222 F.R.D. at 143.29
Critically, the district court did not shy away from issues overlapping with the merits; rather it devoted fifteen pages of its opinion to probing the parties’ statistics. The district court merely refused to decide the underlying merits themselves and examined evidence only to the extent necessary to satisfy itself under Rule 23(a)(2) that Plaintiffs raised common questions. In doing so, it joined dozens of other district courts in this circuit that have engaged the proper analysis, all using different wording, but all probing behind the pleadings to make determinations on the Rule 23 requirements. See, e.g., In re Cooper Cos. Sec. Litig., 254 F.R.D. 628, 641 n. 7 (C.D.Cal.2009); Bishop v. PetroChem. Transp., LLC, 582 F.Supp.2d 1290, 1305 (E.D.Cal.2008); Alexander v. JBC Legal Group, P.C., 237 F.R.D. 628, 629(D.Mont.2006); Westways World Travel, Inc., 218 F.R.D. at 230.
Turning to the factual assertions in Plaintiffs’ evidence, the court made a preliminary determination, based on the following “largely uncontested” statistics:
[W]omen working in Wal-Mart stores are paid less than men in every region, that pay disparities exist in most job categories, that the salary gap widens over time even for men and women hired into the same jobs at the same time, that women take longer to enter into management positions, and that the higher one looks in the organization the lower the percentage of women.
Dukes, 222 F.R.D. at 155. Importantly, and as instructed by Falcon, these factual *607determinations were arrived at after looking beyond the pleadings to Plaintiffs’ expert’s deposition. Id.
Correctly noting that descriptive statistics do not address causation, the district court then analyzed not the pleadings, but Plaintiffs’ and Wal-Mart’s statistics, finding, “In short, all of Dr. Drogin’s regressions show that gender is a statistically significant variable in accounting for the salary differentials between female class members and male employees at WalMart stores.” Id. at 156, 102 S.Ct. 2364.
The court specifically analyzed whether aggregation of statistics for regional units was proper or whether Wal-Mart was correct to insist upon a store-level evaluation. The district court first stated the relevant sub-standard: “The proper test of whether workforce statistics should be viewed at the macro (regional) or micro (store or sub-store) level depends largely on the similarity of the employment practices, and the interchange of employees, at the various facilities.” Id. at 157, 102 S.Ct. 2364 (citation omitted). It continued, “Dr. Drogin contends that it is proper to conduct the analysis on a regional level because the subjective decision-making in compensation and promotions takes place within parameters and guidelines that are highly uniform.... Plaintiffs also have shown, as discussed above, that the primary salary decision-makers, Store Managers, experience frequent relocation among the various stores.” Id. at 157, 102 S.Ct. 2364.
On appeal, Wal-Mart contends that the district court erred by not finding WalMart’s statistical evidence more persuasive than Plaintiffs’ evidence because, according to Wal-Mart, its analysis was conducted store-by-store. However, contrary to Wal-Mart’s characterization of its analysis, and the dissent’s concerns regarding statistical aggregation,30 Wal-Mart’s own research was not conducted at the individual store level. Dr. Joan Haworth, WalMart’s expert, did not conduct a store-by-store analysis; instead she reviewed data at the sub-store level by comparing departments to analyze the pay differential between male and female hourly employees.31 Moreover, our task here is to determine whether the district court abused its dis*608cretion in finding that, based on all the evidence presented, there existed common questions of fact sufficient to justify class certification. See Gonzales v. Free Speech Coal, 408 F.3d 613, 618 (9th Cir.2005); Armstrong, 275 F.3d at 867. We are not to re-examine the relative strength or persuasiveness of the commonality evidence ourselves. Thus, even if we were to find, based on an independent review- of the record, that Wal-Mart’s statistical evidence was more persuasive than Plaintiffs’- — which we do not, in any event- — -this alone would not allow us to find that the district court improperly relied on Dr. Drogin’s testimony as a valid component of its commonality analysis or that the district court erred in its ultimate conclusion that the commonality prerequisite was satisfied. That the jury might later find Wal-Mart’s statistical evidence more persuasive does not detract from the district court’s determination, after extensive review, that Dr. Drogin’s regional analysis raises common issues appropriate for class adjudication.
Here, again, the district court followed the Supreme Court’s guidance to thoughtfully “probe behind the pleadings,” Falcon, 457 U.S. at 160, 102 S.Ct. 2364, and did not abuse its discretion when it relied on Dr. Drogin’s use and interpretation of statistical data as a valid component of its determination that Plaintiffs raised common questions. It considered Wal-Mart’s challenges to Dr. Drogin’s statistics and made the specific determination that “the Court is not persuaded that Dr. Drogin’s aggregated statistical, analysis should be rejected because he did not choose to utilize the Chow test,” as Wal-Mart had urged. Dukes, 222 F.R.D. at 158. In other words, for the purposes of class certification, the district court reasonably made the determination to credit Plaintiffs’ statistics.
Wal-Mart also claims the district court erred in determining that Wal-Mart provided little or no proper legal or factual challenge to Dr. Drogin’s analysis,32 and that, contrary to Wal-Mart’s contention, Dr. Haworth’s Store Manager survey evidence — which was stricken for failing to satisfy the standards of Rules 702 and 703 of Evidence33 — did not undermine or contradict Dr. Drogin’s evidence.
In rejecting the inclusion of Wal-Mart’s Store Manager surveys as a challenge to Dr. Drogin’s statistics because they were not based on a scientifically valid reasoning or methodology, Dukes II, 222 F.R.D. at 197-98 (discussing Rules 702 and 703), see Daubert, 509 U.S. at 592-93, 113 S.Ct. 2786, the court noted that even if the evidence were included, “[t]he survey would not provide sufficient additional weight to Defendant’s challenge to Dr. Drogin’s analysis to sway the Court from its conclusion that his testimony supports *609an inference of discrimination, and thus the existence of substantial questions common to the class,” Dukes II, 222 F.R.D. at 198 n. 9 (emphasis added). In so ruling, the district court went even further into the merits than necessary to make a reasoned, justifiable determination, after proper review under the correct standard, that Plaintiffs’ claims were appropriate for class adjudication due to common questions.
Thus, because Dr. Drogin adequately explained, and the district court rigorously analyzed, why his statistical method best reflected the alleged discrimination, the court did not abuse its discretion when it credited Dr. Drogin’s analysis of statistical evidence of common discrimination questions. Nor did the district court abuse its discretion when it concluded that Dr. Drogin’s analysis supported Plaintiffs’ contention that there is a common core of facts flowing from Wal-Mart’s corporate structure and policies that affects class members generally with regard to their discrimination claims. While Plaintiffs and Wal-Mart disagree on whose findings are more persuasive, the disagreement is not one of whether Plaintiffs have asserted “common questions of law or fact.” Falcon, 457 U.S. at 157, 159, 102 S.Ct. 2364. The disagreement is the common question, and deciding which side has been more persuasive is an issue for the next phase of the litigation. Requiring even more findings and further analysis from the district court would be to force a trial on the merits at the certification stage.
Finally, and discussed further below, the district court’s review of statistics showing discrimination regarding promotions was also not an abuse of discretion. Plaintiffs and Defendant disagree over whether Dr. Drogin’s analysis of internal promotion data was proper. Specifically, both sides agreed that Wal-Mart’s actual applicant flow data for promotions during the class period was limited and contained significant gaps. Dukes, 222 F.R.D. at 162. Dr. Drogin’s statistics estimated the applicant flow by “tabulating ‘the incumbents in historical feeder jobs for each promotion.’” Id. Wal-Mart argued that the data, “while limited, is nonetheless sufficient to justify an extrapolation for all job openings during the entire class period.” Id.
The district court, addressing this statistical dispute, found Plaintiffs’ statistics “sufficient to create an inference of discrimination.” Id. at 164. In doing so, the district court found Dr. Drogin’s reasoning and methodology valid and applicable in the case. While the court noted in passing that Dr. Drogin’s statistics were “reasonable,” the court also, and more appropriately, stated that “it is well recognized that where actual applicant flow data is inadequate or unavailable, other measures of applicant flow — including but not limited to ‘feeder pools’ — are deemed acceptable so long as they are used in a reliable manner.” Id. at 162-63. In doing so the district court cited an evidence treatise, Ninth Circuit precedent, and a district court case that had accepted the same type of feeder pool methodology in a dispute of the very same experts — Dr. Drogin and Dr. Haworth. Id. at 163 & n. 37 (citing Hemmings v. Tidyman’s Inc., 285 F.3d 1174, 1185-86 (9th Cir.2002); R. Paetzold and S. Willborn, The Statistics of Discrimination §§ 4.02-4.04 (2002); Stender v. Lucky Stores, Inc., 803 F.Supp. 259, 333-34 (N.D.Cal.1992)).
Thus, properly considering Dr. Drogin’s statistics, the court made a determination on the applicant pool data. It found that “Defendant’s assertion that its approach is necessarily superior does not withstand scrutiny. Rather, Defendant’s arguments, which go to the weight of the evidence [i.e., the persuasiveness on the merits], merely *610highlight the presence of a significant issue affecting all class members which supports, rather than defeats, granting class certification.” Id. at 164. This determination was thus made after a rigorous analysis of the parties’ statistical claims.
In short, the district court stated the legal standard, analyzed Plaintiffs’ and Wal-Mart’s competing claims to the propriety of aggregating statistics on a regional level and addressing Wal-Mart’s missing applicant flow data, noted Plaintiffs have “shown” reasons to accept their statistics, dismissed Wal-Mart’s statistical challenges, demonstrated these finding were supported by relevant Ninth Circuit precedent (and an identical dispute involving the same two experts), rejected WalMart’s reliance on a district court case purportedly explaining why the sub-store statistical analysis was proper, and, finally, determined that at the class certification stage all of this analysis was sufficient to support Dr. Drogin’s analysis and raise questions of law or fact common to the class. This searching analysis was solid, well founded and in no way an abuse of discretion.
(4) Anecdotal Evidence
Circumstantial and anecdotal evidence of discrimination is commonly used in Title VII “pattern and practice” cases to bolster statistical proof by bringing “the cold numbers convincingly to life.” Teamsters, 431 U.S. at 339, 97 S.Ct. 1843; see also Rudebusch v. Hughes, 313 F.3d 506, 517 (9th Cir.2002). Wal-Mart contends that the district court erred by con-eluding that the anecdotal evidence, presented by Plaintiffs in the form of sworn declarations, supported a finding of commonality.34 Wal-Mart maintains that the declarations depict a handful of “widely divergent” events that cannot be deemed probative or representative of discrimination in pay or management-track promotions.
In their declarations, the potential class members testified to being paid less than similarly situated men, being denied or delayed in receiving promotions in a disproportionate manner when compared with similarly situated men, working in an atmosphere with a strong corporate culture of discrimination, and being subjected to various individual sexist acts. The district court credited this evidence.
