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Henry W. Segar v. William French Smith, Attorney General, Henry W. Segar, Cross-Appellants v. William French Smith, Attorney General
738 F.2d 1249
D.C. Cir.
1984
Check Treatment

*1 SEGAR, Henry et al. W.

v. SMITH, Attorney

William French

General, al., Appellants. et

Henry al., et W. SEGAR

Cross-Appellants SMITH, Attorney

William French

General, et al. 82-1541,

Nos. 82-1590. Appeals,

United States Court of

District of Circuit. Columbia

Argued Sept. 1983.

Decided June 1984.

As Amended June *9 WRIGHT, Judge:

J. SKELLY Cirсuit Rights Title Act of 19641 VII of Civil funda- proclaims of this most one nation’s unrealized, per- mental, principles: a yet if equality of son not be denied full shall employment opportunity account of sex, race, color, origin. religion, national or Title VII both intentional discrimina- bars artificial, arbitrary, or unneces- and sary In this equal opportunity.2 to barriers case we review a decision of the United for the District of States District Court Columbia, Civiletti, F.Supp. Segar v. (D.D.C.1981),holding federal that the (DEA) had en- Drug Agency Enforcement practice gaged pattern in a or of discrimi- agents nation its in violation against black comprising A class black of Title VIL suit and the agents initiated this in 1977 Finding Seldon, and case came to trial 1979. Atty., Asst. U.S. Robert C. Gen., against DEA black Cooper, Deputy Atty. Asst. had discriminated Charles (GS) D.C., Stanley salary, promotions, initial Washington, with whom S. Harris, D.C., Washington, grade assignments, at the work su- Atty., assignments, U.S. filed, evaluations, and Royce imposition were C. pervisory time the briefs and Lawrence, 711-715, Craig and Asst. Dis- discipline, Lamberth R. D.C., Washington, on the Attys., were reme- comprehensive trict ordered a Court brief, appellants in No. and for 82-1541 consisting of back- dial scheme a class-wide cross-appellants in No. 82-1590. award, pay promotion goals and timetables agents re- qualified to ensure black D.C., Lake, Washington, T. William with upper levels of promotions ceived to the Sugrue Stephen Thomas W. whom J. DEA, frontpay a class-wide award Kidder, D.C., Washington, were on qualified agents while compensate such brief, appellees in No. for 82-1541 they promotions they deserved. awaited cross-appellants in No. 82-1590. proceedings the court the course of the WALD, WRIGHT, ED- Before prejudg- request also denied for WARDS, Judges. Circuit in- preliminary issued ment interest and junction barring transfer or demotion filed Opinion by for the court Circuit (the injunction), Jackson Carl Jackson Judge J. SKELLY WRIGHT. agent subject was the of adverse black who employment immediately after his Concurring Judge decisions opinion filed Circuit testimony T. for in this lawsuit. EDWARDS. HARRY race, color, sex, (1976 origin; religion, seq. Supp. national & V or § 42 U.S.C. 2000e et 1981). or limit, (2) segregate, classify his em- or any employment ployees applicants or 703(a) Rights provides: of the Civil Act 2. Section deprive deprive way tend to which would or employment prac- It shall be an unlawful any employment opportunities individual of employer— tice for an adversely his status as an or affect otherwise (1) discharge or to fail refuse to hire or race, employee, of such individual’s because individual, any or otherwise discriminate sex, color, origin. religion, or national any against respect his with individual 2000e-2(a). applies That section conditions, § U.S.C. terms, compensation, privileges fully government, federal id. 2000e-16. § employment, of such because individual’s *10 appeal challenges liability On DEA the undertake resolution of the status of the determination, scheme, the remedial and injunction Jackson on remand. We affirm injunction. cross-ap- the Jackson Plaintiffs the trial court’s denial prejudgment of in- peal prejudgment the denial of interest. terest. liability determination, As to the DEA urges finding that the trial court erred in Background I. presented pro- that had sufficient DEA, agency an formed in 1973 within support any bative evidence to inference of the Justice Department, enforces this na- DEA, urges discrimination at and tion’s federal criminal concerning laws any DEA had in effectively event rebutted sale, illegal distribution, drugs. and use of plaintiffs’ showing. As to the remedial Establishing DEA, the government federal scheme, DEA argues that class-wide relief sought to drug consolidate enforcement ef- inappropriate imposition was and that forts that had spread theretofore been promotion goals and timetables both ex- among agеncies. several “Special agents” authority ceeded the court’s remedial under carry on the bulk of DEA’s criminal investi- Title VII and equal protection violated the gative work. employs 2,000 DEA about component of the Fifth Amendment Due agents, such and as of percent Process DEA 1978 seven argues Clause. also were Special black. agents perform Carl Jackson did showing not make a sur- veillance of justify suspected drug retaliation sufficient to prelimi- dealers, trans- nary injunction. “buys” drugs act prose- evidence for cutions, do work, related undercover devel- To appeal resolve this we have had to op prosecution cases for by United States plumb deepest some of complexities Attorneys, and, depending rank, on their adjudication. Title VII After careful re- supervise special other agents. Findings view, we affirm the District Court’s liabili- of Fact (Findings) ¶¶11-2, ty determination in entirety. its We also 693-695. affirm the trial court’s decision to use a class-wide backpay remedy, but we vacate The District Court made extensive find- backpay imposed formula and remand ings of concerning fact DEA’s employment for particular reformulation of backpay ¶¶ practices. 1-51, Findings award. We part also vacate the of the F.Supp. Though at 692-711. we need not remedy District Court’s pro- that mandates rehash the factual context of this case in goals motion and timetables. We do not entirety, its partic- we will review the facts hold that such remedies exceed a court’s ularly pertinent appeal. on issues authority remedial under Title VII. Nor do we hold that such remedies violate the Con- A. DEA’s Requirements Personnel Nonetheless, stitution. we find that Hiring. Civil Service Commission particular District goals Court’s order of entry Handbook establishes the minimum appropriate timetables was not on the requirements special level for agents. De- current factual record. Because the front- pending qualifications, special agents on pay remedy specifically was linked to the will enter at either GS-7 or GS-9. The promotion goals timetables, we vacate requirements entry at GS-7 are well, three part of the remedial order as years general experience year and one remand District for further Court specialized experience. appropriate require- consideration of remedies.3 preliminary injunction years general We affirm the ments for GS-9 are three against experience years demotion or specialized transfer of Carl Jack- and two expect addition, son and we experience.4 special agents District Court to are frontpay remedy only 3. We vacate appropriate because trial court finds such a course specifically pro- remand. trial court linked it to the timetables, prejudice motion and without to re- parties stipulated 4. The as to the Civil frontpay remedy instatement aof new if the general experience Service definitions of satisfy mini- agent must promotion investigators, and as criminal defined *11 placed in-grade requirement, be mum year of that one requires classification appropriate qualified” by list the “best in law experience be prior specialized their board, ranking and be selected rating and comparable work.5 or enforcement selecting official. In by appropriate agents Special Assignments. Work rating rank- making and determinations assignments de- variety of carry out the rely agent’s ing primarily on boards loca- influences the Race scribed above. appraisal, infor- performance recent most assignment. All other agent’s an tion of disciplinary action within the last mаtion on assign DEA will black being equal, things agent’s application and years, two and the large percentage agents to areas where agents chosen for the profile sheet. Those Race are black. suspected violators are then ranked numeri- qualified list best agents type of work also influences cally performance on a series of factors.6 perform agents tend receive. Black ranking not been Rating and boards have large amount of under- disproportionately for any particular guidance provided with generally infiltrates DEA cover work. various as- assigning numerical values to up, and from the bottom drug networks Findings agent’s performance. pects of an assumption that black on the operates 114, F.Supp. at 695. readily to infil- more able agents will be consisting primarily of organizations trate B. This Lawsuit agent’s an work The nature of blacks. January special agents In 1977two black important have an bear- assignments will DEA, representing all and an association prospects promotion. for ing agent’s on the brought alleging special agents, suit black desirable, Though undercover work is some engaged pattern in a that DEA had injures agent’s of such work surfeit against practice of racial agent opportunities because the promotion Title special agents in violation of VII black experi- unable to obtain the breadth is 1964, 42 U.S.C. Rights Act of of the Civil 23, Findings promotions. ence needed for § by Equal seq., 2000e as amended et F.Supp. at 705. Act of Employment Opportunity promotions At DEA from Promotions. § 1981). (1976 Supp. & V 2000e-16 U.S.C. GS-9, GS-11, and from GS-9 GS-7 in re- agents alleged discrimination These noncompetitive. from to GS-12 are GS-11 assign- cruitment, hiring, grade initial upon special agent promotion A receives a ments, assignments, evalua- salary, work completion year grade, of service in of one tions, discipline, promotions. See and by agent’s group su- (JA) recommendation Appendix 22. Complaint, Joint pervisor, by a second level su- concurrence court, the trial September On pervisor, approval by regional a DEA and Proce- pursuant to Federal Rule of Civil director. 23(b)(2), of all certified the class dure up through from GS- then served or had had been

