Plaintiff-appellant Jesus Malave, an Hispanic male employee of the United States Postal Service (“Postal Service”), appeals from a summary judgment entered in the Unites States District Court for the District of Connecticut (Eginton, J.) in favor of defendant-appellee, Postmaster General of the Postal Service, dismissing Malave’s disparate impact employment discrimination claim. In dismissing Malave’s claim, the District Court found that the undisputed statistical analysis provided by Malave’s expert failed to establish a prima facie ease of disparate impact. In particular, the District Court held that, to make out a prima facie case of disparate impact, Malave’s statistical analysis should have focused on the “applicant pool or the eligible labor pool” for the “at-issue” positions, rather than on the “overall number of Hispanics in the Connecticut Postal Service workforce.” For the reasons that follow, we hold that such a per se rule is not appropriate in cases (such as this one) where the data concerning the number of qualified Hispanics who applied for the at-issue promotions are not available. Accordingly, we vacate the summary judgment and remand for proceedings consistent with this opinion.
BACKGROUND
The undisputed facts giving rise to Ma-lave’s appeal from the District Court’s summary judgment are as follows: Malave is an Hispanic male who has been serving since 1994 as the Postmaster for Norfolk, Connecticut, an Executive and Administrative Schedule (“EAS”)-15 level position. 1 In 1996, Malave twice unsuccessfully applied for a promotion to the position of Manager of Customer Services, an EAS-21 level position, at the Murphy Road Post Office in Hartford, Connecticut. Between 1996 and 1997, Malave unsuccessfully applied for promotions to three EAS-20 level Postmaster positions in Connecticut, each of which was at a larger facility than the one in Norfolk. Each time Malave failed to receive a promotion, the successful candidate was not Hispanic.
In November 1998, after exhausting his administrative remedies, 2 Malave eom- *324 menced the action giving rise to this appeal in the District Court. He twice amended his original complaint. The gravamen of Malave’s Second Amended Complaint is that, in continuously failing to promote him, the Postal Service discriminated against him on the basis of his race, in violation of Title VII of the Civil Rights Act of 1964, 42 U.S.C. §§ 2000e et seq. 3 Malave claimed that the Postal Service discriminated generally against Hispanics in regard to promotions. In particular, he alleged that, “[o]f the more than 1,000 EAS-15 and above-grade positions” that existed within the Postal Service in Connecticut at the time he filed his complaint, “only eight (8) [were] occupied by Hispanics, despite a large pool of professionally qualified individuals” and that, “from a national perspective, roughly only 4.5% of the management employees within the Postal service [who] are at grade levels from EAS-15 through [EAS-]23 are Hispanic.”
At the close of discovery, the Postmaster General moved for summary judgment, arguing inter alia, that Malave had failed to make out a prima facie disparate impact case. Malave opposed the Postmaster General’s summary judgment motion and included with his opposition an expert’s report containing a statistical analysis purporting to show that Hispanics were underrepresented in the upper-level management of the Postal Service’s Connecticut workforce and that this underrepresentation was likely caused by discrimination. In particular, the report analyzed data regarding the ethnic composition of Connecticut’s Postal Service employees for the period 1996 to 2000. The report, prepared by the firm of Bobo, Jaynes & McKinney, broke out these data into three groups by EAS level. The first group included EAS levels 1 through 14, the second group included EAS levels 15 through 18, and the third group included all EAS levels above 18. The report concluded that there were “large discrepancies between the number of Hispanic Americans actually occupying the two upper [groups] of EAS levels and the numbers that would be expected to occupy those [groups] if promotion opportunities were unbiased.” Furthermore:
[I]n four out of the five years (1997 being the exception) the difference between the actual number of Hispanics in the various [groups] and the expected number of Hispanics in [the upper EAS groups] was statistically significant at the ten percent level. In one out of the four years, 1999, the difference between the actual representation of Hispanic Americans at the upper EAS level and the number expected from an unbiased promotion process was statistically significant at the five percent level. Based on these statistics we conclude that Hispanic Americans were statistically underrepresented at the higher EAS levels with the [Postal Service] in Connecticut during the late 1990s.
The report went on to conclude that Hispanics were underrepresented in the upper-level EAS positions of the Postal Service as a result of a selection process “contaminated with favoritism,” where “both the pressures of friendship and ethnic loyalty operate to ensure that without formal objective procedures for identifying *325 successful applicants, review boards and supervisors composed of individuals with largely homogenous backgrounds will as a matter of course make decisions that simply replicate the ethnic composition of the Postal Service already in existence.” The Postmaster General did not attempt to rebut the report of Malave’s expert with the report of an expert of his own and instead argued that the report of Bobo, Jaynes & McKinney did not establish a prima facie case.