Wal-Mart argues that 120 declarations cannot sufficiently represent a class of this size. However, we find no authority requiring or even suggesting that a plaintiff class submit a specific number of declarations for such evidence to have any value. Moreover, the district court did not state that this anecdotal evidence provided sufficient proof to establish commonality by itself, but merely noted such evidence provides support for Plaintiffs’ contention that commonality is present. See Dukes, 222 F.R.D. at 166 (“This anecdotal evidence, in combination with the other evidence previously discussed, further supports an inference that [WalMart’s] policies and procedures have the effect of discriminating against Plaintiffs in a common manner.”).35 Because the combination of these declarations and *611Plaintiffs’ other evidence, discussed below, raise an inference of common discriminatory experiences, the district court did not abuse its discretion when it considered Plaintiffs’ anecdotal evidence.36
Finally, in arguing against certification based on affidavits, Plaintiffs’ personal allegations, statistics, and expert testimony, the dissent intersperses references of Falcon immediately with discussion of Cooper v. Federal Reserve Bank, 467 U.S. 867, 879, 104 S.Ct. 2794, 81 L.Ed.2d 718 (1984), claiming “individual stories do not constitute significant proof that Wal-Mart has adopted a general policy of discrimination or that such a policy prevails” at WalMart. Dissent at 635. This criticism, and particularly its temporary suspension of consideration of the statistical evidence, is indicative of the dissent’s repeated attempts to go beyond the Supreme Court’s concern with the need for “more precise pleadings” in class actions, Falcon, 457 U.S. at 160-61, 102 S.Ct. 2364 (citing Johnson, 417 F.2d at 1125), and the Court’s command that “sometimes it may be necessary for the court to probe behind the pleadings before coming to rest on the certification question,” id. at 160, 102 S.Ct. 2364, in an effort to reframe the question as one on whether Plaintiffs can actually succeed on the merits. Cf. Eisen, 417 U.S. at 177-78, 94 S.Ct. 2140(explaining that the plaintiffs’ likelihood of success on the merits is not part of deciding whether certification is proper).
Contrary to the dissent’s proposed standard, Plaintiffs here need not “establish a prima facie case” on the merits. Dissent at 643. Class certification in Cooper had already taken place and, in fact, the case had gone through a trial. 467 U.S. at 872, 104 S.Ct. 2794. The decision for the Supreme Court was whether the class’s loss at trial precluded a class member from maintaining his own, separate civil action subsequent to the loss. Id. at 869, 104 S.Ct. 2794. This is an entirely different posture than the present case presents, and the standard for winning a claim under McDonnell Douglas Corp. v. Green, 411 U.S. 792, 93 S.Ct. 1817, 36 L.Ed.2d 668 (1973), is, of course, different than that for certifying a class action. See Cooper, 467 U.S. at 875-76, 104 S.Ct. 2794; Falcon, 457 U.S. at 160-61, 102 S.Ct. 2364.
b. Subjective Decision Making
As discussed above, the district court found substantial evidence suggesting common pay and promotion policies among Wal-Mart’s many stores. See Dukes, 222 F.R.D. at 148-51. The court also reasoned that Wal-Mart’s decision to permit its managers to utilize subjectivity in interpreting those policies offers additional support for a commonality finding. See id. Relying on Sperling v. Hoffmann-La Roche, Inc., 924 F.Supp. 1346 *612(D.N.J.1996), Wal-Mart challenges the latter conclusion, contending that managers’ discretionary authority does not support a finding of commonality because “[decentralized, discretionary decisionmaking is not inherently discriminatory.”
It is well established that subjective decision making is a “ready mechanism! ] for discrimination” and that courts should scrutinize it carefully. Sengupta v. Morrison-Knudsen Co., 804 F.2d 1072,1075 (9th Cir.1986) (internal quotation marks omitted). Wal-Mart is correct that discretionary decision making by itself is insufficient to meet Plaintiffs’ burden. The district court recognized this, noting that managerial discretion is but one of several factors that supported a finding of commonality. See Dukes, 222 F.R.D. at 149-50 (“And while the presence of excessive subjectivity, alone, does not necessarily create a common question of fact, where, as here, such subjectivity is part of a consistent corporate policy and supported by other evidence giving rise to an inference of discrimination, courts have not hesitated to find that commonality is satisfied.”).
Wal-Mart is incorrect, however, that decentralized, subjective decision making cannot contribute to a common question of fact regarding the existence of discrimination. See Falcon, 457 U.S. at 159 n. 15, 102 S.Ct. 2364. Indeed, courts from around the country have found “[ajllegations of similar discriminatory employment practices, such as the use of entirely subjective personnel processes that operate to discriminate, [sufficient to] satisfy the commonality and typicality requirements of Rule 23(a).” Shipes v. Trinity Indus., 987 F.2d 311, 316 (5th Cir.1993); see also supra note 7 and cases cited therein.
Plaintiffs produced substantial evidence of Wal-Mart’s centralized firm-wide culture and policies, see Dukes, 222 F.R.D. at 151-54, thus providing a nexus between the subjective decision making and the considerable statistical evidence demonstrating a pattern of lower pay and fewer promotions for female employees. See id. at 154-65; see also Reid v. Lockheed Martin Aeronautics Co., 205 F.R.D. 655, 670-72 (N.D.Ga.2001) (subjective decision making may give rise to an inference of discrimination where evidence shows a nexus .between decision making and discrimination). Therefore, for the reasons stated above, there was no abuse of discretion in determining that Wal-Mart’s subjective decisionmaking policy provides support for Plaintiffs’ contention that commonality exists among potential class members.
c. Commonality Conclusion
The district court’s analysis of Rule 23(a)(2) complies with the standard the Supreme Court has set down and we have explained today for a district court adjudicating a motion for class certification. Plaintiffs’ factual evidence, expert opinions, statistical evidence, and anecdotal evidence provide sufficient support to raise the common question whether Wal-Mart’s female employees nationwide were subjected to a single set of corporate policies (not merely a number of independent discriminatory acts) that may have worked to unlawfully discriminate against them in violation of Title VII. Evidence of Wal-Mart’s subjective decision-making policies suggests a common legal or factual question regarding whether Wal-Mart’s policies or practices are discriminatory. Many other courts have reached the same conclusion based on similar evidence. See, e.g., Staton, 327 F.3d at 955; Shipes, 987 F.2d at 316; Cox v. Am. Cast Iron Pipe Co., 784 F.2d 1546, 1557 (11th Cir.1986); Segar v. Smith, 738 F.2d 1249, 1276 (D.C.Cir.1984).
3. Typicality
As an initial matter, Plaintiffs contend that Wal-Mart has waived a chai*613lenge to the district court’s typicality finding by failing to offer specific objections to the district court’s typicality determination. However, because Wal-Mart refers, somewhat obliquely, to the typicality factor in its opening brief and because typicality and commonality are similar and tend to merge, see Falcon, 457 U.S. at 157 n. 13, 102 S.Ct. 2364,37 we conclude that WalMart did not waive its opportunity to challenge the district court’s findings with regard to typicality.
Thus, although Wal-Mart did not raise a specific challenge, it nevertheless raised a general objection to the district court’s conclusion that Plaintiffs’ evidence satisfies the typicality requirement. As discussed below, to satisfy the typicality pre-requisite, Plaintiffs must demonstrate that their claims and their class representatives are sufficiently typical of the class.
a. Plaintiffs’ Claims Are Sufficiently Typical
Rule 23(a)(3) requires that “the claims or defenses of the representative parties are typical of the claims or defenses of the class.” Fed.R.Civ.P. 23(a)(3). We stated in Hanlon that, “[u]nder the rule’s permissive standards, representative claims are ‘typical’ if they are reasonably coextensive with those of absent class members; they need not be substantially identical.” 150 F.3d at 1020; see also Staton, 327 F.3d at 957(stating that “a class representative [from each job category] for each type of discrimination claim alleged ... is not necessary”).
Thus, we must consider whether the injury allegedly suffered by the named plaintiffs and the rest of the class resulted from the same allegedly discriminatory practice. See Staton, 327 F.3d at 957. Even though individual employees in different stores with different managers may have received different levels of pay or may have been denied promotion or promoted at different rates, because the discrimination they claim to have suffered occurred through alleged common practices — e.g., excessively subjective decision making in a corporate culture of uniformity and gender stereotyping — the district court did not abuse its discretion by finding that their claims are sufficiently typical to satisfy Rule 23(a)(3).
b. Plaintiffs’ Representatives Are Sufficiently Typical of the Class
Typicality requires that the named plaintiffs be members of the class they represent. See Falcon, 457 U.S. at 156, 102 S.Ct. 2364. There is no dispute that the class representatives are “typical” of the hourly class members, because almost all of the class representatives hold hourly positions. Instead, Wal-Mart contends that the class representatives are not typical of all female in-store managers beeáuse only one of the class representatives holds a salaried management position, and she holds a somewhat low-level position.
However, because all female employees faced the same alleged discrimination, the lack of a class representative for each management category does not undermine Plaintiffs’ certification goal. See Hartman v. Duffey, 19 F.3d 1459, 1471 (D.C.Cir. 1994) (An employee can challenge discrimination in “different job categories where *614the primary practices used to discriminate in the different categories are themselves similar. While it may be prudent to have the class divided into sub-classes represented by a named plaintiff from each of the differing job categories, it would not be necessary to the validity of the class certification to do so.”); Paxton v. Union Nat’l Bank, 688 F.2d 552, 562 (8th Cir.1982) (“Typicality is not defeated because of the varied promotional opportunities at issue, or the differing qualifications of the plaintiffs and class members.”).
In addition, because the range of managers in the proposed class is limited to managers working in Wal-Mart’s stores and excludes those at regional or national offices, it is not an excessively diverse class; a named plaintiff occupying a lower-level, salaried, in-store management position is sufficient to satisfy the “permissive” typicality requirement. Staton, 327 F.3d at 957(recognizing that, “ ‘[u]nder the rule’s permissive standards,’ ” plaintiffs are not required to offer a class representative for each type of discrimination claim alleged (quoting Hanlon, 150 F.3d at 1020)).
Because Plaintiffs’ claims and Plaintiffs’ representatives are sufficiently typical of the class, the district court acted within its discretion when it found that Plaintiffs satisfied the typicality prerequisite.
4. Adequate Representation
Rule 23(a)(4) permits certification of a class action only if “the representative parties will fairly and adequately protect the interests of the class.” Fed.R.Civ.P. 23(a)(4). This factor requires: (1) that the proposed representative Plaintiffs do not have conflicts of interest with the proposed class, and (2) that Plaintiffs are represented by qualified and competent counsel. See Hanlon, 150 F.3d at 1020; see also Molski v. Gleich, 318 F.3d 937, 955 (9th Cir.2003).
Before the district court, Wal-Mart argued that Plaintiffs cannot satisfy this factor because of a conflict of interest between female in-store managers who are both plaintiff class members and decision-making agents of Wal-Mart. Relying on Staton, the district court recognized that courts need not deny certification of an employment class simply because the class includes both supervisory and non-supervisory employees. See Dukes, 222 F.R.D. at 168; see also Staton, 327 F.3d at 958-59. This decision was not an abuse of discretion. Finally, because Wal-Mart does not challenge the district court’s finding that Plaintiffs’ class representatives and counsel are adequate, we need not analyze this factor.
5. Commonality, Typicality, and Manageability of Promotion Claims
The district court certified Plaintiffs’ promotion claims for injunctive and declaratory relief and punitive damages, but concluded that “manageability concerns” required that “any lost pay remedy on Plaintiffs’ promotion claim would be limited to that subset of the class for whom objective applicant data exists.” Dukes, 222 F.R.D. at 183. Wal-Mart objects to the certification of Plaintiffs’ promotion claims, even with this limitation, on commonality and manageability grounds. Plaintiffs, on the other hand, object to the district court’s limitation of eligibility for back pay to positions for which objective applicant data exist.