Promotions GS-12 blacks who DEA, DEA, discharged special com- highest level at are GS positions or applied who had would receive such a petitive agency-wide. To (the (45); experience performance evaluations specialized experience. I See Joint Exhibit (10). (45); presented training expe- portions Within the breadth of of which are relevant (JA) 39-43). categories Appendix performance definitions These rience and evaluation Joint subcategories. Part II-B-l-a are discussed in detail Under breadth of are several infra. (8); experience experience supervisory are: infra. (6); complex investigation experience internal I, JA 40. 5. See Joint Exhibit (7); (6) security experience diverse domestic (7) foreign special experience; skills system imple- numerical was first 6. When the (4). performance evaluation are: most Under 1976, point as follows: values were mented in (25); supervisor’s rating annual com- recent (20); experience length experience breadth of (15); (5). Findings and awards ¶ ments (40); training DEA education and In 1978 F.Supp. at 695. system rating breadth as follows: modified the selected, multiple ables have been re- apply. Class the future Order of Certifi- analysis conducted, cation, gression generally JA 37. Before September essence, by computer. regression involving the claims parties trial the settled ex- hiring, impact potential measures each but discriminatory recruitment and planatory upon dependent variable vari- on the other is- could come terms holding explanatory able all other varia- Stipulation Settlement sues. See analysis yields figures bles constant. The Discrimination in Claims of Plaintiffs’ demonstrating how much of an observed Special Agents, Recruiting Hiring disparity race, in salaries can be traced to is common Title VII class JA As *12 opposed to any potential as of the other actions, bifurcated the the District Court explanatory variables. liability separate and remedial trial into discovery, the liabil- phases. lengthy After computer analysis The generally will also April The ity in 1979. issues came trial yield two other measurements that assist experts large in measure duel of trial was explanatory power evaluation of the sophisticated means armed statistical with regression. the The first is “T-Ratio.” proof. The probability T-Ratio measures the that the result obtained could have occurred The plaintiffs’ 1. case. The chance.7 The second is R2. R2 figure The range statistical and anecdo- presented a measures, extent, degree to a certain the of discrimination. statisti- tal evidence multiple regression analysis which a taken multiple lin- cal evidence included several explains disparities as whole observed regression analyses as well as num- ear dependent variable. considering the effects of ber of studies employment practices. particular average Having disparity observed an $3,000 salary of about white and between regression a form statisti Multiple is DEA, special agents ex black increasingly used in Title analysis cal VII Bergmann and perts, Professors Strasz measures the discrete influ actions that heim,8 regression analysis formulated a on a independent ence de variables whether and to what extent race discover salary as levels. pendent variable such See explained salary disparity. the observed Service, v. 674 F.2d Valentino U.S. Postal analysis their on a “hu experts based (D.C.Cir.1982). Typically the inde widely accepted A capital man model.” pendent in Title VII cases will variables builds on labor econo approach, the model level, race, experience age, education capital findings the human mists’ that regres step multiple levels. The first in a brings job as employee to a educa —such indepen specification of the analysis sion experience large measure de tion and — in (or explanatory) thought dent variables employee’s success. termines likely significantly dependent to affect Note, Prima Facie Beyond the Case proper explanatory variable. The choice of Law: Employment Discrimination Sta validity of the re variables determines Rebuttal, 89 Harv.L. tistical Proof theory, gression analysis. A coherent de (1975); I, Vuyanich 408 n. 90 Rev. prior particular to observation of the vised F.Supp. at 265-267. data, employed must be to select rele education, experts pri- selected Vuyanich Plaintiffs’ explanatory vant variables. See experience, prior nonfederal ex- Republic federal (Vuya Nat’l Bank Dallas independent (N.D.Tex. perience, and as the four I), race F.Supp. nich might explain salary dif- 1980), grounds, F.2d variables vacated other in- (5th Cir.1984). regarding Information these proper vari- ferential. When Bergmann figure particular and Straszheim both measure of Professors The T-Ratio for a 8. corresponds disparity num- teach labor economics at race-related hold Ph.D.’s and University figure. Maryland. Findings D. ber of deviations standard ¶ J. F.Supp. at 695. & Statistical Cole, Proof of Discrimina- Baldus tion 297 n. 14 dependent compu- only came from the action variables of that date.9 Because the pеrsonnel regression disparities terized JUNIPER information first measured in the tapes Department agents, including of Justice. Find- salaries all black those 117a-b, ings at 696. Profes- hired before race coefficient Bergmann study may disparities sors and Straszheim then ran have reflected regressions. They resulting continuing first evaluated the from the effects of salary disparities among prior causes of all discrimination that occurred post-1972 as of five dates: the first of Janu- rather than actionable discrimina- 1975, 1976, 1977, ary in and 1978 regression generated tion. This second study gener- following first of October in 1978. This results: following ated the results: RACE DATE COEFFICIENT T-RATIO RACE 1/1/75 -$ DATE COEFFICIENT T-RATIO .84 1/1/76 -$1,864 2.54 -$1,628 1/1/75 4.65 -$1,119 1/1/77 3.18 -$1,744 1/1/76 5.37 1/1/78 -$ 866 2.07 -$1,119 1/1/77 5.15 -$1,026 10/1/78 2.30 -$1,934 1/1/78 5.15 -$1,877 10/1/78 *13 4.50 7d, Findings F.Supp. IT 508 at 696. 117b, Findings F.Supp. at 696. Again significant salary disparity salary The race coefficient measures the agents comparable between with education disparities agents between and black white experience was revealed. The T-Ratios prior experience when education and are indicate every year, that for save figures held constant. The T-Ratio here possibility that the result could have oc correspond to standard deviations of four by curred chance atwas most one in 20. or five. See Baldus & J. Cole, Though figures D. high these are not at as Statisti- n. significance level of as were those of the cal Proof of Discrimination (1980)(hereinafter Cole”). & J. Baldus regression, they general first “D. still meet the higher Since a standard deviation level than ly accepted significance. test for statistical three indicates that the odds are less than moreover, regression, The second to tends in one a thousand that an observed result post-1972 understate the amount of dis chance, by could have occurred fig- these at DEA. post- crimination Because the ures indicate that the odds are far less than study among measures discrimination one in a dispari- thousand that the observed agents, study newer focuses on the any year ties for by could have occurred speed with which the new recruits make study generally chance. A is considered to way through their the lower levels of DEA. statistically significant when the odds relatively Promotions these levels are that the result occurred chance are at automatic, and discrimination thus has less Cole, best one in 20. See Baldus & J. D. opportunity to work its effects. Discrimi supra, at 297. adversely nation will most affect older agents contending Bergmann upper positions;

Professors for level and Straszheim regression promotion incorpo then ran a second decisions at these levels to measure salary disparities discretionary over the same rate far more time frame elements and agents They for hired after 1972. intended leave more room for bias. Part I-A study generate to supra. study some measure of the does not any measure effects of post-1972 against race discrimination at DEA after discrimination those agents hired before 1972. Since these applies 1972. Title VII to DEA in this subject statutory began July 9. Plaintiffs are to the on limit 1972. See Memorandum discrimination; 17, 1982, period Opinion, February of actionable under at 3 n. JA liability may period Although formally Title VII not accrue for a n. 2. 116 1973, created until years filing more than two before the date of DEA was at its creation a consolidation of complaint Equal agencies engaged drug an administrative with the Em- other federal enforce- efforts, ployment Opportunity agents serving agencies Commission. 42 U.S.C. ment these 2000e-5(g). period agents. In § this case actionable became DEA evaluations, sory contending discipline. ones been the These would have positions during time upper level general also testified about their studied, have been the they would frame perceptions hostility of racial at DEA. would havе on whom discrimination ones 2. DEA re- DEA’s case. Defendant likely operate. problem been most sponded plaintiffs’ ways. case several respect with particularly severe expert testimony The rebuttal consisted of half of those race coefficient. Almost attacking methodological integrity figure were hired to obtain this studied plaintiffs’ statistics, explanatory value of ¶ 7c, Findings 696. analyses tending alternative statistical year first at the they were in their Since discrimination, show absence testimo- yet study, they would not time of the equal concerning nial evidence DEA’s em- promotion. eligible grade for a been ployment opportunity programs, and cross- significant Having uncovered evidence of plaintiffs’ examination of anecdotal ac- levels, salary plaintiffs’ discrimination of individual counts discrimination. exacting inquiry experts undertook a more expert DEA’s first was Dr. practices pin- J. Wanzer employment into DEA’s Drane, taking professor was an associate point of statistics where They DEA’s initial place. University. first examined at Southern Methodist his assignment practices. Through re- grade testimony methodology he attacked the analyses they determined a suf- gression analyses. statistical He asserted significance of statistical ficient level analysis had failed their likely percent less than blacks were explanatory account for the relevant varia qualified comparably whites to have been prior experience, ble of law enforcement For those hired GS-9 rather than GS-7. explanatory power plain and that the *14 percent hired after blacks were (the R2 salary tiffs’ studies and T-Ra likely Findings to be hired at less GS-9. tio) presented a was low. He also more too ¶ 9, F.Supp. experts The at 698-699. suitability critique of the generalized of assignments, supervi- then evaluated work for regression methodology measurement evaluations, discipline. In all sory and present discrimination in the situation. analysis categories re- three statistical 696-697; 7f-n, F.Supp. Findings II significant vealed levels discrimination 1850-1871; (Tr.) Transcript Trial brief see ¶¶ 12, 14, agents. Findings against black appellants at 36-38. for Finally, F.Supp. plain- at 698-700. critique supplement DEA offered To this promotions at DEA. experts tiffs’ studied analysis that tend- an alternative statistical up GS-11 level were Promotions to the an absence of discrimination. ed show pro- relatively automatic. The found to be Spradlin, study prepared by Dr. B.C. This from to GS-12 was 70 — motion rate GS-11 regression but an not a a consultant —was percent and percent for blacks methodology known statistical alternative generally ac- whites. This differential met approach all analysis. cohort Under significance. cepted levels statistical together at the same start employees who posi- in promotion Differentials rates for found, surveyed of an over course level are tions above GS-12 were also but— comparative sample period and their largely of the small size— because observation salary promotion not achieve statisti- is evalu- these differentials did and progress accepted significance lev- generally salary Evaluating promotion cal and dis- ated. F.Supp. at 701-702. Findings els. agents among DEA who started parities level, Sprad- grade Dr. year and the same To buttress the statistical significant analysis suggested lin’s cohort testimony of discrimi- introduced anecdotal groups. of 15 These four discrimination ac- This consisted of nation. evidence subgroups. groups were broken into four agents perceived counts several black was found in two Discrimination grade initial against them in per- DEA examined assignments, supervi- subgroups. then assignments, work subgroups files rejected sonnel of those statistical evidence10 and both showing critique discrimination and found that DEA’s DEA’s this evidence and misclassified. particular, three individuals had been alternative statistics. classified, properly rejected When these three were court DEA’s plaintiffs’ claims that study significant possess explan- showed no discrimina- statistics did not sufficient ¶ 8, 697-698; Findings F.Supp. atory power, tion. that the failure to account for prior Tr. at experience see 1909-1913. law enforcement skewed studies, analysis and that DEA’s cohort Testimonial evidence buttressed DEA’s plaintiffs’ showing rebutted of discrimina- presented rebuttal. DEA exten- statistical alleged tion. As account failure to general testimony its efforts sive on experience, for law enforcement the court equal opportunity programs establish and objection held that DEA’s “speculative was implement equal opportunity goals at the incapable rebutting plaintiffs' statis- agency. Through cross-examination of showing.” Moreover, tical Id. at 712. witnesses, plaintiffs’ sought DEA also analysis court found that the “cohort was every particular rebut anecdotal account of flawed,” irreparably primarily because discrimination. methodology focused groups small too generate statistically significant evi- C. District Court Decision dence of discrimination. Id. at liability Judge 1. The determination. hinged Since DEA had its on this defense held Robinson that DEA had discriminated effort to rebut showing of race- against special agents black in violation of disparities, related the District find- Court’s VII range employment Title across a ings dispositive against were DEA. practices. The salary court found that the 2. The remedies Hav- determination. differentials between arid black white ing pervasive DEA, found discrimination at agents discrimination, were a result of race separate the District Court—in a against and that DEA had remedial discriminated proceeding grade-at-entry, appro- out to formulate black work as- —set evaluations, priate plan.11 signments, supervisory remedial essential ele- promotions. plan backpay, at 712-715. The ments of were class-wide finding goals timetables, promotions promotion discrimination in ex- and class- promotions frontpay. tended Opin- above the GS-12 lev- wide See Memorandum el, though even (Remedial (Mem.Op.) court did credit ion Order Or- *15 17, plaintiffs’ der), 1982, statistical of February evidence discrimina- JA 114. tion at that level because the statistics had Backpay. Class-wide Rather than order acceptable achieved of levels statistical hearings, relief individualized Int’l see significance. finding The court its based of States, Brhd Teamsters v. United of discrimination at the upper levels on infer- 324, 361-362, 1843, 1867-1868, proven ences from discrimination at the (1977), 52 L.Ed.2d 396 the District Court immediately preceding and discrimi- levels ordered a class-wide backpay award of for in nation the factors that most direct- bear plaintiff of members class. For succes ly promotions (work assignments, on evalu- one-year periods beginning July sive ations, discipline). and at 714- backpay pool figure a class-wide 715. would be calculated. The calculations make