In an unpublished ruling dated November 2, 2001, the District Court granted the Postmaster General’s summary judgment motion on the ground that Malave had failed to make out a prima facie disparate impact claim. In reaching this conclusion, the District Court cited the Supreme Court’s decision in
Wards Cove Packing Co. v. Atonio,
Final judgment was entered on November 7, 2001. Malave subsequently moved for reconsideration of the District Court’s decision. The District Court granted the motion in February 2002 and, on reconsideration, adhered to its original decision. This timely appeal followed.
DISCUSSION
We review de novo the District Court’s grant of summary judgment, construing the evidence in the light most favorable to Malave and drawing all reasonable inferences in his favor.
See Mount Vernon Fire Ins. Co. v. Belize NY, Inc.,
“Title VII prohibits overt and intentional discrimination as well as discrimination resulting from employment practices that are facially neutral, but which have a ‘disparate impact’ because they fall more harshly on a protected group .than on other groups and cannot otherwise' be justified.”
Waisome,
Statistical data may be submitted “to show a disparity in outcome between groups, but to make out a prima facie ease[,] the statistical disparity must be sufficiently substantial to raise an inference of causation.”
Smith,
Here, the District Court found that Ma-lave’s statistical analysis failed to establish a prima facie case of disparate impact because that analysis did not focus on the “applicant pool or the eligible labor pool” for the “at-issue” promotions, and instead focused on the “overall number of Hispanics in the Connecticut Postal Service workforce.” The District Court relied on the Supreme Court’s decision in Wards Cove in adopting this per se rule. This reliance on Wards Cove was misplaced, however. In that case, the Court opined that, generally speaking,
the proper comparison [of statistical evidence in a disparate impact case is] between the racial composition of [the at-issue jobs] and the racial composition of the qualified ... population in the relevant labor market. It is such a comparison — between the racial composition of the qualified persons in the labor market and the persons holding at-issue jobs— that generally forms the proper basis for the initial inquiry in a disparate-impact case.
Wards Cove,
At oral argument, counsel for the Postmaster General conceded that data concerning the number of qualified Hispanics who applied for the at-issue promotions are not available. Therefore, it was error for the District Court to have rejected out of hand Malave’s statistical analysis simply because it failed to conform to the preferred methodology described in Wards Cove, given the Supreme Court’s express endorsement in that deci *327 sion of alternative methodologies if the preferred statistics are “difficult” or “impossible” to obtain. Accordingly, we must vacate the summary judgment and remand the case to the District Court for proceedings consistent with this opinion.
On remand, the District Court must determine whether Malave makes out a prima facie case of disparate impact. To do so, the District Court must first decide what the most appropriate labor pool is and whether the expert’s method utilized the best and most appropriate available labor pool information.
4
Next, having determined the relevant labor pool (and therefore what statistics are directly relevant to Malave’s prima facie case), the District Court must decide whether Ma-lave’s statistical analysis and other evidence is “of a kind and degree sufficient to show” that the Postal Service’s promotion practices have “caused the exclusion of applicants for ... promotions” because they are Hispanic.
Watson,
The District Court should also consider whether Malave can show “a statistically significant disparity of two standard deviations.”
Smith,
Accordingly, our decision to remand this ease to the District Court should not be construed as anything other than a rejection of the District Court’s adoption of a rule that the lack of statistical information as to an applicant pool always renders it impossible to establish a prima facie disparate impact case.
CONCLUSION
For the foregoing reasons, we vacate the summary judgment entered by the District *328 Court and remand the case for further proceedings consistent with this opinion.
Notes
. The EAS is a salary structure that applies to most managerial and administrative Postal Service employees. Generally, positions with higher "EAS” numbers involve more responsibilities and consequently pay higher salaries.
. The Postmaster General unsuccessfully argued in the District Court that Malave failed *324 properly to exhaust his administrative remedies with respect to his Murphy Road promotion specifically and his disparate impact theory generally but has declined to pursue those arguments in this appeal.
. Malave also alleged hostile work environment, unlawful retaliation, and emotional distress claims but had abandoned those claims by the time the District Court ruled on the Postmaster General's summary judgment motion.
. It may be that, even if the data were available, the applicant pool would not have been the most appropriate underlying labor pool and that without it, no other labor pool is appropriate even as a close proxy.
See Wards Cove,