Title VII pattern and practice class actions frequently include both salary and promotion claims. See, e.g., Bazemore v. Friday, 478 U.S. 385, 406, 106 S.Ct. 3000, 92 L.Ed.2d 315 (1986) (per curiam); Cooper, 467 U.S. at 870, 104 S.Ct. 2794. *615As discussed above, the district court found that Plaintiffs here have provided evidence sufficient to support their contention that company-wide corporate practices and policies — including excessive subjectivity in personnel decisions, gender stereotyping, and maintenance of a strong corporate culture — affected both compensation and promotion of all Plaintiffs in a common manner. Dukes, 222 F.R.D. at 166. Although there may be some variation among individual promotion decisions, variation does not prevent class certification of common issues of fact. See Hanlon, 150 F.3d at 1019 (“Rule 23(a)(2) has been construed permissively. All questions of fact and law need not be common to satisfy the rule.”). Given its findings regarding WalMart’s company-wide promotion policies and minimum guidelines, see Dukes, 222 F.R.D. at 148-49, the district court did not abuse its discretion by concluding that there was a sufficient common factual basis among putative class members’ promotion claims to satisfy Rule 23(a)(2).
We also affirm the district court’s conclusion that a back pay remedy for promotion claims would be manageable only “with respect to those positions for which objective applicant data is available to document class member interest.” Dukes, 222 F.R.D. at 183. Wal-Mart’s extensive database containing information on each employee individually with respect to job history, seniority, job review ratings, and many other factors, see id. at 183-85, would enable a determination of each class member’s qualifications for promotion without the need for potentially unmanageable individualized hearings. The district court did not abuse its discretion by limiting eligibility for back pay, however, because allowing class members to demonstrate post hoc their previous interest in promotions might indeed be unmanageable. See id. at 181-82.
6. Rule 23(a) Conclusion
Based on the evidence before the district court, which it rigorously analyzed pursuant to Falcon, 457 U.S. at 161, 102 S.Ct. 2364, and the standard herein described, the district court did not abuse its discretion when it found that the Rule 23(a) elements were satisfied.
B. Rule 23(b)
As mentioned earlier, Plaintiffs moved to certify the class under Rule 23(b)(2), which requires showing that “the party opposing the class has acted or refused to act on grounds that apply generally to the class, so that final injunctive relief ... is appropriate respecting the class as a whole.” Fed.R.Civ.P. 23(b)(2).38 The district court agreed with Plaintiffs. See Dukes, 222 F.R.D. at 170-71. Wal-Mart argues the district court merely “paid lip service” to Rule 23(b)(2) and erred in certifying the class under Rule 23(b)(2) because claims for monetary relief predominate over claims for injunctive and declaratory relief.
Rule 23(b)(2) is not appropriate for all classes and “does not extend to cases in which the appropriate final relief relates exclusively or predominantly to money damages.” Fed.R.Civ.P. 23(b)(2) advisory committee’s note to 1966 amends., 39 F.R.D. at 69, 102; see also Zinser, 253 F.3d at 1195 (“Class certification under Rule 23(b)(2) is appropriate only where the primary relief sought is declaratory or injunctive.”). An interpretation of Rule 23(b)(2) that prevented any claim for mon*616etary relief would render this advisory committee requirement redundant or irrelevant.
We first turn to the appropriate standard for determining when monetary relief “predominates” over declaratory and injunctive relief and therefore precludes certification of a Rule 23(b)(2) class. We have previously joined the Second Circuit in adopting a test that focuses on the plaintiffs’ subjective intent in bringing a lawsuit. See Molski, 318 F.3d at 950; Robinson v. Metro-North Commuter R.R. Co., 267 F.3d 147, 164 (2d Cir.2001). In contrast, several other circuits use the “incidental damages standard” that was first enunciated by the Fifth Circuit in Allison v. Citgo Petroleum Corp., 151 F.3d 402, 415-16 (5th Cir.1998). See, e.g., Reeb v. Ohio Dep’t of Rehab. & Corr., 435 F.3d 639, 646-51 (6th Cir.2006); Murray v. Auslander, 244 F.3d 807, 812 (11th Cir. 2001); Lemon v. Int’l Union of Operating Eng’rs Local No. 139, 216 F.3d 577, 580-81 (7th Cir.2000). Under the Allison approach, monetary relief predominates over other forms of relief “unless it is incidental to requested injunctive or declaratory relief.” See Allison, 151 F.3d at 415.
We see no need to employ either approach, which are both, essentially, glosses on the text of the Advisory Committee’s Note’s statement that Rule 23(b)(2) “does not extend to cases in which the appropriate final relief relates exclusively or predominantly to money damages.” Merriam-Webster defines “predominant” as “having superior strength, influence, or authority: prevailing.” Merriam-Webster’s Collegiate Dictionary 978 (11th ed.2004). To be certified under Rule 23(b)(2), therefore, a class must seek only monetary damages that are not “superior [in] strength, influence, or authority” to injunctive and declaratory relief.
An analysis of a plaintiffs subjective intent in bringing a suit, as required by the standard set forth in Molski, is, at best, an incomplete method for answering this question. By eschewing consideration of the practical impact of a request for monetary relief on the litigation itself, the sole emphasis on the plaintiffs intent ignores important indicators of the “strength, influence, [and] authority” of a request for specific monetary relief. In short, Molski’s focus on subjective intent and its concomitant failure to consider the pragmatic impact of a request for monetary relief render it fatally flawed.
The Molski approach is troubling for the additional reason that it requires courts to engage in a nebulous and imprecise inquiry into the plaintiffs’ intent in bringing a particular suit. Only in those cases in which a request for injunctive relief is obviously a ruse will this inquiry provide a clear answer. More often than not, we suspect that the answer will be equivocal and, therefore, essentially an entirely discretionary one.
Although the standard set forth in Allison is an objective one that does consider the practical effect of a request for monetary damages, it suffers from a different deficiency. By requiring monetary relief to be no more than “incidental” to injunctive or declaratory relief, the Allison approach is in direct conflict with the text of the Advisory Committee’s Note, which forbids certification under Rule 23(b)(2) if monetary relief is the “predominant” form of relief. See 151 F.3d at 412-16. “Predominant” is not synonymous with “more than incidental.” As a result, the Allison approach would preclude the certification of some Rule 23(b)(2) classes that the drafters of the Rules intended to allow.
Allison’s standard also “usurps the district courts’ authority granted by Rule 23 ... to rigorously analyze the case, probe *617behind the pleadings if necessary, and exercise its own discretion within the framework of the rules in determining whether the action is to be so maintained.” Id. at 431(Dennis, J., dissenting); see also Robinson, 2Í61 F.3d at 165 (describing Allison’ s incidental damages test as a “one-size-fits-all approach”). Such a limitation is in direct conflict with the Federal Rules’ intention that district courts be afforded discretion. The predominance test suggested by the Advisory Committee’s Note, by contrast, is consistent with the wide discretion given to district courts in making the class certification decision and accomplishing Title VII’s remedial objectives.
To the extent Molski required the district court to inquire only into the intent of the plaintiffs and focus primarily on determining whether reasonable plaintiffs would bring suit to obtain injunctive or declaratory relief even in the absence of a possible monetary recovery, see Molski, 318 F.3d at 950 & n. 15, it is overruled. In light of the inadequacy of both the Allison and Molski approaches, we adopt instead the standard that Rule 23(b)(2)’s drafters straightforwardly indicated: Rule 23(b)(2) certification is not appropriate where monetary relief is “predominant” over injunctive relief or declaratory relief. To determine whether monetary relief predominates, a district court should consider, on a case-by-case basis, the objective “effect of the relief sought” on the litigation. See Allison, 151 F.3d at 416. Factors such as whether the monetary relief sought determines the key procedures that will be used, whether it introduces new and significant legal and factual issues, whether it requires individualized hearings, and whether its size and nature — as measured by recovery per class member — raise particular due process and manageability concerns would all be relevant, though no single factor would be determinative.
Under this standard, as discussed more fully below, the district court’s decision to include claims for back pay in a class certified under Rule 23(b)(2) was not an abuse of its discretion. On the other hand, the district court did abuse its discretion by failing to analyze whether certifying Plaintiffs’ punitive damages claims under Rule 23(b)(2) caused monetary damages to predominate, notwithstanding its decision to require notice and an opportunity for Plaintiffs to opt-out of the punitive damages claims.
1. Wal-Mart’s Evidence Does Not Undermine Plaintiffs’ Claim That Injunctive and Declaratory Relief Predominate
Wal-Mart first asserts that the district court “failed to even evaluate” Rule 23(b)’s requirement that the challenged conduct be generally applicable to the class. WalMart’s contention that its “unrebutted” statistics demonstrate that there is no evidence of pervasive discrimination that would justify injunctive relief and that, therefore, the “challenged conduct” does not affect all members, is simply not persuasive. As explained above, Wal-Mart’s evidence was rebutted by Plaintiffs to the extent that Plaintiffs’ evidence and theories remain viable at this pre-merits analysis stage. Further, the issue before us is whether monetary relief predominates, not whether Plaintiffs will ultimately prevail.
2. The Large Size of the Class Does Not Undermine Plaintiffs’ Claim That Injunctive and Declaratory Relief Predominate
Wal-Mart contends that monetary claims necessarily predominate because this case involves claims that may amount to billions of dollars. However, such a *618large amount is principally a function of Wal-Mart’s size, and the predominance test turns on the primary goal and nature of the litigation — not the theoretical or possible size of the total damages award. A comparison between the amount of monetary damages available for each plaintiff and the importance of injunctive and declaratory relief for each is far more relevant to establishing predominance than the total size of a potential monetary award for the class as a whole. As the district court stated, “focusing on the potential size of a punitive damage award would have the perverse effect of making it more difficult to certify a class the more egregious the defendant’s conduct or the larger the defendant. Such a result hardly squares with the remedial purposes of Title VII.” Dukes, 222 F.R.D. at 171. Because WalMart has not shown that the size of the monetary request undermines Plaintiffs’ claim that injunctive and declaratory relief predominate, we find that Wal-Mart’s argument fails.
3. Request for Back Pay Does Not Undermine Plaintiffs’ Claim That Injunctive and Declaratory Relief Predominate
Wal-Mart asserts that Plaintiffs’ request for back pay weighs against certification because it proves that claims for monetary relief predominate. The district court reasoned that back pay “is recoverable as an equitable, make-whole remedy in employment class actions notwithstanding its monetary nature.” Dukes, 222 F.R.D. at 170. Wal-Mart contends that the district court erred by failing to recognize that back pay, whether “equitable” or not, is still a form of monetary relief.
Wal-Mart’s argument is without merit. Although the circuits have adopted different tests for determining when monetary relief predominates, every circuit to have addressed the issue has acknowledged that Rule 23(b)(2) does allow for some claims for monetary relief.39 More to the point, it is equally well accepted, even by circuits that are generally restrictive in certifying classes seeking monetary damages under Rule 23(b)(2), that a request for back pay in a Title VII case is fully compatible with the certification of a Rule 23(b)(2) class. See, e.g., Allison, 151 F.3d at 415; see also Thorn, 445 F.3d at 331; Cooper, 390 F.3d at 720; Coleman, 296 F.3d at 449. As the Fifth Circuit stated in Allison, “final injunctive relief [was] appropriate and the defendant’s liability for back pay [was] rooted in grounds applicable to all members of the defined class. Under these circumstances the award of back pay, as one element of the equitable remedy, conflicts in no way with the limitations of Rule 23(b)(2).” 151 F.3d at 415 (internal quotation marks omitted).40
*619Courts have provided two justifications for the conclusion that a request for back pay is consistent with certification under Rule 23(b)(2). First, appellate courts have noted that, “in the Title VII context, awards of backpay do not predominate over the injunctive remedies available because the ‘calculation of back pay generally involves [relatively unjcomplicated factual determinations and few [] individualized issues.’ ” Thom, 445 F.3d at 331-32(alter-ations in original) (quoting Coleman, 296 F.3d at 449). The second rationale is that back pay is “an integral component of Title VII’s ‘make whole’ remedial scheme,” see Allison, 151 F.3d at 415, a scheme to which the drafters of the Federal Rules of Civil Procedure clearly intended Rule 23(b)(2) to apply. Fed.R.Civ.P. 23(b)(2) advisory committee’s note to 1966 amends., 39 F.R.D. at 102 (stating that the principal category of cases certifiable under Rule 23(b)(2) are “actions in the civil-rights field where a party is charged with discriminating unlawfully against a class”).