To these deterriiinations the Dis- plaintiffs’ salary would derive from first plaintiffs’ (which trict Court of regression study credited the bulk dispari- measured did, however, purportedly The court refuse credit most sions showed an absence race-re- 10. of plaintiffs’ specific anecdotal accounts of in- disparity lated at DEA. The District Court re- ¶514, Findings stances discrimination. jected proffered this evidence of DEA's nonlia- F.Supp. at 710. bility untimely. Opinion, See Memorandum supra note JA 116. sought hearing 11. DEA at the remedial intro- regression regres- analyses. its duce own These agents to be to all black including those hirеd was distributed among agents all ties all black 1972). every years for for at least two and year which GS-12 For before agents to 1979—the above GS-12. figures were available—1975 race figure would be the pool class-wide In the 3. Other issues. course by the number multiplied coefficient proceeding two other issues arose. Plain- agents. years For the before special black sought tiffs and were refused an award of the race coefficient after 1979 1975 and prejudgment backpay interest extrapolating back- would be derived Mem.Op. awards. See at 3 n. 116 n. 4. JA fig- from available and forward ward Also, during the time between the liabil- ures, extrapolated coefficient this and ity and remedial determinations the court multiplied by the number black would be preliminary injunction barring issued de- agents. agent special motion transfer of' black backpay pool would dis- annual The Opinion Jackson. Carl See Memorandum among eligible black evenly tributed 5, 1981, May Order JA 101. Short- and level agents. Only agents above the GS-9 after had ly Jackson testified at trial year question were made during the target he case became harassment agents at eligible. The court excluded eventually employment ac- .adverse discrimina- most GS-7 and GS-9 because including tions demotion and transfer. The higher levels found to occur at was was a District Court concluded there did, however, permit of DEA. court high likelihood these actions were in plaintiffs to forward individual come testimony, for retaliation Jackson’s suffered backpay seek for discrimination enjoined preliminarily Jackson’s therefore (viz. assignment to grade assignment initial demotion or transfer. GS-9). Any individu- instead of such GS-7 subtracted from al awards would be The Appeal. D. pool prevent double in order to class-wide appeals aspects DEA several of both the liability. Mem.Op. at JA 116. determinations, liability and the remedial and Timetables. Promotion Goals challenges injunction. also the Jackson upper Finding discrimination levels cross-appeal from the denial of Plaintiffs DEA, the ordered remedi- District Court interest. We consider prejudgment will promotion goals al and timetables. Since challenges liability separately DEA’s percent of agents up at least 10 black made decision, decision, and the the remedial agents every through level GS-12 consider injunction. We will then Jackson ap- percent goal court held a 10 was prejudgment claim for interest. propriate for all levels GS-12. above goal meet this Mem.Op. at To JA Liability Determination II. promote DEA one the court ordered Analysis Framework agent every for white A. black two had percent representation until 10 black a Title VII action plaintiff A *16 (or five met at GS-13 and above until been prove liability under two theories: dis can passed). years had Id. disparate impact. or In a treatment parate plaintiff a seeks disparate treatment claim compensate Frontpay. To Class-wide employer intentionally prove an awaiting promotion under black favorably people some less than plan “treats goals the court estab- and timetables race, color, religion, of because their frontpay formula. others lished a class-wide Teamsters, sex, origin.” or su also national Frontpay pool calculations were based 15, at at 335 n. 97 S.Ct. 1854 salary regres- pra, 431 U.S. from the extrapolations essential, motive adjusted of illicit sion, pool n. Proof was to be but but, especially alleging in class-wide cases DEA had made under progress reflect discrimination, may motive be in illicit goals Remedi- promotions and timetables. showing dispari- from a sufficient of 9-12, pool ferred at JA 126-129. al Order 1266 plaintiff analysis. of the

ty dispаrate impact pattern class cate A between members comparably qualified members of the practice disparate and or treatment case shares majority group. Such Id. class-wide alle- typical disparate impact with a suit the gations are commonly of discrimination re- allegation employer’s practices that an practice” or “pattern ferred to as cases. systemic have had a adverse effect on Teamsters, Supreme In Court plaintiff members of the class. See Team- whether the question noted that “the com- sters, 15, supra, 431 n. U.S. 336 pattern pany engaged practice in or a of (“Either theory may, 1855 n. 15 of * * * discriminatory involves con- [action] course, particular applied to a set be of trolling legal relatively that are principles facts.”); Vuyanich Republic v. Nat’l clear,” 334-335, S.Ct. at and id. Bank (Vuyanich II), Dallas of went on to characterize case one of (N.D.Tex.1981), vacated on other disparate A claim that the treatment. sum grounds, (5th Cir.1984). F.2d of results' in employer’s practices an less Though plaintiff a class initially will seek favorable treatment members of the among disparity comparably show a plaintiff comparably qualified class than qualified prove disparate in order to treat- may justify whites or males an inference ment, may employer seek to by defend company’s that “discrimination was the pointing specific, arguably to a nondiscrimi- procedure operating regular standard —the natory, employment practice as the cause practice.” rather than the unusual Id. disparity. of the observed In such situa- 336, 97 S.Ct. at 1855. This is because a may tions the appropriately defendant disparity in of the comparably treatment required to demonstrate the business ne- qualified expected regu- is “the result of a cessity practices causing dispari- larly discriminatory policy.” followed Id. ty because the court will have it before all at 361 n. at 1867 n. 46. S.Ct. disparate elements of a traditional im- disparate impact a claim a pact claim. II-A-2 See Part infra. plaintiff challenges “employment practices Proceeding disparate under the treat- facially that are in neutral their treatment theory, plaintiffs allege ment this case a groups of different but fact fall pattern practice illegal or harshly group more on one than another Proceeding disparate at DEA. under the and justified cannot be business necessi impact theory, plaintiffs challenge also ty.” Id. at 336 n. S.Ct. at 1855n. 15. specific number of employment DEA’s prevail To disparate impact theory on a practices grade assignments, work plaintiff prove motive; need not illicit —initial evaluations, assignments, supervisory disci- “Congress directed thrust of the Act to pline, promotions decisions. Thus consequences employment practices, plaintiffs challenge entirety both the simply Griggs the motivation.” employment system DEA’s Co., Duke Power several 849, 854, (1971) (em specific components system. 28 L.Ed.2d of that To phasis original). disparate This impact analysis establish a framework of these concept may be ways relevant two to a allegations, first we will examine the se- involving case allegations class-wide quence dis allocation a class First, in bringing crimination. addition to practice action alleging pattern or of dis- pattern practice disparate treatment parate alleging disparate im- treatment claim, plaintiffs challenge well may the dis pact respect specific with employment parate impact employment specific prac practices. then We will locate within employer prove tices and thus force approach parties framework the that the *17 job-relatedness practices. the those of See the joining liability have taken issue 432, Griggs, supra, 401 U.S. at 91 S.Ct. at this case. Second, pattern 854. plaintiffs’ practice or disparate challenge Sequence treatment to the em 1. and allocation of ployment system Functionally may impli- proof. disparate as whole also the treat-

1267 systemic disparate impact disparity ment and models observed is the result of aims, proof sequences specific practice and the employment different that cannot with reflect differ justified necessary employer’s associated each these as Disparate treatment at dis proof ences. aims Consequently business. the of each covery of dis and elimination intentional showing disparity claim will involve a of disparate crimination. the treatment On minority groups between the and majority persuading the burden of claim “ultimate employer’s in an workforce. These two the inten the trier of fact that defendant factors—the difference in ultimate burden against plaintiff tionally discriminated the proof similarity proof of the of dis- plaintiff.” with the remains all times parity understanding our inform of —must Dep’t Community v. Texas parties the intermediate burdens that the of Affairs 1089, 248, 253, Burdine, 101 S.Ct. U.S. to such an action face.12 (1981). 1093, the Since L.Ed.2d plaintiff A class seeking to try likely meet this plaintiff class will to pattern practice disparate show a or of proving disparity suf ultimate burden “carry must treatment the initial of burden permit ficient to an inference of discrimina offering adequate evidence to create an tion, carry of plaintiff must the burden inference that” employment decisions were persuasion as the existence of the dis to discriminatory “based on a illegal criterion discovery Disparate impact aims parity. Teamsters, Act.” under the supra, 431 facially employ and elimination of neutral usually U.S. S.Ct. at 1866. This adversely minori practices ment affect providing means evidence — often in statisti justified necessary as ties and cannot be disparity cal form—of a in the position of employer’s disparate On an business. the plaintiff compar members of class and plaintiffs impact claim bear the burden of qualified ably Similarly, whites. on the persuasion as the existence a race-re of disparate impact challenges specific em disparity by an employment lated caused practices ployment plaintiff must class but, practice, once have made practices present evidence that the have a showing, employer bears the burden disproportionately adverse effect on the persuasion necessity as to the business prima How plaintiffs. far this facie show II, practice. Vuyanich supra, 521 See ing carry plaintiff will ulti toward its F.Supp. at 660. depends persuasion mate on burden both Though in this allocations differ strength evidence way, important point crucial of conver- response. the nature the defendant’s like the gence exists in class actions or dis- A must its re present pattern practice case. Both defendant tailor im- parate disparate sponse plaintiff’s claims and nature treatment Teamsters, systemic at 360 pact proof. claims are attacks U.S. practices. pat- general, 97 S.Ct. at 1867 n. 46. In employment results of The n. response paths. practice allega- though, amounts will follow two tern or claim to an sys- employer endeavor to refute the disparity that an is the can observed intentionally disparity Al employer’s plaintiffs’ claim that a exists. temic result of an discriminatory disparate ternаtively, employer im- can offer an ex practices. defense; allegation planatory that an amounts pact claim to an such defense amounts litigation Though proof sequences designed Typically, proceeds these are VII Title alleged through sequence sharpen inquiry illegal into discrimi a more or less well-defined nation, clarify they shifting proof. confuse more than burdens of can intermediate Burdine, they inflexibly. Community applied are Brhd Dep’t v. when See Int'l Texas Affairs States, 324, 358, 248, 253-254, v. 1093- Teamsters United U.S. S.Ct. of 97 1843, 1866, (1981) (defining sequence 52 L.Ed.2d 369 No 67 L.Ed.2d 207 claim); pattern prac disparate where is this more true than treatment for non-class action 405, 425, Moody, Paper cases such the one now before this court. tice Albemarle Co. (de- (1975) comfortably cases do into the stan L.Ed.2d These not fit claim). proof sequences. fining sequence disparate impact See note 14 dard infra. *18 disparity explanatory to a claim that an observed has b. The Al defense. illegal not ternatively, attempt resulted from discrimination. a defendant to can defenses, The nature of these and the any disparities bur- show that observed between them, in impor- dens associated with differ plaintiffs majority group and the did not ways. tant result from discrimination violative of Title requirements VII. The of such a rebuttal plaintiffs’ to the Challenges a. vary according type will the of claim proof Challenging accuracy signifi or the defendant seeks to rebut. To rebut a dis proof, plaintiffs’ cance of a defendant parate impact challenge specific to a em alleged disparity seeks to show that the on ployment practice causing disparity the plaintiffs’ which is bottomed does case not employer prove must the business necessi exist. can of course Such a defense ty practice. of the Paper Albemarle disparate against raised both treatment Co., supra, at disparate impact Typically and a claim. disparate 2375. To rebut a treatment chal challenge the on integrity will focus the lenge the can employer argue ob that the plaintiffs’ the methodology statistical disparity plaintiff served the between class significance the of the results shown. Of majority group and the does not an support supplement ten the defendant will the cri inference of intentional discrimination be tique analyses with statistical alternative legitimate, cause there is a nondiscrimina tending plaintiffs’ to refute the evidence of tory explanation disparity. the For ex disparity. carry The defendant need not ample, might the defendant come forward the persuasion burden of as to the nonexis job qualification with some additional — not disparity; disparate tence of a on the treat sufficiently perceptible plaintiffs to have ment per claim “the ultimate burden of permitted them to account for it in their suading the trier that the of fact defendant proof lacks, plaintiff initial the class — that intentionally against discriminated the thus explaining disparity. the plaintiff plain times with remains at all the tiff,” Burdine, U.S. at of the nature burden that the disparate S.Ct. at and on impact defendant such bears on a defense not persuade claims the must the tri entirely doubt. free of The defendant er of disparity fact that a exists. must at reasonably least make “clear and must, The defendant’s rebuttal specific showing,” based on admissible evi however, genuine least raise issue of dence, alleged nondiscriminatory concerning material accuracy fact explanation explains disparity. fact picture painted plaintiffs’ by statis Burdine, 253-255, supra, 450 U.S. at tics. And introduction evidence suffi 1093-1095. the context anof cient to genuine raise a issue of material plaintiff’s disparate individual claim of necessarily fact does not vindicate the de treatment, suggested the Court Burdine Burdine, fendant. supra, 450 atU.S. 254- that a defendant need do no more than Rather, 1094. S.Ct. at 253-254, make such an articulation. Id. at strength of the evidence the defendant Though princi S.Ct. at 1093-1095. produce plaintiff must prevent from ples on fully which is based Burdine are carrying persuasion the burden of as to applicable pattern practice cases, case, disparity depends, any inas on the specific definition of rebuttal burden strength proof. “[T]he employer plaintiff’s in an individual dis must defendant's evidence do more than parate treatment case should not be unth * * * merely raise of fact. an issue It inkingly applied class actions such must plaintiff’s cast sufficient doubt on the present case. proof to cause the trier fact to conclude plaintiff proved that the has discrimina In an individual case a defend a preponderance nondiscriminatory explanation of the evidence.” ant’s serves Vuyanich II, supra, only undermine the inference of discrimi- *19 showing, generally not plaintiffs proof. will suffice as a natory arising intent from las persua- typical showing to a class-wide of the burden of rebuttal plaintiff bears Since pervasive discrimination. made intentional discrimina- Burdine sion on the issue of tion, per- not to much clear: should have this the defendant plaintiff was trier fact that suade the of saying presumption dis- In that the [of nondiscriminatory less well for a treated case, do drops from the we crimination] required only to is reason. defendant imply longer not that the trier of fact no the present permit evidence sufficient may previously consider evidence intro- infer legitimately to decline to of fact trier by plaintiff pri- duced the a establish plaintiffs proof. from the discrimination explana- ma facie case. A satisfactory suit, the context an individual’s In the of by legal- tion the destroys defendant the legitimate nondis- of a bare articulation ly mandatory inference of discrimination criminatory explanation generally suffices arising plaintiff’s from the initial evi- proof plaintiff’s initial to undermine Nonetheless, this and dence. evidence facie plaintiff’s prima the way because properly inferences drawn therefrom of the typically consist low-thresh- case will may by be considered the of fact on trier Corp. showing Douglas of old McDonnell of the issue whether the defendant’s ex- Green, U.S. v. Indeed, is planation pretextual. there (1973).13 L.Ed.2d may plaintiffs be some where cases the evidence, initial combined with effec- or pattern When a defendant tive cross-examination the defend- expla class action offers such an practice ant, will to discredit the suffice defend- nation, differ in two cru the circumstances explanation. ant’s First, show ways. to make initial cial n. 10 at 255 n. 101 S.Ct. at 1095 450 U.S. eases ing disparate treatment such added). typical pattern (emphasis plaintiff typically will the class closely the practice analogous case is or showing per presented statistical evidence the envisions in the last Court situation most, if disparities eliminating vasive quoted passage:, plain- of the sentence all, nondiscriminatory expla potential not initial offer of evidence will have been tiffs’ disparities. for the nations observed of a strong that the bare articulation 663; so II, F.Supp. at Vuyanich supra, 521 nondiscriminatory explanation not suff- will Though employ supra.14 Part II-A-1 it. Thus in both individual and ice to rebut required to meet a burden er is the defendant faces class action contexts rebutting disparate treat persuasion burden; present it must сlaim, the same rebuttal nondiscriminatory explana ment permit evidence to the trier plain sufficient must cast sufficient doubt on tion permit legiti to decline to draw inference proof to the trier of fact fact tiffs’ plaintiffs’ proof. from the mately to decline to draw an inference discrimination pattern practice proof. in the class action from that The bare But strength of the evidence sufficient nondiscriminatory explana articulation case typically tion, burden individual meet this rebuttal will while sufficient to rebut an strength higher than the Doug- to be much need plaintiff’s low-threshold McDonnell plaintiff to show prima appropriately under shifts back make out a facie case 13. To Green, nondiscriminatory explana- Douglas Corp. employer’s McDonnell that the 801-802, 1817, 1823-1824, Burdine, 36 L.Ed.2d supra 93 S.Ct. pretextual. note (1973), plaintiff only an individual need 253-254, 1093-1094. U.S. at (1) he is a member of or she: show (2) group; applied position protected disparity to show a be- 14. This will seek (4) (3) rejected; qualified; was and was group, plaintiff majority and the class tween open. S.Ct. at job remained by explains disparity that race demonstrate eliminating reasonably clear Presentation of a explanations, possible other explanation apparent disparity in specific treatment, of the high showings these levels of statistical make evidence, supported if admissible significance. plaintiffs mini- generally to rebut the suffices showing. such the burden initial cases mal treatment, disparate the evidence sufficient to rebut an indi- the defendant should vidual low-threshold McDonnell point at this face a proving burden of Douglas showing.15 necessity business practice. Accord *20 II, Vuyanich supra,