We find this reasoning persuasive and therefore join the consensus view that a request for back pay in a Title VII case is fully consistent with the certification of a Rule 23(b)(2) class action.41 Accordingly, *620we hold that the district court did not abuse its discretion when it concluded, like many courts before it, that this discrimination class action was certifiable under Rule 23(b)(2) notwithstanding Plaintiffs’ prayer for back pay relief.
4. Monetary Relief May Predominate With Respect to Plaintiffs’ Bifurcated Punitive Damages Claims
In determining whether “appropriate final relief relates exclusively or predominantly to money damages,” Fed.R.Civ.P. 23(b)(2), advisory committee’s note to 1996 amends., 39 F.R.D. at 102, claims for punitive damages weigh against certification under Rule 23(b)(2) because punitive damages are, of course, neither injunctive nor declaratory relief. The view that punitive damages can never be awarded consistent •with Rule 23(b)(2), however, has not been adopted by this circuit.42 On the other hand, this court also has not approved class certification under Rule 23(b)(2) involving the potential for substantial punitive damages.
To decide whether certification under Rule 23(b)(2) is appropriate, per the standard described in Part II, a district court must squarely face and resolve the question of whether the monetary damages sought by the plaintiff class predominate over the injunctive and declaratory relief. If so, then the court may either deny certification under Rule 23(b)(2) or bifurcate the proceedings by certifying a Rule 23(b)(2) class for equitable relief and a separate Rule 23(b)(3) class for damages. See Molski, 318 F.3d at 951 n. 16 (citing Jefferson v. Ingersoll Int'l Inc., 195 F.3d 894, 897-98 (7th Cir.1999)).43
Here, the district court certified Plaintiffs’ punitive damages claims as a separate class, but did so under Rule 23(b)(2) rather than Rule 23(b)(3), exercising its discretion to impose additional requirements for notice and the opportunity to opt-out of this separate Rule 23(b)(2) class. See Dukes, 222 F.R.D. at 173 (“[N]otice and the opportunity to opt-out *621can be provided in a(b)(2) class action” and “shall be provided to the plaintiff class with respect to Plaintiffs’ claim for punitive damages.”). As the district court noted, its discretion to require notice and the opportunity to opt-out in a Rule 23(b)(2) class action is well established. Id. (citing In re Monumental Life Ins. Co., 365 F.3d at 417; Molski, 318 F.3d at 951 n. 16; Robinson, 267 F.3d at 165-67; Jefferson, 195 F.3d at 898-99).44
Notwithstanding its decision to require notice and an opportunity for opt-out, the district court abused its discretion by certifying the punitive damages claims under Rule 23(b)(2) without first undertaking an analysis of whether certification of the claim for punitive damages (in addition to injunctive and declaratory relief as well as back pay) rendered the final relief “predominantly” related to monetary damages. See Fed.R.Civ.P. 23(b)(2), advisory committee’s note to 1996 amends., 39 F.R.D. at 102. Although notice and an opportunity for Plaintiffs to opt-out of the punitive damages claims alleviated some of the concerns regarding cohesiveness and due process that substantial punitive damages claims potentially raise, requiring these procedures does not remove the district court’s obligation to determine whether each of the requirements of certification under either Rule 23(b)(2) or (b)(3) is met.
On remand, the district court must determine whether certification under Rule 23(b)(2) of the punitive damages claims would cause monetary relief to predominate. As discussed above, the district court should not limit its inquiry to the former Molski factors, but should also consider any other factors relevant to whether monetary relief predominates when determining if certification under Rule 23(b)(2) is appropriate.45 We note at least four factors present in this case that are relevant to the question whether monetary relief predominates, but the district court need not limit its inquiry to these factors alone.
First, the inclusion of a punitive damages request means that the key issue in this case, Wal-Mart’s liability, will be decided by a jury, rather than a judge. This significant procedural change weighs in favor of finding that monetary relief would predominate if the punitive damages claims are certified, although it is not dis-positive.46
Second, Plaintiffs’ request for punitive damages introduces a new and substantial factual issue. To recover punitive damages, Plaintiffs must show not only that Wal-Mart engaged in a pattern or practice of discrimination, but also that it did so “with malice or with reckless indifference *622to the federally protected rights of’ Plaintiffs. 42 U.S.C. § 1981a(b)(1). This additional factual question will likely require the Plaintiffs to introduce significant evidence and legal argument that would not have otherwise been necessary; the need for such extra evidence and argument weighs in favor of a finding that monetary relief predominates.
Third, the size of a potential punitive damages award, measured on an individual basis, could be quite significant. Title VII permits a punitive damage award of up to $300,000 per employee. See id. § 1981a(b)(3). Such a large potential award raises due process and manageability concerns. Although the district court’s decision to provide notice and opt-out to class members alleviates some of these concerns, the size of the potential award per class member in this case militates in favor of a finding that monetary relief predominates, triggering the need for other safeguards applicable when a class is certified under Rule 23(b)(3), rather than Rule 23(b)(2).
Finally, we note that, unlike in other punitive and compensatory damages cases, this case does not require individualized punitive damages determinations. Plaintiffs’ theory of liability is a class-wide theory that is based on a company policy that allegedly affects all class members in a similar way. See Allison, 151 F.3d at 417(leaving open the possibility that a punitive damage class could be certified under 23(b)(2) where the “plaintiffs challenge broad policies and practices” and “contend that each plaintiff was affected by th[o]se polices and practices in the same way”). While this factor counsels against a finding that punitive damages predominate, it also is not necessarily dispositive.
In sum, we hold that the district court abused its discretion when it certified a Rule 23(b)(2) class including punitive damages without first undertaking a comprehensive analysis of whether the inclusion of such damages in this case causes monetary relief to predominate. To allow for further pertinent fact-finding, we remand the certification of the bifurcated punitive damages claims to the district court to consider whether certification is proper under Rule 23(b)(2). We decline to prejudge the outcome of this determination because the question of whether monetary relief predominates should be answered by the district court in the first instance, consistent with the Federal Rules’ intention to vest district courts with significant discretion.
If the district court concludes that the punitive damage class in this action cannot be certified under Rule 23(b)(2), it should also consider whether class certification of the punitive damages claims is appropriate under Rule 23(b)(3). We and a number of other courts of appeals have endorsed such “hybrid certification” of Rule 23(b)(2) and Rule 23(b)(3) classes in one action, particularly in civil rights cases that may involve significant monetary damages. See, e.g., Molski, 318 F.3d at 951 n. 16; Jefferson, 195 F.3d at 898; Eubanks, 110 F.3d at 96.
Under this hybrid approach, the highly cohesive Rule 23(b)(2) phase of the proceedings, including liability, can be adjudicated without the costly class notice and opt-out process required under Rule 23(b)(3). In order to protect the due process interests of absent class members, however, notice and opt-out is required for the Rule 23(b)(3) punitive damages proceedings. See Fed.R.Civ.P. 23(c)(2), advisory committee’s note to 2003 amends. (“If a Rule 23(b)(3) class is certified in conjunction with a(b)(2) class, the (c)(2)(B) notice requirements must be satisfied as to the (b)(3) class.” (emphasis added)); Eubanks, 110 F.3d at 96 (“[Hybrid certification] effectively grant[s] (b)(3) protections *623... at the monetary relief stage.”); Diaz v. Hillsborough County Hosp. Auth., 165 F.R.D. 689, 695 (M.D.Fla.1996) (explaining that in Stage I, the court will resolve liability using Rule 23(b)(2) procedures and, if liability is established, adjudicate damages using “opt out” procedures in Rule 23(b)(3)). This procedure retains the benefits of Rule 23(b)(2) and Rule 23(b)(3) for all parties, and “promotes both ease of administration and the underlying principles of Rule 23.” See Williams v. Local No. 19, Sheet Metal Workers Int’l Ass’n, 59 F.R.D. 49, 56 (E.D.Pa.1973) (explaining that the liability issue will be litigated first and, if the plaintiffs are successful, notice will be given for the damages proceeding).
We do not express a view on whether the punitive damages claims in this case meet the Rule 23(b)(3) requirements or, if so, how the district court should manage the class proceedings in order to comply with Seventh Amendment principles. We believe, however, that this might be a case in which “[djivided certification also is worth consideration.” Jefferson, 195 F.3d at 898.
5. Class Certification May Not be Proper as to Class Members Who Were Not Wal-Mart Employees as of the Date Plaintiffs’ Complaint Was Filed
Wal-Mart’s final contention is that, because a substantial number of the putative class members no longer work for WalMart — and, thus, no longer have standing to seek injunctive or declaratory relief— such relief cannot possibly predominate over monetary relief for purposes of certifying this class under Rule 23(b)(2).
We agree with Wal-Mart to this extent: those putative class members who were no longer Wal-Mart employees at the time Plaintiffs’ complaint was filed do not have standing to pursue injunctive or declaratory relief. See Walsh v. Nev. Dep’t of Human Res., 471 F.3d 1033, 1037 (9th Cir.2006) (recognizing that former employees lack standing to seek injunctive relief because they “would not stand to benefit from an injunction requiring the anti-discriminatory policies [to cease] at [their] former place of work”); ACLU of Nev. v. Lomax, 471 F.3d 1010, 1015 (9th Cir.2006) (“When evaluating whether [the standing] elements are present, we must look at the facts ‘as they exist at the time the complaint was filed.’ ” (quoting Lujan v. Defenders of Wildlife, 504 U.S. 555, 569 n. 4, 112 S.Ct. 2130, 119 L.Ed.2d 351 (1992))). Under these circumstances, it is difficult to say that monetary relief does not predominate with respect to claims by plaintiffs who lack standing to seek injunctive or declaratory relief.
However, this does not mean that former employees are ineligible to receive any form of relief. Although women who were not employed by Wal-Mart as of June 8, 2001, the date on which the complaint was filed, do not have standing to seek injunctive or declaratory relief, they may be eligible to receive back pay and punitive damages. The district court may, in its discretion, certify a separate Rule 23(b)(3) class of former employees for back pay and punitive damages.
Putative class members who were still Wal-Mart employees as of June 8, 2001, do have standing to seek the injunctive and declaratory relief requested in the complaint.47 See Lomax, 471 F.3d at 1015. *624We are satisfied that class certification under Rule 23(b)(2) was not an abuse of discretion, at least as to those Plaintiffs’ claims, for the reasons explained in Parts II.B.1-II.B.4.
In summary, we affirm the district court’s certification of a Rule 23(b)(2) class insofar as the class consists of current employees (as of the date the complaint was filed), with respect to claims for injunctive relief, declaratory relief, and back pay. On remand, the district court should analyze whether certification under Rule 23(b)(2) or Rule 23(b)(3) is appropriate for the punitive damages claims and whether an additional class or classes may be appropriate under Rule 23(b)(3) with respect to the claims of former employees. The court may, if appropriate, certify an additional class or classes under Rule 23(b)(3).
IV. Class Action Can Proceed In a Way that is Both Manageable and In Accordance With Due Process
The district court was cognizant of the large size of the class when it concluded that the class size was not unmanageable. See Dukes, 222 F.R.D. at 173. Indeed, the district court acknowledged that, “[wjhile courts possess wide discretion to flexibly respond to manageability issues that may arise during the course of a class action, this Court must be confident that such issues will not be of such a magnitude as to defy its ability to oversee this case in a responsible and reasonable manner.” Id. (citation omitted). After “giv[ing] these matters considerable thought and deliberation,” the district court concluded that, with one minor exception,48 “the size of the class would not present undue obstacles to managing” this class action. Id.
To demonstrate the manageability of the class action, the district court outlined a trial plan based, in large part, on how other courts have handled similarly large and complex class action suits.49 WalMart, supported by a number of business-related amici,50 contend that at least some aspects of this trial plan violate their due process rights, as well as section 706(g)(2) *625of Title VII,51 the Rules Enabling Act,52 and the Supreme Court’s decision in Teamsters, 431 U.S. at 359-60, 97 S.Ct. 1843.53
At this stage, we express no opinion regarding Wal-Mart’s objections to the district court’s tentative trial plan (or that trial plan itself), but simply note that, because there are a range of possibilities— which may or may not include the district court’s proposed course of action — that would allow this class action to proceed in a manner that is both manageable and in accordance with due process, manageability concerns present no bar to class certification here.
For example, in Hilao v. Estate of Marcos, 103 F.3d 767, 782-87 (9th Cir.1996), the district court employed the following procedure to determine the amount of compensatory damages due the plaintiffs in a large class action:54
In all, 10,059 claims were received. The district court ruled 518 of these claims to be facially invalid, leaving 9,541 claims. From these, a list of 137 claims was randomly selected by computer. This number of randomly selected claims was chosen on the basis of the testimony of James Dannemiller, an expert on statistics, who testified that the examination of a random sample of 137 claims would achieve “a 95 percent sta*626tistical probability that the same percentage determined to be valid among the examined claims would be applicable to the totality of claims filed.”....
The district court then appointed Sol Schreiber as a special master (and a court-appointed expert under Rule 706 of the Federal Rules of Evidence). Schreiber supervised the taking of depositions ... of the 137 randomly selected claimants....
Id. at 782 (subheading omitted). “Schreiber then reviewed the claim[s],” and “[h]e recommended that 6 claims of the 137 in the sample be found not valid.” Id. at 782-83. “Schreiber then recommended the amount of damages to be awarded to the 131 [remaining] claimants.” Id. at 783.
Based on his recommendation that 6 of the 137 claims in the random sample (4.37%) be rejected as invalid, he recommended the application of a five-per-cent invalidity rate to the remaining claims.
He recommended that the award to the class be determined by multiplying the number of valid remaining claims ... by the average award recommended for the ... claims....
By adding the recommended awards ... Schreiber arrived at a recommendation for a total compensatory damage award....
A jury trial on compensatory damages was [then] held ... [Hilao’s statistical expert] testified that the selection of the random sample met the standards of inferential statistics, that the successful efforts to locate and obtain testimony from the claimants in the random sample “were of the highest standards” in his profession, that the procedures followed conformed to the standards of inferential statistics, and that the injuries of the random-sample claimants were representative of the class as a whole. Testimony from the 137 random-sample claimants and their witnesses was introduced. Schreiber testified as to his recommendations, and his report was supplied to the jury. The jury was instructed that it could accept, modify or reject Sehreiber’s recommendations and that it could independently, on the basis of the evidence of the random-sample claimants, reach its own judgment as to the actual damages of those claimants and of the aggregate damages suffered by the class as a whole.
The jury deliberated for five days before reaching a verdict. Contrary to the master’s recommendations, the jury found against only two of the 137 claimants in the random sample. As to the sample claims, the jury generally adopted the master’s recommendations, although it did not follow his recommendations in 46 instances. As to the claims of the remaining class members, the jury adopted the awards recommended by the master. The district court subsequently entered judgment for 135 of the 137 claimants in the sample in the amounts awarded by the jury, and for the remaining plaintiffs ... in the amounts awarded by the jury, to be divided pro rata.
Id. at 783-84 (subheadings and footnotes omitted).
On appeal, the Hilao court was presented with some of the same objections to its trial plan as Wal-Mart presents here.55
*627After a lengthy discussion, however, the Hilao court rejected these challenges and approved of the trial plan, addressing the due process issue as follows:
While the district court’s methodology in determining valid claims is unorthodox, it can be justified by the extraordinarily unusual nature of this case. “ ‘Due process,’ unlike some legal rules, is not a technical conception with a fixed content unrelated to time, place and circumstances.” Cafeteria and Restaurant Workers Union, Local 473 v. McElroy, 367 U.S. 886, 895, 81 S.Ct. 1743, 6 L.Ed.2d 1230 ... (1961).
The interest of the [defendant] that is affected is at best an interest in not paying damages for any invalid claims.... The statistical method used by the district court obviously presents a somewhat greater risk of error in comparison to an adversarial adjudication of each claim, since the former method requires a probabilistic prediction (albeit an extremely accurate one) of how many of the total claims are invalid.... Hilao’s interest in the use of the statistical method, on the other hand, is enormous, since adversarial resolution of each class member’s claim would pose insurmountable practical hurdles. The “ancillary” interest of the judiciary in the procedure is obviously also substantial, since 9,541 individual adversarial determinations of claim validity would clog the docket of the district court for years. Under the balancing test set forth in Mathews [v. Eldridge, 424 U.S. 319, 96 S.Ct. 893, 47 L.Ed.2d 18 (1976),] and [Connecticut v.] Doehr [, 501 U.S. 1, 111 S.Ct. 2105, 115 L.Ed.2d 1 (1991) ], the procedure used by the district court did not violate due process.
Hilao, 103 F.3d at 786-87 (footnote and citations omitted).
Because we see no reason why a similar procedure to that used in Hilao could not be employed in this case,56 we conclude that there exists at least one method of managing this large class action that, albeit somewhat imperfect, nonetheless protects the due process rights of all involved parties.57 Accordingly, we find no manageability-based reason to find this other*628wise-certifiable class unsuited to class certification.
CONCLUSION
For the reasons set forth above, we hold that the district court acted within its broad discretion in concluding that it would be better to handle some parts of this case as a class action instead of clogging the federal courts with innumerable individual suits litigating the same issues repeatedly. The district court did not abuse its discretion in finding the requirements of Rule 23 satisfied with respect to those Plaintiffs who were still Wal-Mart employees on June 8, 2001, and with respect to claims for injunctive and declaratory relief and back pay. Given the tentative nature of the district court’s trial plan, we decline to address Wal-Mart’s due process and manageability challenges to that plan. We note, however, that the district court has the discretion to modify or decertify the class should it become unmanageable. Although the size of this class action is large, mere size does not render a case unmanageable.
We deny Plaintiffs’ cross-appeal, because the district court did not abuse its discretion when it found that back pay for promotions may be limited to those Plaintiffs for whom proof of qualification and interest exists. Finally, we must reiterate that our findings relate only to class action procedural questions; we neither analyze nor reach the merits of Plaintiffs’ allegations of gender discrimination.
AFFIRMED in part; REMANDED in part. Each party to bear its own costs on appeal.
. We have jurisdiction under 28 U.S.C. § 1292(e).
. The action was originally filed on June, 8, 2001.
. Ten times the dissent points out the large class size, referring to the "1.5 million” women alleging discrimination as a reason to reject certification. 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. Further, the dissent emphasizes that this is the largest class that we have ever certified "based on a small number of incidents.” Dissent at 635 n. 11 (all references in this Opinion to the dissent refer to Judge Ikuta’s 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 largest 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, 102 S.Ct. 2364, 72 L.Ed.2d 740 (1982), nor should it necessitate that we take an even harder look at the merits, essentially conducting a trial, as the dissent proposes.
. As the district court acknowledged, Dukes, 222 F.R.D. at 143, although federal courts are no longer permitted to engage in “conditional certification,” see Fed.R.Civ.P. 23 advisory *580committee’s note to 2003 amends., district courts retain the authority to amend or decertify a class if, based on information not available or circumstances not anticipated when the class was certified, the court finds that either is warranted.
. After a trial, the district court in Falcon made converse findings regarding Falcon, who was the named plaintiff, and the class he sought to represent. The district court found that the defendant, General Telephone Company of the Southwest, had not discriminated against Falcon when it hired him, but had discriminated against him when it failed to promote him. Falcon, 457 U.S. at 152, 102 S.Ct. 2364. But the district court also found the defendant had not discriminated against Mexican-Americans generally in pro motion decisions, but had discriminated against them in hiring. Id. This disconnect created a potential typicality problem under Rule 23(a)(3).
. We recognize that these words imply slightly different approaches, and we agree with the IPO court's thoughtful discussion of resisting use of the word " ‘findings' because the word usually implies that a district judge is resolving a disputed issue of fact," and the Rule 23 inquiry, though it may require findings in some cases, "is really a mixed question of fact and law.” 471 F.3d at 40. We cannot, however, agree that the difference in usage is significant enough that circuit courts using these various words employ substantially different standards. Cf. New Motor Vehicles, 522 F.3d at 24.
. Many other decisions have similarly shown this circuit’s proper, narrow reading of the "no merits inquiry” passage from Eisen to prohibit only merits inquiries unnecessary for the class certification decision. See, e.g., McElmurry v. U.S. Bank Nat'l Ass'n, 495 F.3d 1136, 1141-42(9th Cir.2007) (rejecting the appellants’ broad claim relying on misunderstood language from Eisen); Staton, 327 F.3d at 954(citing Eisen in explaining that a merits inquiry is improper at the class certification stage though the district court was "well within” its discretion in considering overlapping issues); Valentino v. Carter-Wallace, Inc., 97 F.3d 1227, 1232 (9th Cir.1996) (discussing Eisen as prohibiting "a separate hearing to consider the merits of the plaintiffs’ claims when determining class certification”); Hanon, 976 F.2d at 509(describing Eisen as holding "a motion for class certification is not the appropriate point at which to resolve the merits of a plaintiff's claim”); Wright v. Schock, 742 F.2d 541, 544-45 (9th Cir.1984) (understanding Eisen narrowly to allow a summary judgment motion before the class certification decision); Moore, 708 F.2d at 480 ("Although some inquiry into the substance of a case may be necessary to ascertain satisfaction of the commonality and typicality requirements of Rule 23(a), it is improper to advance a decision on the merits to the class certification stage.”); Jordan v. County of Los Angeles, 669 F.2d 1311, 1321-22 (9th Cir.), (characterizing Eisen as confirming the narrow rule that "the class representative need not demonstrate a likelihood of success on the merits in order to maintain a class action”), vacated on other grounds, 459 U.S. 810, 103 S.Ct. 35, 74 L.Ed.2d 48 (1982).