Second, F.Supp. 521 at employer’s 662- the effort 663; Bartholet, pattern practice rebut the claim see Application artic Title ulating legitimate nondiscriminatory a ex Places, VII to High Jobs in 95 Harv.L.Rev. planation may putting have the effect of 945, 1004-1006 before the court all the elements of a tradi only difference between this situa- disparate impact By expla tional case. its tion and the disparate traditional impact disparity employ nation of an observed the case is that in the plaintiff latter the articu- typically pinpoint employment er will an lates the employment practice causing the (or practice practices) having disparate impact adverse and forces the employer to impact protected on a class. And to rebut it, defend while in the former employer the plaintiffs’ employer case the typically will articulates the employment practice and required showing to introduce evidence go must then on to defend it. employment practice that the Accord in fact caused II, disparity. Burdine, Vuyanich supra, F.Supp. observed See su at 663. pra, 450 U.S. S.Ct. at 1096 Some case law from other circuits has ex- (“defendant normally will attempt prove pressed a apply disparate reluctance to im- the factual explanation”). basis for its pact analysis in this situation. Two con- situation, this plaintiffs’ prima between the (1) cerns fuel this perceived reluctance: showing disparity facie and the defend placing unfairness of on the defendant the explanation ant’s rebuttal of the disparity, articulating dual burden of which of its disparate essential elements of a im employment practices caused the adverse pact placed case will have been before the impact at issue proving the business ripe trier of fact. Such a case is for resolu necessity practice, see, of the e.g., Pouncy using disparate tion impact analysis.1 v. Americа, Prudential Ins. Co. 6Though plaintiffs disparate in a treat (5th Cir.1982) F.2d (plaintiff re- ment persuasion case bear the burden of as quired point specific employment to the existence disparity, of a the defend practice causing impact adverse “in order ant bears the proving burden of the busi fairly parties’ allocate respective necessity practices ness causing the trial”); (2) burdens of the risk disparity.17 Co., Paper Albemarle employer that an will justify be forced to 95 S.Ct. at 2375. Thus range the entire employment prac- of its when employer an disparate defends a plaintiff tices when only shows that a challenge by treatment claiming that a spe exists, disparity cific see employment practice City Rivera v. Wich- causes ob Falls, disparity, (5th served Cir.1982). and this ita 665 F.2d defense suffi ciently rebuts the are, however, initial case of These concerns unpersuasive 15. Such class actions disparity often can be viewed as an observed resulted from discrimina collapsing prima pretext stages facie and prior applied tion to the date Title VII involving plaintiff. suit an individual employer. employer’s explana But when the (D.C.Cir. Sawyer, v. 684 F.2d McKenzie specific amounts to an articulation of a 1982); Vuyanich Republic Nat’l Bank Dal employment practice, disparate impact analysis las, (N.D.Tex.1981), vacat apply. should grounds, (5th ed on other 723 F.2d 1195 Cir. 1984). however, suggest, We do not mean to way 17. Burdine in no altered this traditional plaintiff rely proof. must on its initial allocation of burdens. The Court stated that it plaintiff is of course free to—and if the defend issues, "recognized that the factual and there- sufficiently strong may ant's rebuttal presented, fore the character of the evidence to—introduce evidence to discredit the rebuttal. plaintiff differ when the facially claims that a employment policy discriminatory neutral has a every nondiscriminatory 16. Not explanation impact 5, protected implicate disparate impact classes.” analysis. will example, 450 U.S. at 252 n. For 101 S.Ct. at employer might 1093 n. 5. seek to show that pur- precisely employment tiff as to how its to harmonize with difficult fact, practices employees. This Title affect poses of VII. in Pouncy, the Fifth Circuit noted 668 F.2d matter, this issue practical As a 801, traditionally justifies placing on the renders such con in a context that arises proving defendant the burden busi- employer An will largely irrelevant. cerns employment practice. ‍‌‌‌​‌‌​‌‌​‌​‌‌​​‌​‌‌​​​‌‌​‌‌‌‌​‌‌‌​‌‌‌​‌​‌​​‌‌‌​‍necessity ness of an only after justificatory burden face the justifies too it the lesser burden of So disparity has shown a plaintiff class requiring employer to articulate which and the of the class positions of members employment practices adversely of its af- compar appear to be majority group who placing justi- A fect minorities.18 rule if fail to make qualified; ably ficatory employer burden on the advances case, employer never facie prima their *21 purposes the of Title VII far better than if the But justificatory this burden. faces contrary the is re- case, would result. “What prima facie have made their plaintiffs quired by Congress is the removal of artifi- the liability to avoid under employer, the cial, arbitrary, unnecessary to theory, will have barriers to disparate treatment nondiscriminatory explana employment operate the in- advance some when barriers claim disparity. employer’s An vidiously for the to discriminate on the basis of the dis isolate the cause impermissible that it cannot racial or other classifica- the force unlikely to deflect parity 430-431, will be Griggs, supra, tion.” 401 U.S. at from of discrimination of the inference 853; 91 S.Ct. at accord Connecticut v. in all The defendant will plaintiffs’ proof. 440, 451, 2525, Teal, 457 102 S.Ct. U.S. specific job qualifica point to a likelihood (1982) (“Title 2533, 73 L.Ed.2d 130 VII rating as performance/evaluation tion or opportunity equality of strives to achieve disparity. the explanation the observed ‘artificial, arbitrary, rooting and un- out in this disparate impact application Thus necessary’ employer-created barriers not, Pouncy the fears of the will situation Teamsters, development”); professional employ notwithstanding, place on the court (“a at 1869 supra, 431 U.S. articulation; to any er additional burden prophylac- of Title VII is primary objective the disparate treatment claim rebut the employment opportu- equal achieve tic: to had to articulate which employer will have oper- remove barriers that have nity and to practices cause an observed employment employees over male ated to favor white employer forced disparity. Nor will the Co., Paper employees”); Albemarle other practices. employment of its justify all 417, 95 S.Ct. at 2371. 422 U.S. at supra, required to show employer will be The by a re- not well served purpose is This prac or only practice job relatedness of every case plaintiff quirement that the dispari as the cause of tices identified prac- employment the outset pinpoint at ty- disparity be- cause an observed tices that comparably appear to be those who tween Pouncy The concerns in effect requirement qualified. Such theo compelling more on the are no Rivera percepti- only readily challenges permits possess employer will retical level. barriers; subtle barriers it allows plain- ble superior to that of the knowledge far prima dispar- Similarly, plaintiffs’ facie recognized ret- 1869. Supreme Court has 18. spurs employer's self-eval- case ate treatment VII violations relief for victims Title roactive employment which of its removing to determine purpose barri- uation important serves disparity. Once practices cause the observed opportunity such relief equal because ers to practices differential employment with catalyst these spur causes em- "provides which or brought open, no impact into have been to self- self-examine and ployers and unions to refusing apply policy exists for sound reason employment practices to en- their evaluate impact analysis disparate to them. vestiges” traditional Indeed, of discrim- the last to eliminate deavor inatory disparate impact application in this Paper Co. v. Albermarle barriers. day rid 405, 417-418, speeds we will have when situation Moody, in its subtle as well 2371-2372, (1975); of discrimination ourselves accord Team- L.Ed.2d 280 aspect. sters, as its crass 97 S.Ct. at supra 431 U.S. at note discriminatory their continue to work ef- proof statistical is deficient and that DEA’s fects, thereby thwarts the any crucial na- plaintiffs’ event refuted at- purpose Congress sought tional tempt to ef- to show disparities. race-related “It abundantly Though fectuate Title VII. separately, made arguments both go clear that Title VII tolerates no discrimina- question plaintiffs whether tion, subtle or otherwise.” McDonnell met persuasion their burden of as to the Douglas Corp., U.S. at 93 existence of disparities. race-related unnecessary S.Ct. at 1824. Thus when em- Subsumed in DEA’s rebuttal are several ployer-created brought barriers have been specific legal issues. DEA claims that open through adjudication into the of a plaintiffs’ initial case is deficient as a mat pattern practice disparate treatment ter of First, law for two reasons. claim, these barriers should be evaluated regression analyses on which disparate impact under theory, Con- case is bottomed do not account for all gress intended them to be.19 objective “minimum qualifications” for the Locating controversy special agent positions within at issue. See Davis Plaintiffs, analytical uti- Califano, (D.C.Cir. 613 F.2d framework. lizing disparate 1979). analysis, Second, treatment chal- because failed to lenge entirety employment of DEA’s produce any creditable anecdotal evidence and, system, utilizing disparate impact specific discrimination, instances of their *22 analysis, challenge particular proof to, several em- required statistical was and failed ployment practices system (DEA’s to, in that meet the enhanced evidentiary threshold procedures grade for initial assignments, of showing “gross disparities” in treat discipline, evaluations, supervisory pro- ment. See Hazelwood School District v. motion). disparate impact In their States, claims 299, 307-308, United plaintiffs seek to specific 2736, 2741-2742, show that these S.Ct. 53 L.Ed.2d 768 practices have an adverse effect on plaintiffs’ black Even if proof is not in agents, thereby prove to force DEA to sufficient as a matter of law for these necessity business challenged reasons, claims, DEA proof that would practices. disparate their treatment have been found up unable to stand to plaintiffs claim seek to that they show are DEA’s evidence had the properly trial court treated less comparably qualified well than evaluated that purported evidence. One agents. white Evidence salary of overall error DEA misstep cites is the trial court’s disparities, buttressed evidence of the in placing persuasion on DEA a burden of specific places in employment DEA’s sys- nondiscrimination, proper instead of the occurs, tem where discrimination supports coming burden of forward with credible challenge. this Whether this overall Burdine, chal- rebuttal evidence. See supra, lenge will disparate impact also raise 248, 101 issues 450 U.S. at S.Ct. at 1089. Another beyond those already by plaintiffs’ raised claim of error involves the trial court’s challenges specific to several employ- DEA purported abuse of failing discretion in to practices depends ment on the nature of admit into evidence the regres alternative DEA’s defense. See Part supra. analyses II-A-l-b sion that DEA offered at the re phase medial of the proceeding. DEA also DEA has channelled the bulk of its ef- gave claims that the trial court insufficient attempt forts into an plain- to show that weight analysis. to its cohort proof disparity tiffs’ is either inaccurate insignificant. or DEA Preferring has rely to on a bifurcated direct attack on separate attack into plaintiffs’ claims that showing the evidence dispari- race-related application disparate 19. We note plaintiffs further that after have made a sufficient initial impact analysis appropriate pattern when in a showing disparity groups ap- between that practice or disparate case will not result pear comparably qualified, to be and after it has analysis swallowing up treatment the whole of employer’s explanation been decided that the disparate impact analysis. Disparate impact disparate rebuts the treatment claim. apply pattern practice will only in the case ties, way necessity employment practices, little in ness of its DEA has offered disparities. explanation for observed we will resolve these issues in accordance disparate to Griggs progeny. Thus DEA’s defense both and its with disparate impact allegations treatment and 1. The sufficiency plаintiffs’ large its measure stands or falls with “general principle” initial A of dis case. arguments as to the nonexistence of parate adjudication requires treatment disparities sought plaintiff “carry the initial burden of of challenge aspect of DEA’s show. One fering adequate evidence to create infer an does, however, plaintiffs’ proof amount employment ence that an decision was provide legitimate nondis- an effort discriminatory based illegal on a criterion criminatory explanation for the observed Teamsters, under the Act.” supra, 431 disparity. argues DEA sta- U.S. at 97 S.Ct. at 1866. Because analysis support tistical will not an infer- necessarily vary in facts will Title “[t]he ence of discrimination because the ob- cases,” VII Douglas Corp., McDonnell su disparity by a lack in served was caused pra, 411 U.S. at 802 n. at 1824 S.Ct. quali- plaintiff particular job class of a 13, specific n. sufficiency test for the of a argu- Though fication. DEA makes this plaintiff’s proof possible. initial is not ment the context of attack on Teamsters, supra, 431 U.S. legal sufficiency plaintiffs’ prima facie Rather, plaintiff’s at 1866. initial case, disparate treatment the claim can also against must be gener measured the more nondiscriminatory styled possible as a alized functional standard that the Su disparity, explanation for the and will be Teamsters, preme Court has elaborated analyzed as such. To the extent the claim 1866; supra, 431 U.S. at 97 S.Ct. at implicates disparate impact analysis, see Waters, Corp. Furnco Construction analysis Part II-A-l-b will 567, 577, 2943, 2949, also be undertaken. (1978), Burdine, supra, L.Ed.2d 957 *23 253-254, 101 450 U.S. at S.Ct. at 1093-1094. B. Analysis Liability the Issues of prima These hold that a cases sufficient congruence clarity For the sake of plaintiff facie case is made out the when us, argument presented the with form of disparity position in the relative or shows a separate analysis along we will our group minority treatment of the and has suggested by parties’ arguments. lines “the most common nondiscrimi eliminated sufficiency First we will examine the of disparity. natory reasons” for the observed plaintiffs’ proof light offer of of DEA’s Burdine, 253-254, supra, at 450 U.S. the methodology attack on and results of 1093-1094; Furnco, supra, S.Ct. at accord plaintiffs’ analyses. Then statistical we (A 579-580, at 98 S.Ct. at 2951 U.S. strength examine the will of DEA’s evi- prima simply facie case “is of actions dence, allegations and consider DEA’s of by employer from which we infer taken must, inquiry error. Both lines of how- discriminatory experience animus because ever, lead us toward resolution of the ulti- proved any in the other has absence evidence, weighing issue: In all the mate likely than not that explanation it is more correctly did the trial court conclude that impermissi actions were bottomed on those plaintiffs persua- carried their burden of considerations”). ble illegal sion as to the existence of discrimi- Also, present typifies class ac nation at DEA.20 to the extent case alleging pattern practice issues as to the tions or dis- DEA’s rebuttal raises busi- recently Supreme it needs make the ultimate [to determination] 20. Court has stated: U * * *." everything defendant has done "Where the .S . Postal Service Bd. Gov. v. Ai required plaintiff 711, 715, 1478, 1482, kens, him if the had would be U.S. 103 S.Ct. case, properly prima made out a whether prescribed L.Ed.2d We follow the facie really longer plaintiff relevant. did so is no analysis case. in this before it all the evidence The district court has supra, F.2d at 964. This argument Califano, that the crimination in of re- requirement greatly aids evaluation on statistical evidence largely bottomed gression analyses such as those used here. and distribution comparing percentage Regressions prove seek to race discrimina- employer’s workforce of minorities in testing possible explana- alternative minorities in the labor percentage disparity for an observed between tions employer is able to pool which the from whites, typically these alter- blacks and these statis- legally To be sufficient draw. em- explanations particular will be native treatment, disparity tics must show prior experience or ployee traits such common nondiscrimina- eliminate the most objective qualifi- The minimum education. disparity, and thus tory explanations of the not, however, approach should cation that, ex- the inference absent other permit rule; tests for the read as a hard and fast likely than planation, disparity more sufficiency prima facie case of a Title VII illegal resulted from discrimination. applied “rigid, in a mechanis- must not be Teamsters, 97 S.Ct. supra, U.S. Furnco, tic, way. supra, ritualistic" or at 1871. at 2949. The 438 U.S. at pattern practice A case chal qualification approach objective minimum lenges employment a host of decisions over test, analytic quick is not a litmus but an time; effect, employ challenges it plaintiff’s ensure that a statis- method to system. The most common nondis ment disparities among comparably tics measure criminatory explanation systemic for a dis workers, disparities in qualified rather than qualifica lack parity treatment is a qualifications. The ultimate test of suffi- minority among group tions members. Burdine, ciency must remain that of plaintiff’s A evidence must there statistical Teamsters, and Furnco: did eliminating fore focus on this nondiscrimi “adequate to create an infer- offer evidence * * * * * explanation by showing disparities natory employment ence that decisions] discriminatory in treatment individuals with com between based on a criterion [were] Teamsters, parable qualifications positions illegal supra, the Act.” for under District, 97 S.Ct. at 1866. Accord issue. Hazelwood School 253-254, Burdine, 13; supra, 450 U.S. at n. 2742 n. 433 U.S. at 308 97 S.Ct. at 1093-1094; Furnco, supra, 438 Reinhardt, 997, S.Ct. at DeMedina v. 686 F.2d 2949; Valentino, 98 S.Ct. at (D.C.Cir.1982) D. Baldus & (quoting J. Wald, (statement at 74 supra, 674 F.2d Cole, 120). supra, at (“In case, rehearing) each on denial of J. plaintiffs’ analysis has Once question the critical is whether there is a proper groups compari focused on the *24 inferring disparate basis for reasonable son, yield general it must results that meet treatment.”). ly accepted signifi of statistical standards present In the case DEA has words, cance. In other both the methodolo challenged plaintiffs’ salary regression power gy explanatory and the of the statis ground analyses they on the fail to analysis permit tical must to be sufficient objective qualifica account for a minimum an inference of discrimination. specialized prior experience tion: in crimi Methodology: a. minimum ob investigations. nal The burden of DEA’s qualifications. To ensure that a jective argument is that the failure to include this methodology plaintiff’s has eliminated plaintiffs’ factor skewed all of studies be nondiscriminatory explanation common of a rapid pro cause the lower salaries and less qualifications, circuit has devel agents large lack of motions of black can meas requirement evidence oped a that statistical ure be traced to the fact that black disparities prior investigative experience account for the minimum of lack criminal qualifications positions grade for the at enter DEA at lower objective and therefore 1003; DeMedina, supra, issue. 686 F.2d level. This court must determine whether Valentino, 71; plaintiffs’ analyses 674 F.2d at the failure of to account Davis tion, capacity precludes obtaining coop- an in- and for this factor specifically for eration and confidence of others. func- under the ferеnce of discrimination Teamsters, Burdine, and test of tional addition, special agents at 40. Id. the trial Although we review Furnco. investiga- both GS-7 and GS-9 are criminal clearly findings fact on the erro- tors, court’s of year prior JA and one of their Co., standard, su- Paper specialized experience neous Albemarle must in criminal 2374, the investigative comparable pra, 422 U.S. at 95 S.Ct. work or other in- work. JA 40. plaintiff has a Title VII issue whether necessary in statistical cluded variables see, Extrapolating, every we first, proof “trigger[s] a more careful examina- hired, special agent whether at GS-7 * * Lehman, 702 F.2d *.” Trout v. GS-9, year prior must have at least one of (D.C.Cir.1983), vacated on other experience specialized in criminal investiga- — —, work, and, second, grounds, only tive that the differ- must therefore ence between those hired at L.Ed.2d 732 We GS-7 and those hired at GS-9 is one year initial additional deeply into DEA’s delve somewhat specialized experience as defined above. practices. grade assignment According stipulation, this additional DEA at either the Special agents enter year investigations. need not be in criminal requirements level. The GS-7 or the GS-9 severely These facts undermine DEA’s set forth in the entry for the two levels are argument. plaintiffs’ The claim that statis- Handbook, x-118, Civil Service Commission wholly prior tics have failed account for stipulation summarized in a and been experience investigations in criminal is in- I, parties, Joint Exhibit JA 39. only Plaintiffs accurate. studied those years of requirements for GS-7 are three already Every DEA whom had hired. one year special- general experience and one met of them must have the basic Civil experience. requirements ized JA 39. requirement year prior Service of one years general experi- for GS-9 are three investigative experience criminal to have specialized experi- years ence and two hired even at the GS-7 level. Thus been experience defined ence. Id. General is “took DEA’s claim that studies as: experiential require- no account of basic [Progressively responsible experience ments,” appellants is incor- brief for (1) required ability which has to work or according the facts to which DEA rect effectively deal with individuals or spe- stipulated. Plaintiffs’ studies did not (2) groups persons; collecting skill investigative criminal cifically account for facts; (3) assembling pertinent abili- and year this one experience over and above ty prepare reports; clear concise agents possess. But— special that all (4) ability willingness accept according stipulated facts— again responsibility. investigative experience above the criminal requirement for Specialized experience year minimum is not a Id. defined as: one Rather, entry at GS-9 instead GS-7. responsible [P]rogressively investigative requirement entry at additional (1) experience which demonstrates initia- year “specialized expe- is a second GS-9 tive, resourcefulness, ingenuity, *25 as defined in the Civil Service Com- rience” collect, judgment required to assemble Plaintiffs’ failure ex- mission Handbook. develop pertinent and facts and other years plicitly to account for additional of data; (2) ability logically to think and investigative experience prior criminal objectively, analyze and evaluate as an omission therefore cannot be viewed information, facts, evidence, related and objective qualification. minimum of a conclusions; (3) skill and arrive at sound a minimum reports presenta- only possible oral omission of written and qualification in this case would be investigative findings objective in a clear tion of manner; (4) tact, specificаlly failure to account for plaintiffs’ concise discre- 1276 objec- here relied on the at 1101. Plaintiffs year of additional of an requirement in the to them —the Justice as defined evidence available experience,” tive