. That district courts must consider questions overlapping with the merits, if doing so is necessary to find the Rule 23 requirements met, is the understanding of the majority of district court orders considering the issue in this circuit. See Colvin v. Citigroup Global Mitts., Inc., No. C 09-00238, 2009 WL 1657331, at *1-2 (N.D.Cal. June 11, 2009) (hearing issues overlapping with merits before class certification motion); In re First Am. Coip. ERISA Litig., 258 F.R.D. 610, 616 (C.D.Cal.2009) (citing Eisen but also noting Falcon's statement that class determinations are often "enmeshed” 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 evidence relating 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 not mean that a district court should mistake class action certification for summary 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 at this stage of the proceedings the Court is not resolving whether Plaintiff can establish that she can prove her case. Rather, the narrow question before the Court is whether, under Fed.R.Civ.P. 23, a class action is a proper vehicle for litigating the products liability claims brought by Plaintiff.”); Bishop v. Petro-Chem. Transp., LLC, 582 F.Supp.2d 1290, 1305 (E.D.CaI.2008) ("[T]he Court has evaluated the evidence of the Motor Carrier exemption, not to determine whether plaintiff will ultimately prevail at trial, but to determine, again, whether the proposed class members are similarly situated.”); Lindquist v. Fanners Ins. Co. of Ariz., No. CV 06-597, 2008 WL 343299, at *6 (D.Ariz. Feb. 6, 2008) ("While preliminary inquiry into the merits is sometimes appropriate to the extent necessary to evaluate class certification issues that happen to be intertwined with facts relating to the underlying merits ... the general rule followed by federal courts [is] that trial courts may not decide the merits of the case or 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 is improper for this Court to consider the merits of the complaint beyond what is necessary to decide whether the requirements of Rule 23 have been met.”); In re Seagate Tech. II Sec. Litig., 843 F.Supp. 1341, 1367 (N.D.Cal.1994) (noting that "district courts must examine some of the merits” because "the adequacy of the representation cannot be ascertained without examining the composition of the class”); Hernandez v. Alexander, 152 F.R.D. 192, 194 (D.Nev.1993) ("The determination of whether to certify a class does not permit or require a preliminary inquiry into the merits. Only the class certification requirements of Rule 23 need be considered at the class certification stage. However, before certifying a class action the trial court must be satisfied, after a rigorous analysis, that the prerequisites of Rule 23(a) have been met.” (citations to Eisen and Falcon omitted)); Lim v. Citizens Sav. & Loan Ass’n, 430 F.Supp. 802, 805-06 (N.D.Cal.1976) ("Although the Eisen rule has evolved into a wedge for broad class certification by plaintiffs, a close reading of the Eisen case indicates the Supreme Court's 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 *589foreclosed from a preliminary inquiry into the merits in order to determine whether it may be maintained as a class action, it must determine whether plaintiffs have met their burden of establishing the existence of a claim of unlawful employment practices affecting an ascertainable class of persons of which they are members.” (internal quotation marks and citation omitted)); Nguyen Da Yen 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 to make findings concerning each essential element of the class action rule.”).
. District courts in this circuit have quoted this passage somewhat out of context 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 Blackie though noting that the defense’s arguments addressed only the merits and not 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 substantive allegations 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 Toward Resolving Merits Disputes as Part of the Class Certification Calculus, 43 U.S.F. L.Rev. 935, 949 n. 89 (2009) (understanding Blackie as requiring acceptance of a plaintiff’s claims as to not only merits questions, but Rule 23 requirements as well).
. IPO's "release valve” reads as follows:
[W]e reach the following conclusions: ... (5) a district judge has ample discretion to circumscribe both the extent of discovery concerning Rule 23 requirements and the extent of a hearing to determine whether such requirements are met in order to assure that a class certification motion does not become a pretext for a partial trial of the merits.
471 F.3d at 41.
. The plaintiffs in Hnot pled both disparate impact and disparate treatment theories of discrimination under Title VII. See Hnot v. Willis Group Holdings Ltd., 228 F.R.D. 476, 486 (S.D.N.Y.2005).
. More specifically, as the cases demonstrate, is the standard for evidence under Rule 23(a)(2), commonality, versus Rule 23(b)(3), predominance.
. Even commentators who clearly recognize this difference often lapse into speaking about Rule 23 as requiring a single showing, minimizing the differences 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 certification stage here with the malting of a 'definitive assessment' of compliance with Rule 23 would be to call, as a practical matter, for an assessment of which side is right on the merits with regard to the existence of a company-wide policy.”).
. See also Olson, supra, at 947(noting that class certification must be particularly predictive under Rule 23(b)(3)).
. The dissent chides us for ignoring the “ 'significant proof requirement” from Falcon, an approach the dissent finds troubling, particularly because Falcon is "directly on point.” Dissent at 632-33. Putting aside the fact that, unlike here, the problem in Falcon was a proposed class consisting of members of the general public who had sought employment, represented by an employee who had sought promotion, alleging different theories of discrimination, see Falcon, 457 U.S. at 157-58, 102 S.Ct. 2364, ignoring relevant Supreme Court guidance would indeed be troubling if that was in fact what we were doing. But the dissent mischaracterizes the role that "significant proof” played in the Falcon analysis. The statement was a hypothetical in clear dicta. Id. at 159 n. 15, 102 S.Ct. 2364. It is important not to apply Supreme Court dicta “to create a new rule — one [the Court] never envisioned.” Lopez-Rodriguez v. Holdr, 560 F.3d 1098, 1099 (9th Cir.2009) (order) (Bea, J., dissenting from denial of reh’g en banc). Further, here, we are not taking Supreme Court statements and "blandly shrug[ging] them off because they were not a holding.” Newdow v. U.S. Congress, 328 F.3d 466, 480 (9th Cir.2003) (order) (O'Scannlain, J., dissenting from denial of reh'g en banc). Instead, we are considering the statements and avoiding creating a new rule of law, noting that we should be particularly wary of conceiving such a rule from dicta when the facts underlying the dicta are easily distin- ' guished from the present case and when the dicta relied upon was in the form of a hypothetical.
. The dissent reads Falcon to require a showing of evidence "sufficient to carry plaintiffs’ burden of adducing significant proof." Dissent at 641. However, the dissent’s encapsulating all of Falcon into this one phrase in dicta ignores other key distinctions on which the Court was actually relying. Falcon does not hold that a plaintiff must prove a widespread policy of discrimination to obtain class certification nor, of course, does it allow a district court to certify a class based on a plaintiff’s mere allegations of discriminatory practices. 457 U.S. at 157-58, 102 S.Ct. 2364. Rather, Falcon only says that an individual who, on his own behalf, does not allege any overall policy cannot, by proving his own case, establish on the merits an inference relevant to the group, thus remedying his failure to otherwise make a showing of commonality. Id. Such a statement is a far cry from suggesting, as does the dissent, see Dissent at 633-34, 634-36, that a class cannot be certified unless the plaintiffs prove a discriminatory overall policy — in which case there would be no reason to have a trial at all.
. The dissent’s claim that Plaintiffs must prove discrimination at this stage, Dissent at 633-34, conflates the class certification and merits phases of the litigation. See Brown, 576 F.3d at 153 ("[Ajllegations of a practice of disparate treatment in the exercise of unbridled discretion raises questions of law and fact common to all subject black employees.” (emphasis added) (internal quotation marks omitted)); Shipes v. Trinity Indus., 987 F.2d 311, 316 (5th Cir.1993) ("The threshold requirements of commonality and typicality are not high.... Allegations of similar discriminatory employment practices, such as the use of entirely subjective personnel processes that operate to discriminate, satisfy the commonality and typicality requirements of Rule 23(a).” (emphasis added)).
. Indeed, the record provides significant evidence of central control. The district court found that, "[hjaving reviewed the extensive evidence submitted by the parties, ... WalMart's systems for compensating and promoting in-store employees are sufficiently similar *597across regions and stores to support a finding that the manner in which these systems affect the class raises issues that are common to all class members.” Dukes, 222 F.R.D. at 149. Yet the dissent seems to assume that central control was not a pervasive feature of WalMart’s baseline promotion policies, or that if it was, such control undercuts Plaintiffs’ case. Dissent at 6253 (rejecting Plaintiffs’ claim that " 'the subjective decision-making in compensation and promotions takes place within parameters and guidelines that are highly uniform, and within a strong corporate culture,' ” because "this argument is contrary to the thrust of plaintiffs’ legal theory”) (citing Dukes, 222 F.R.D. at 157). Such a view ignores the precise contours of Plaintiffs’ claims. Questioning the degree of central control over the framework policies is particularly surprising given the district court's findings, 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 Star Program” who were eligible for promotion on a wall in the Bentonville Home Office.
. These common issues of law and fact, necessary to bridge the gap from the class representatives to the entire class, are discussed in Part III.A. For now, it is sufficient to note that they include an analysis of similar promotion and compensation policies Wal-Mart applied to all employees, a dominant corporate culture Wal-Mart maintained throughout its stores, and statistical evidence showing class-wide gender disparities in compensation. Dukes, 222 F.R.D. at 145-69.
. Of course, returning to the standard discussed above, if the district court had rejected Wal-Mart’s arguments regarding commonality solely because they overlapped with "merits issues,” that would have been error. However, as we explain in the following sections, the district court did not do this but, instead, conducted a "rigorous analysis” of the conflicting evidence presented on the commonality question and ultimately concluded that Plaintiffs raised "questions of law or fact common to the class.” Fed.R.Civ.P. 23(a)(2); see Falcon, 457 U.S. at 161, 102 S.Ct. 2364; Hanon, 976 F.2d at 509.
. For a description of the "social framework analysis,” see Melissa Hart & Paul M. Secunda, A Matter of Context: Social Framework Evidence in Employment Discrimination Class Actions, 78 Fordham L.Rev. 37, 41-55 (2009).
. We are not convinced by the dissent’s argument that Daubert has exactly the same application at the class certification stage as it does to expert testimony relevant at trial. Dissent at 6255. However, even assuming it did, the district court here was not in error. Thus we need not resolve this issue here.
In accepting Dr. Bielby’s social framework analysis, the district court stated:
The Court is further guided by Daubert v. Metrell Dow Pharm., Inc. (Daubert II), 43 F.3d 1311, 1316 (9th Cir.1995), in which the Ninth Circuit stated that scientific knowledge ’’does not mean absolute certainty,” and that expert testimony should be admitted when "the proffered testimony is 'based on scientifically valid principles.' ” Id., quoting Daubert I, 509 U.S. 579, 113 S.Ct. 2786, 125 L.Ed.2d 469. The Ninth Circuit continued: "Our task, then, is to analyze not what the experts say, but what basis they have for saying it.” Daubert II, 43 F.3d at 1316. The Court is satisfied that Dr. Bi[e]lby’s opinion — while subject to cri*603tique — is based on valid principles. Thus, it is sufficiently probative to assist the Court in evaluating the class certification requirements at issue in this case. Accordingly, Defendant’s motion to strike Dr. Bilby’s declaration is denied.
Dukes v. Wal-Mart, Inc., 222 F.R.D. 189, 192 (N.D.Cal.2004) ("Dukes II”).
On this review, regardless of whether full Daubert review is required at the class certification stage, we cannot say that admitting Dr. Bielby’s social framework analysis was an abuse of discretion. The district court specifically considered Daubert’s applicability to Dr. Bielby and was within its discretion to limit its inquiry. As the district court observed, Dr. Bielby's testimony could be admissible even without reaching “definitive[]” conclusions, because tentative rather than “conclusive determination[s]” are in “the nature of this particular field of science.” Dukes, 222 F.R.D. at 154.