“specialized tapes For con- Handbook. Department’s Commission JUNIPER Service Civil —to the District reasons, that we hold Based on analytical models. three their struct plaintiffs’ decision approval of reasonably Court’s avail- other evidence this and analyses from their exclude this variable them, possibly have they could not able not erroneous. was re- applicable Civil Service quantified the experience” in a “specialized quirement of defini- First, Service operative Civil require- made the highly that would have is manner experience” “specialized tion of intangibles analysis. Per- amenable to statistical measures such ment subjective. It “resourcefulness,” “ability proxies haps objective DEA has distilled “ingenuity,” as “tact,” conclusions,” prior experience” at sound “specialized to arrive for —such clear that The law is JA 40. might “discretion.” been experience have police —that objec- must account proof plaintiff’s devoid of but the record is quantifiable, subjective exclusion tive qualifications; in fact done so. that DEA has any evidence encompassed as those such requirements, underlying Title VII and policies Both experi- “specialized in the definition suggest that general principles of evidence v. entirely proper. See Davis ence,” is production of such evidence burden of F.2d at 964. supra, Califano, Trout must rest with the defendant. See clear. Such equally is exclusion reason for n. 33 Hidalgo, v. 883 & may serve as a veil well subjective criteria (D.D.C.1981) (“[o]ne purpose of dis clear illegal legitimacy behind which seeming employers to to force crimination law is so, operating. If meas- is processes into the employment bring their a factor to relation of such urement (D.C.Cir.1983), aff'd, 702 F.2d 1094 open”), simply amount disparity would an observed — U.S. -, grounds, on other vacated the amount of discrimina a measure of (1984); L.Ed.2d 732 application of the through operating Co., Specialty F.2d v. Radiator EEOC I, supra, Vuyanich factor. (Title (4th Cir.1979) VII case n. 8 Valve 277; James Stockham F.Supp. at following “principle of allocation Co., (5th Fitting F.2d 331-333 & ready access to party with the most Recep Finklestein, The Judicial Cir.1977); DeMedina, su information”); relevant Multiple Regression Studies tion of & n. 7. pra, F.2d at Cases, and Sex Discrimination Race accept arguendo Third, if that even we Va 738-742 Colum.L.Rev. Cf. specialized experience or, year (failure second lentino, at 73 n. 30 674 F.2d — investigative matter, of criminal for that (GS) grade level as a variable to include objective qualifi- a minimum experience proper; regression analysis “absent —is fall cation, objections would still promotions DEA’s clear, evidence that affirmative strong argu- neutral, respect. A ob in a crucial made in accordance with short were regressions consistently applied, plaintiffs’ there that jective standards ment exists rank is an level or for this variable. implicitly is no assurance accounted variable untainted appropriate explanatory declama- unsubstantiated Apart from the discrimination”). attorneys, nothing appellate of DEA’s tions much as hints that black in the record so realistically Second, plaintiffs were likely than white agents are less special so application account for able to possess qualification. agents to special as the Civil Service amorphous a criterion experts stud- pool plaintiffs’ The labor experience.” This “specialized definition DEA had only whom comprised those ied appropri- recognized has circuit “[t]he these individuals had already hired. All of refinement of degree of ate * * * prior criminal investi- year least one may depend on analysis statistical simply no rea- experience. There is gative the available control of quality and *26 a in such Lehman, that the blacks supra, F.2d son to assume data.” Trout trained, group experienced highlight of law enforce- the weakness of aspect of likely sum, challenge. plaintiffs’ ment officials are less than the DEA’s In statis group whites in the same to have had a tical any cannot be faulted for failure year “specialized experience” population second of to focus a “closely ap that prior investigative experience. proximates criminal the characteristics” of those eli * * * gible Nor DEA “articulated positions DeMedina, has basis for the at issue. [a] assumption in supra, for the that such skills are By studying 686 F.2d at 1007. only * * unevenly fact distributed *.” DeMedi- hired, those whom DEA already plain had na, supra, 686 F.2d at 1008. In an analo- experts tiffs’ ensured in this case that the gous situation the court in DeMedina es- group analyzed possess relatively would a presumption tablished a “rebuttable of an composite similar experience. of skills and * * * equal distribution of the relevant Thus, methodological level, on the the Dis (emphasis original). skills.” Id. in a Such trict correctly Court plain concluded that presumption equally appropriate here. tiffs’ evidence meets the functional test of Teamsters, Furnco, and Bur dine. high degree homogeneity qual- This of of among pool ifications those the labor b. Explanatory power. DEA also chal distinguishes present case from Valen- lenges the explanatory power plaintiffs’ of tino, supra, where the court did not em- statistical evidence. As a threshold matter ploy presumption equal qualifications. DEA argues that because the trial court In Valentino court found that “[i]n any plaintiffs’ did not credit specific setting it would be irrational [of case] discrimination, anecdotal accounts of see ‘equal qualifications’ engi- to assume to fill supra, Part & n. 10 plaintiffs I-C could not neering among per- or secretarial vacancies make prima out a facie case unless their years sons educated the same number “gross statistics disparities” showed employed by government treatment. See Hazelwood School Dis (foot- length same of time.” 674 F.2d at 71 trict, 307-308, supra, 433 at omitted). words,