Other cases support this conclusion. The Third Circuit, citing IPO, has noted that when the plaintiffs’ ability to prove their case "is genuinely disputed, the district court must resolve it after considering all relevant evidence. Here [in Hydrogen Peroxide ], the District Court apparently believed it was barred from resolving” these expert disputes. Hydrogen Peroxide, 552 F.3d at 325. Unlike Hydrogen Peroxide and other cases Wal-Mart cites, in the present case the district court heard, rather than excluded, the bulk of the relevant evidence. As a general rule, " '[district courts are not required to hold a Daubert hearing before ruling on the admissibility of scientific evidence,’ ” Millenkamp v. Davisco Foods Int’l, Inc., 562 F.3d 971, 979 (9th Cir. 2009) (quoting Jaros v. E.I. DuPont (In re Hanford Nuclear Reservation Litig.), 292 F.3d 1124, 1138 (9th Cir.2002)). Plaintiffs clearly established foundation for Dr. Bielby’s testimony and statistics. It was not an abuse of discretion for the district court not to exclude them, under Daubert or otherwise.
. As discussed below in Part II.A.2.b, this court and many others have held that “delegation to supervisors, pursuant to company-wide policies, of discretionary authority without sufficient oversight ... gives rise to common questions of fact warranting certification of the proposed class.” Caridad, 191 F.3d at 291, overruled on other grounds by IPO, 471 F.3d at 39-42; see Hnot, 241 F.R.D. at 210(explaining that IPO did not overrule this aspect of Caridad); see also Staton, 327 F.3d at 955-56 (rejecting argument that "decision-making at Boeing is too decentralized to permit a class that combines plaintiffs from disparate locales”); Shipes v. Trinity Indus., 987 F.2d 311, 316 (5th Cir.1993) (upholding commonality finding where all of company's plants “utilized the same subjective criteria in making personnel decisions”); Cox v. Am. Cast Iron Pipe Co., 784 F.2d 1546, 1557 (11th Cir. 1986) (holding that " '[a]llegations of similar discriminatory employment practices, such as ... [the] use of entirely subjective personnel processes that operated to discriminate, would satisfy the commonality and typicality requirements of Rule 23(a)' ” (alterations in original) (quoting Carpenter v. Stephen F. Austin State Univ., 706 F.2d 608, 617 (5th Cir. 1983))); Segar v. Smith, 738 F.2d 1249, 1276 (D.C.Cir.1984) (explaining that "subjective criteria may well serve as a veil of seeming legitimacy behind which illegal discrimination is operating”).
. See Hnot, 241 F.R.D. at 210 ("Caridad held, in part, that class challenges to subjective employment practices, like other disparate treatment and disparate impact claims, may satisfy the commonality requirement. In re IPO did not even address this aspect of Caridad. ... [I]t did not question Caridad's holding that statistical evidence can demonstrate commonality in a challenge to subjective employment practices, which remains controlling authority.” (citation omitted)).
. Each region contains approximately 80 to 85 stores.
. Regression analyses, in general terms, provide estimates of the effect of independent variables on a single dependent variable. See Hemmings v. Tidyman's Inc., 285 F.3d 1174, 1183-84 & n. 9 (9th Cir.2002). The purpose of this methodology is to estimate the extent to which a particular independent variable (in this case, gender) has influenced the dependent variables of compensation and promotion. See id.; see also Rudebusch v. Hughes, 313 F.3d 506, 511-12 (9th Cir.2002). As long as the analyses include enough relevant non-discriminatory independent variables (e.g., education, experience, performance, etc.), the results will indicate whether any salary disparities are attributable to gender (thereby raising an inference of discrimination) or whether the disparities are attributable to other factors (and thereby refuting such an inference). See Hemmings, 285 F.3d at 1183-84 & n. 9; see also EEOC v. Gen. Tel. Co. of Nw., Inc., 885 F.2d 575, 577 n. 3 (9th Cir.1989) ("A regression analysis is a common statistical tool .'.. designed to isolate the influence of one particular factor — [e.g.,] sex — on a dependent variable — [e.g.,] salary.” (internal quotation marks omitted)).
. “Specifically, Dr. Bendick compared, or 'benchmarked,’ Wal-Mart against twenty other [similar] general merchandise retailers by comparing workforce data provided by the companies to the Equal Employment Opportunity Commission.” Dukes, 222 F.R.D. at 164. Dr. Bendick analyzed the data "to determine the extent to which women in the relevant market sought promotion, so that an inference could be made that roughly the same percentage of women would have [sought promotion] at Wal-Mart if given the opportunity.” See id. As Dr. Bendick explained, "The logic in benchmarking is that, if retail chains comparable to Wal-Mart are successfully employing women at some rate, then women are presumably available, interested, and qualified to hold comparable positions at Wal-Mart at a similar rate.” Id.
. This argument is unsurprising, and is the statistical argument similarly situated defendants make as a matter of course.
. The district court’s other two citations to Caridad supported its statements that, first, ''[djefendant's arguments seek to engage the Court in a merits evaluation of the expert opinions. The Court rejects this approach, and views the statistical evidence and testimony through the proper lens of the standards applicable to a class certification motion.” Dukes, 222 F.R.D. at 155 & n. 21 (citing Caridad, 191 F.3d at 292). Second, "[tjhe ultimate question of whether subjective decision-making and a uniform culture contribute to a nation-wide pattern of gender discrimination will, of course, be for a jury to decide. At this stage, however, these factors are apparent enough to support Dr. Drogin’s regional approach as at least a reasonable means of conducting a statistical analysis.” Id. at 159 & n. 29 (citing Caridad, 191 F.3d at 292-93). These are determinations of the type we require for Rule 23(a)(2) certification. Though we have used different language in clarifying the standard today, the district court examined the evidence and made a determination, over Wal-Mart’s evidence, that Plaintiffs’ evidence raised questions of law or fact common to the class. That is what Rule 23(a)(2), the Supreme Court, and we require.
. Contrary to the dissent's characterization, the district court was cognizant of the possibility of aggregation problems in the data. Dukes, 222 F.R.D. at 155-59 & n. 22. The dissent's invocation of "Simpson's Paradox” to discount Plaintiffs’ statistical evidence is not compelling, particularly at the class certification stage. See Dissent at 637 n.12. First, Simpson’s Paradox is a problem of incorrect causation inferences as much as it is the result of an aggregation problem, see Judea Pearl, Causality: Models, Reasoning, and Inference 130 (2000) (noting that the study the dissent cites, while not "defective,” highlights "that no adjustment is guaranteed to give an unbiased estimate of causal effects, direct or indirect, absent a careful examination of the causal assumptions that ensure identification”), and the district court considered potential problems and causation inferences in its discussion of the competing regression analyses. See Dukes, 222 F.R.D. at 155-56 & n. 22. Second, at trial, Wal-Mart is free to further argue the unpersuasiveness of Plaintiffs' statistics, but lacking evidence showing a likelihood of a Simpson’s Paradox, and given the many causal factors the statistical analyses addressed, see id.; Marios G. Pavlides & Michael D. Perlman, How Likely is a Simpson’s Paradox, 63 Am. Statistician 226, 229-30 (2009), we find the district court properly considered Plaintiffs' statistics probative after a rigorous analysis. See Falcon, 457 U.S. at 161, 102 S.Ct. 2364; Dukes, 222 F.R.D. at 156-59.
. This means that Dr. Haworth ran separate regression analyses for: (1) each of the specialty departments in the store, (2) each grocery department in the store, and (3) the store’s remaining departments. She did not run regression analyses to examine pay differential between male and female salaried employees.
. For example, Wal-Mart maintains that the district court erred by not requiring Dr. Drogin to perform a "Chow test” to determine whether data could be properly aggregated. We have not found a single case suggesting or requiring use of such a test.
. In addition to her sub-store analysis, Dr. Haworth conducted a survey of store managers. After reviewing the survey and its methodology, the district court concluded that the Store Manager survey was biased both "on its face” and in the way that it was conducted. Dukes II, 222 F.R.D. at 196-97(noting that the survey's results "are not the ‘product of reliable principles and methods,' and therefore are not the type of evidence that would be 'reasonably relied upon by experts' ” (quoting Fed.R.Evid. 702, 703)). Dr. Haworth’s disaggregated analysis created pools too small to yield any meaningful results. Wal-Mart has not appealed this issue. Accordingly, this evidence is not properly before us. See Kohler v. Inter-Tel Techs., 244 F.3d 1167, 1179 n. 8 (9th Cir.2001) (recognizing that the appellant waived a claim by failing to raise it in her briefs).
. Plaintiffs submitted declarations from each of the class representatives, as well as 114 declarations from putative class members around the country. See Dukes, 222 F.R.D. at 165.
. Of course, the district court made no finding that Plaintiffs' anecdotal declarations alone would raise an inference of common discriminatory experiences. Therefore, contrary to the dissent's mischaracterization of our holding, Dissent at 6244-45, this case does not present the opportunity for us to consider, let alone affirm, such a hypothetical finding.
. The dissent’s accusation that both we and the district court are playing the "proverbial shell game,” is unpersuasive given the weight of the evidence the district court considered. See Dissent at 640-41. Not surprisingly, the dissent’s implication that a single form of evidence must, by itself, be able to support a commonality finding to satisfy the standard of significance set forth in Falcon, cites no authority for its proposition. Id. Even under a preponderance of the evidence standard, see, e.g., Teamsters Local 445 Freight Div. Pension Fund v. Bombardier Inc., 546 F.3d 196, 202 (2d Cir.2008), the district court's review here would have been sufficient, finding Plaintiffs' "evidence more than satisfies plaintiffs’ burden to demonstrate commonality under Rule 23(a)(2).” See Dukes, 222 F.R.D. at 143, 145 ("The party seeking certification must provide facts sufficient to satisfy Rule 23(a) and (b) requirements. In turn, the district court must conduct a rigorous analysis to determine that the prerequisites of Rule 23 have been met. If a court is not fully satisfied, certification should be refused.” (citations omitted)).
. Although the “commonality and typicality requirements of Rule 23(a) tend to merge,” see Falcon, 457 U.S. at 157 n. 13, 102 S.Ct. 2364, each factor serves a discrete purpose. Commonality examines the relationship of facts and legal issues common to class members, while typicality focuses on the relationship of facts and issues between the class and its representatives. See Newberg on Class Actions § 3:13, at 317.
. The purported class need only satisfy one of Rule 23(b)’s prongs to be sustainable. See Zinser, 253 F.3d at 1186.
. See, e.g., Thorn v. Jefferson-Pilot Life Ins. Co., 445 F.3d 311, 331 (4th Cir.2006) (awards of back pay do not predominate over the injunctive remedies because their calculation generally involves relatively uncomplicated factual determinations); In re Monumental Life Ins. Co., 365 F.3d 408, 418 (5th Cir.2004) (same); Cooper v. Southern Co., 390 F.3d 695, 720 (11th Cir.2004), overruled on other grounds by Ash v. Tyson Foods, Inc., 546 U.S. 454, 457-58, 126 S.Ct. 1195, 163 L.Ed.2d 1053 (2006) (noting that back pay can be awarded in a case certified under Rule 23(b)(2)); see also Reeb, 435 F.3d at 650 (same); Coleman v. GMAC, 296 F.3d 443, 449 (6th Cir.2002) (same); Robinson, 267 F.3d at 164(holding compensatory or punitive damages sometimes permissible under Rule 23(b)(2)); Thomas v. Albright, 139 F.3d 227 (D.C.Cir.1998) (upholding a settlement in which claims for compensatory damages were included in a class certified under Rule 23(b)(2)).
. Although some circuits have held that a request for back pay technically weighs on the monetary side of the scale, even though it is also an equitable form of relief, none has held that this prevents requests for back pay from being certified under Rule 23(b)(2). See, e.g., *619Thom, 445 F.3d at 332 ("Rule 23(b)(2) class certification is proper in the Title VII context not because backpay is an equitable form of relief, but because injunctive or declaratory relief predominates despite the presence of a request for back pay.”); Eubanks v. Billington, 110 F.3d 87, 95 (D.C.Cir.1997); see also In re Monumental Life Ins. Co., 365 F.3d at 418("[E]quitable monetary remedies are less likely to predominate over a class’s claim for injunctive relief, but this has more to do with the uniform character of the relief rather than with its label.”).
We need not decide whether to adopt the view that a request for equitable relief such as back pay weighs against certification because here, even assuming without deciding that it does, Plaintiffs' request for back pay does not predominate over their request for the injunctive and declaratory relief and therefore does not prevent certification under Rule 23(b)(2).
. The dissent claims that "the majority misses the point” in citing Coleman for the Sixth Circuit's statement “that back pay is a permissible remedy in a Rule 23(b)(2) class,” 296 F.3d at 449, because “the issue is not that plaintiffs seek back pay,” but whether "individualized treatment makes class-wide relief improper.” Dissent at 650 n. 28. While it is true that the Sixth Circuit rejected certification of the class in Coleman, it did so by distinguishing the plaintiff's claim for back pay and compensatory damages from previous cases that upheld certification of a class under Rule 23(b)(2) that sought back pay but not compensatory damages. Id. at 449 (“[C]alculation of back pay generally involves less complicated factual determinations and fewer individualized issues.”). Further, the Coleman court took issue with the plaintiff's own calculations of compensatory damages, which she sought to calculate "by reference to the markup [on a car loan] charged to each individual member of the class.” Id. Given that Plaintiffs here are not seeking compensatory damages, and that, unlike here, there was no way in Coleman to calculate damages other than an individualized framework that, in fact, the plaintiff proposed, we find Coleman instructive for its statement "that back pay is a permissible remedy in a Rule 23(b)(2) class.” Id. (citing Alexander v. Aero Lodge No. 735, 565 F.2d 1364, 1372 (6th Cir.1977) (“A request for back pay does not preclude certification under [23(b)(2) ].”))
The dissent's claim of error is equally misguided to Thorn where the concern with individualized inquiries related to the subjective state of mind requirement for the Fourth Circuit's accrual rule for a statute of limitations. See Thorn, 445 F.3d at 317, 320. The Fourth Circuit addressed an earlier ruling in apparent conflict by explaining the previous case had dealt with constructive notice and was thus amenable to class resolution, but under the subjective, actual notice claim presented in Thom there was no way around individualized inquiries. Id. at 325. Here, back pay and other claims can be calculated on a class-wide basis, and because this is a pattern and practice case, discrimination must be shown at a group level. See Domingo v. New England Fish Co., 727 F.2d 1429, 1444 (9th Cir. 1984) (per curiam); infra notes 49 and 53. Further, the Thom court, in discussing Title *620VII cases, stated that “in the Title VII context, awards of back pay do not predominate over the injunctive remedies available because the calculation of back pay generally involves relatively uncomplicated factual determinations and few individualized issues.... Rule 23(b)(2) class certification is proper in the Title VII context not because back pay is an equitable form of relief, but because injunctive or declaratory relief predominates despite the presence of a request for back pay.” Thom, 445 F.3d at 331-32 (brackets, citation, and internal quotation marks omitted). Again, given these statements and distinguishing contexts, we find Thom supportive of our conclusion that a request for back pay in a Title VII case is fully consistent with the certification of a Rule 23(b)(2) class action.
. Neither Williams v. Owens-Illinois, Inc., 665 F.2d 918, 928-29 (9th Cir.1982), nor Zinser, 253 F.3d at 1195-96, supports Wal-Mart’s argument that this circuit will not certify a class action that involves punitive damages. Rather, this court merely held that it was not an abuse of discretion to deny class certification based on the specific facts presented in those cases. See Williams, 665 F.2d at 929(holding that damages requests were not incidental to the request for injunctive relief where requested compensatory damages were not clearly compatible with class injunctive relief); Zinser, 253 F.3d at 1195-96 (same, holding that a request for medical monitoring against manufacturer of pacemaker is not certifiable under Rule 23(b)(2) in the specific circumstances of the case, where the class primarily sought establishment of a reserve fund for past and future damages, compensation for future medical treatment, and other compensatory and punitive damages).
. Relying on Rule 23(c)(4), our own precedent also generally allows class treatment of common issues even when not all issues may be treated on a class basis. See Valentino v. Carter-Wallace, Inc., 97 F.3d 1227, 1234 (9th Cir.1996); see also Augustin v. Jablonsky (In re Nassau County Strip Search Cases), 461 F.3d 219, 226 (2d Cir.2006) (same).
. The dissent argues that Ticor Title Insurance Co. v. Brown, 511 U.S. 117, 114 S.Ct. 1359, 128 L.Ed.2d 33 (1994) (per curiam), precludes district courts from granting notice and opt-out rights in class actions certified under Rule 23(b)(2). Dissent at 6270-71. Ti-cor involved the res judicata effect of a prior case certified under Rule 23(b)(2) without an opportunity for opt-out, so the Court's attention, quite understandably, was not focused on the extent of the district court’s discretion to provide for such measures. Ticor s reference to typical Rule 23(b)(2) procedures also was contained in an order dismissing a grant of certiorari and therefore was not even dictum, let alone a holding. See id.
. The dissent largely ignores the limits herein imposed on the district court’s certification order, particularly regarding the mode of proof described below. Dissent at 647-48, 651-52.
. We do not mean to suggest that the issue of Wal-Mart's liability could not ultimately be decided by a jury. If the district court concludes that the punitive damages class can be certified as a Rule 23(b)(3) class and adopts a hybrid approach, then a jury would have to decide the liability issue for both the Rule 23(b)(2) and the (b)(3) class.
. For this reason, the dissent’s observation, Dissent at 629-30, that four of the lead plaintiffs have left Wal-Mart since filing their complaint, is irrelevant. Their standing was established as of that date and they were under no obligation to continue to work for WalMart throughout several years of subsequent *624litigation in order to maintain their legal rights.
. This one exception related to Plaintiffs’ promotion claim. The district court determined that it would be unmanageable to fashion a remedy for the subset of the class for whom objective applicant data did not exist. See Dukes, 222 F.R.D. at 183. As discussed above, the district court did not abuse its discretion in its analysis and resolution of this issue.
. The trial plan described by the district court involved two stages. In Stage I, Plaintiffs would attempt to prove that Wal-Mart engaged in a pattern and practice of discrimination against the class via its company-wide employment policies and that the pattern or practice “was undertaken maliciously or recklessly in the face of a perceived risk that defendant’s actions would violate federal law.” Dukes, 222 F.R.D. at 173. If Plaintiffs prevailed in Stage I, the case would move to Stage II, the remedy phase. The first task in Stage II would be to fashion class-wide injunctive relief. The second task would be to calculate and distribute the back pay award. As to Plaintiffs’ promotional claim, a formula would be used to calculate the "lump sum” in back pay that Wal-Mart owes to the class (a procedure similar to that employed in Domingo, 727 F.2d at 1444-45). As to Plaintiffs’ equal pay claim, the court would examine Wal-Mart’s employment records to determine which class members were victims of this form of discrimination (and how much in back pay each is owed) to determine a second "lump sum” owed by Wal-Mart. Dukes, 222 F.R.D. at 174-86. A separate procedure would then be used to distribute these lump sums to those class members entitled to share in them — a stage in which Wal-Mart would no longer have an interest. Id. at 179 n. 49.
. The court was favored with an extraordinary variety of amicus briefs that were both thoughtful and helpful to it in its deliberations.
. This section states that "[n]o order of the court shall require ... the payment to [a person] of any back pay, if such individual ... was refused employment or advancement or was suspended or discharged for any reason other than [unlawful] discrimination” and that, "[o]n a claim in which an individual proves a violation under section 2000e-2(m) of this title and a respondent demonstrates that the respondent would have taken the same action in the absence of the impermissible motivating factor, the court ... shall not award damages.” Title VII, § 706(g)(2) (codified at 42 U.S.C. § 2000e-5(g)(2)).
. This statute states that the Federal Rules of Civil Procedure, including Rule 23 regarding class actions, "shall not abridge, enlarge or modify any substantive right. All laws in conflict with such rules shall be of no further force or effect after such rules have taken effect." 28 U.S.C. § 2072(b).
. The dissent also argues that Wal-Mart "has a statutory right, recognized by the Supreme Court, to prove that its actions against individual employees were not discriminatory,” which the dissent understands to mean that the district “court must allow up to 1.5 million individual determinations of liability.” Dissent at 629-30, 644. However, as the dissent recognizes, this case is at least largely one for prospective relief, which is available once a pattern and practice of discriminatory conduct is proven. The dissent ignores that the pattern and practice has to be proven on a group basis. Teamsters, 431 U.S. at 336, 97 S.Ct. 1843(Plaintiffs have "to prove more than the mere occurrence of isolated or 'accidental' or sporadic discriminatory acts. [They] ha[ve] to establish by a preponderance of the evidence that [gender] discrimination was the company's standard operating procedure — the regular rather than the unusual practice.”). It is both uneconomical and inefficient to do so in individual actions. In fact, since Teamsters, we have affirmatively held that the district court may award class-wide relief at the damages phase of a Title VII class action without individualized hearings. See Domingo, 727 F.2d at 1444 (“The facts of this case justify a departure from an individualized remedy for each claimant ... [because the defendant's] lack of objective hiring criteria and use of word-of-mouth recruitment ... makes it difficult to determine precisely which of the claimants would have been given a better job absent discrimination, but it is clear that many should have.” (citations omitted)). The dissent’s view would thus essentially preclude class members from either obtaining relief that is available or proving the prima facie portion of the damages case under Teamsters.
. Hilao was a 10,000+ plaintiff class action filed by Philippine nationals and their descendants who were allegedly victims of torture, summary execution, and "disappearance” at the hands of Ferdinand E. Marcos, the Philippines’ former president.
. For example, the defendant in Hilao argued that the trial plan “violated its rights to due process because individual questions apply to each subset of claims, i.e., whether the action was justified, the degree of injury, *627proximate cause, etc.” 103 F.3d at 785 (internal quotation marks omitted).
. We note that this procedure would allow Wal-Mart to present individual defenses in the randomly selected "sample cases,” thus revealing the approximate percentage of class members whose unequal pay or nonpromotion was due to something other than gender discrimination. The "invalid claim rate” revealed by this process would, as it did in Hilao, come very close to the invalid claim rate one would expect to find among the entire class.
. We do not suggest that this is the only conceivable way in which this class action could lawfully progress. Indeed, the district court may want to consider whether a more limited "test case” procedure similar to that employed in In re TMI Litig. Consol. Proceedings, 927 F.Supp. 834, 837 & n. 5 (M.D.Pa. 1996), would aid the parties in evaluating the strength of their respective claims.
And, of course, the option proposed by the district court may also remain viable; indeed, it appears that a number of circuits have approved of similar trial plans in discrimination cases. See, e.g., Segar, 738 F.2d at 1291 (explaining why a similar trial plan did not violate § 706(g)(2) of Title VII and commenting that, "[i]f effective relief for the victims of discrimination necessarily entails the risk that a few nonvictims might also benefit from the relief, then the employer, as a proven discriminator, must bear that risk”); see also Shipes, 987 F.2d at 316-19; Catlett v. Mo. Highway & Transp. Comm’n, 828 F.2d 1260, 1266-67 (8th Cir.1987). We point to the Hilao procedure above solely because this circuit has already considered and approved of that procedure.