1278 Court, passage quoting from Team- “the statistical may become crucial when sters, longlasting for stated: adequately account “Evidence does not evidence composition specialized qualifications gross disparity between the ‘the diverse ” question].’ necessary positions general a and that of [the of workforce ** Valentino, (quoting supra, may significant 674 F.2d at 69 thus be population Houston, 307, 654 University (quoting 2741 433 97 S.Ct. at Wilkins U.S. (5th Cir.1981)). 20, Teamsters, n. supra, F.2d 431 U.S. at 340 20) added). The (emphasis n. S.Ct. at 1856 equally urges that the converse is DEA language points DEA refers back to which true; lacking, anecdotal evidence when Thus, if the preceding sentence. show, as a matter must statistical evidence any specific rule Court intended treatment, law, merely disparities “gross disparity” language, the Court argument de- disparities.” This “gross but apply plaintiff when a meant that rule to sentence Hazelwood rives from one general population/workforce relies on District, gross sta- supra'. “Where School comparisons and lacks anecdotal evidence. shown, they can be alone disparities tistical requirement might appropriate Such be prima facie case constitute may proper in a compari- population/workforce because a practice of discrimina- pattern of a usually yield only rough son will evidence 307-308, 97 S.Ct. at tion.” 433 U.S. discrimination; finely the method is not Drawing from this sentence a fixed eligible for population tuned to the of those only “gross” disparities suffice rule that positions in the at issue. and interested testimony, DEA reads the absent anecdotal evidence, inference of Absent anecdotal worth, they are and more. words for all is less secure when such sta- any Neither Hazelwood nor When, only slight disparities. tistics show precedent supports a Supreme other Court however, finely statistical evidence is more proof of the kind rule that statistical pool, gross the relevant labor dis- tuned to absent presented this case is insufficient permit an parities need not be shown to prima facie anecdotal evidence. To make inference of discrimination. B. Schlet must meet the functional case Employment & P. Grossman, Discrimina- Teamsters, dine, Bur standard tion Law Furnco; they present must evidence suffi support cient to an inference of discrimina Statistics, course, “are not irre plaintiff presents tion. All evidence that a Teamsters, futable,” U.S. inference, can contribute to this and should 340, plaintiff’s when a but therefore considered as cumulative. methodology ap statistical focuses on the Bank, 652 EEOC v. American National propriate pool generates evidence labor Cir.1981) (4th (reliance F.2d statistically signifi of discrimination at a including “cumulation of evidence statis level, policy no reason exists for cant sound tics, patterns, practices, general policies or subjecting plaintiff to the acditional discrimination”), specific instances of cert. requirement providing of either anecdotal denied, showing gross disparities. evidence or (1982). Though anecdotal evi L.Ed.2d 186 more than Such a rule would reflect little might plaintiff’s case or dence bolster hostility proof, a superstitious to statistical strong proof, need for statistical reduce the and indivi preference for the intuitionistic Valentino, supra, F.2d at nei see systemic. over the scientific and dualistic specif presence ther nor the absence of to understand that dis It is not difficult alters the standard ic anecdotal accounts might crimination exist even when affected meet. plaintiff’s initial case must that a point specific can to no instanc individuals discriminatory language employer’s es of an conduct. in context the Hazel- Read largely past; places weight days DEA much of Bull Connor are on which so wood subtly. meaning DEA discrimination now works more seeks will not bear “ pernicious. are no ‘In impose immediately preceding Yet its effects less on it. In the *28 many only cases the available avenue of involves the significance statistical of the proof is the use of racial statistics to disparities plaintiffs’ uncov regressions. er clandestine and covert discrimination magnitude actionable disparity. ” * * Teamsters, supra, 431 U.S. at DEA very has made a cursory argument 340 n. 97 S.Ct. at 1856 n. 20 (quoting appellees’ that statistical showing is flawed v. United States Ironworkers Local because the part statistics in pre reflect (9th Cir.1971)). 443 F.2d Statisti 1972 discrimination. brevity of DEA’s proof, advancing cal purposes crucial to analysis offers little import clue as to the VII, of Title must not be encumbered with alleged of this “flaw.” We do not under requirements urges such as those DEA stand DEA contending to be that the Dis here. trict Court finding based its of discrimina legal on the premise erroneous present plaintiffs case pre-1972 discrimination independently was rely on statistical evidence that has been actionable, for the court explicitly indicated demonstrated to be fine-tuned to the rele applicable “Title VII is DEA only pool. vant labor Part II-B-l-a supra. post-1972 for discrimination.” Findings is, words, cry This case in other a far from 117d, at 696. Nor do we under plaintiffs’ proof Hazelwood. If statistical stand DEA to contending that statistical standing permits alone an inference that reflecting evidence pre-1972 both discrimi employment DEA’s decisions were more post-1972 nation and cannot, likely race, than not based on then this law, as a matter of support suffice to irrespective presence suffices of the post-1972 inference of discrimination. See supporting anecdotal evidence. More Valentino, supra, 674 F.2d at 71 n. 26 over, require were we to anecdotal evi (“[FJailureto factor out time-barred discrimi dence would pri still meet their nation analyses. discredit the [does not] ma facie burden. Although DEA ade Statistics tuned proper period time quately testimony rebutted most regarding probative are more than statistics not so specific discrimination, instances of 508 tuned, categorical rejection but of the lat 690, 713, F.Supp. at the trial court credited ter is not warranted[.]”); Movement Op plaintiffs’ evidence, much of nonstatistical portunity Equality and v. General Mo including testimony of several Corp., (7th tors 622 F.2d Cir. disparate about treatment in disciplinary 1980). Finally, DEA has suggest not even procedures evaluations, supervisory ed that the District Court did not base its agents’ general about black percep liability independently determination on evi tions that DEA was a discriminatory envi pre-1972 dence that did not reflect discrimi ronment. Id. at 708-711. nation. ii. The sufficiency plaintiffs’ show Despite shortcomings of DEA’s anal- ing disparities. Although plaintiffs ysis, pos- we have ‍‌‌‌​‌‌​‌‌​‌​‌‌​​‌​‌‌​​​‌‌​‌‌‌‌​‌‌‌​‌‌‌​‌​‌​​‌‌‌​‍considered with care the need not “gross” show enhanced or dispari sibility pre- that erroneous consideration of ties, they present per must evidence that may 1972 discrimination have infected the mits an inference of discrimination liability under lower court’s determination. This dine, Teamsters, the test of Bur question Furn commands our in light attention DEA respect co. raises two issues with Supreme Court’s recent decision in sufficiency plaintiffs’ showing case, under Trout, another Title VII Lehman v. — -, this test. The mag first issue involves the 79 L.Ed.2d nitude of actionable discrimination shown 732 In Trout the Court vacated plaintiffs’ statistics; argues DEA this circuit’s affirmance of a District Court improperly the District finding Court relied on non- largely discrimination based pre-1972 reflecting actionable discrimination reflected pre- post-1972 evidence both finding prima the statistics in facie discrimination. To understand rele- Supreme case of discrimination. The second holding issue vance of the Court’s Swint, supra, Pullman-Standard must trace the course See present case we We 102 S.Ct. at 1792. in Trout. decisions of the court that, Trout, the Court infer therefore in Trout Though statistics trial court would unsure whether the was post-1972 discrimi pre- and reflected both its erro- have found discrimination absent nation, found the statis District Court legal signifi- understanding as to the neous inference of support an sufficient to tics “continuing effects.” Hence cance of In dismiss disparate treatment. post-1972 remand. *29 the use of objection to ing the defendants’ indicated, inter pre-1972 data the court case, At least in the context of this discrimi alia, likely is that such that “[i]t message gleaned to be from Trout coupled with even if nation before proceed if the that we must with caution then, employment practices since neutral in court has made an error of law trial continuing discrimina produced actionable * * discrimination, finding we invade the lest v. Trout tory effects after 1972 factfinding prerogative of the District F.Supp. On at 880. Hidalgo, suрra, If the District Court has found Court. District held that appeal this court facie case of discrimination “because prima theory “continuing effects” was Court’s law,” an erroneous view of the Pull Supreme “flatly inconsistent” with man-Standard, 292, 102 supra, 456 U.S. at v. pronouncements. Trout Court’s earlier added), (emphasis at 1792 this court S.Ct. Lehman, 1104. How supra, 702 F.2d at may upon take itself the task of decid not ever, to us the record indicated because the facts found, ing in the first instance whether in had that the District Court support an inference of dis alternative, were nonetheless post-1972 that statistics understanding dispar inference of crimination under a correct support an sufficient treatment, Hidalgo, supra, v. the law. ate see Trout affirmed the F.Supp. at 879 n. we have no trouble In this case we liability determination. court’s teachings concluding that the of Pullman- Although Supreme Court found no do warrant rever and Trout not Standard understanding Title fault our VII with ground that District on the sal of the Court Trout, principles in the Court vacated might court used some statistics instructions to remanded to this court with pre-1972 DEA has reflect discrimination. findings Court for remand “to the District argued appeal that the use of data fact, new evidence if neces based on reflecting pre-1972 discrimination affected evidentiary sary, question what val on the aspect liability District any of the Court’s petitioners’ statistical respondents’ ue findings of determination other than the Ap light of the Court of evidence has Hence, if DEA’s salary disparities.21 even concerning em peals’ conclusions of law argument well-placed, were most of the ployment decisions that are not actionable liability determination District Court’s this case. See Pullman-Standard Specifically, remain intact. DEA would Swint, 273, 292, 102 suggested argument that this has has not (1982).” 1792, 72 L.Ed. 66 Lehman v. — application any to the District Court’s in at -, Trout, supra, 104 S.Ct. at dependent findings estab opinion was ex Though the Court’s prima lished a facie case of discrimination citation to Pullman- ceedingly brief and its super grade-at-entry, assignments, work citation unexplained, was Standard evaluations, discipline, promo visory acting implies that the Court was out of F.Supp. at 712-715. And protect the sancti tions. See of caution to abundance respect plaintiffs’ prima factfinding even with ty trial court’s function. likely than may Blacks were 12% less whites to be also have affect- 21. Pre-1972 GS-9, GS-7, opposed appellees' hired at as and this is obtained in some of ed the results grade-at-entry However, statistically significant at .01 trial level." Find- statistics. 9a, 1972) ings F.Supp. (post at 698. new hires ¶ court found that "[f]or “specula- DEA s criticism empirically left salary disparities further proof of facie rebutting incapable Plaintiffs’ is unnec- tive factfinding by the District Court Moreover, showing.”25 based statistical far from clear whether essary. It is regression (analyzing agents any dispar- on the second erroneously reasoned that court 1972) “post continuing hired after the court found that effects resulting from the ities largely contributed” to action- 1972 discrimination discrimination were pre-1972 regres- However, the statistical results the first assuming arguendo that able.22 ¶ 7i, made, Findings sion. at 697. clear that it is legal such a error was finding of a did not make its the trial court findings the Given these factual lower salary discrimination prima facie case of could, fact, certainly per- court and did view. any such erroneous “because regression of" missibly conclude that the first compel this conclusion. Two considerations prima post-1972 facie case of established discrimination, findings plainly and these First, explained, the we have indicate that the District Court did not con- properly could consider evidence court continuing theory to be es- sider a еffects pre-1972 discrimination may have reflected *30 facie finding prima sential to its that a case determining prima a facie case was that post-1972 was established. discrimination considering plaintiffs’ In first established. employ included data on regression, Second, finding which the District Court’s that 1972, the court acknowl prima ees hired before facie case of plaintiffs established a possible edged theoretically it independent- that was in salaries was discrimination might affect” pre-1972 pertaining only discrimination ly “that based on statistics ¶ 7h, F.Supp. Findings 508 1972. The court re- regression. employees hired after court, however, expressly found that the 697. The viewed these statistics and signifi- unproven23 salary disparities “statistically were this effect was found that every year the .05 level for regression to un cant at or below might that it cause ¶17d, Findings F.Supp. 508 post-1972 since 1975.” the extent of disc derestimate that these statistics concluded 696. It also found The trial court rimination.24 of discrimi- downplay the effects hypothesis to test this “tend that DEA’s failure — U.S. -, vacated, (D.C.Cir.1983), Liability con F.2d 1094 22. The court's 1979 Determination thought suggestion con L.Ed.2d 732 that the court 79 tains no tinuing fact, were actionable. In effects that; indicated 24. The court repeated DEA could have statements that court’s by making plaintiffs’ statistics a show rebutted response perceived Depending on DEA’s continuing ing reflected the that the statistics discrimination, pre-1972 said discrimination pre-1972 discrimination dictates effects of might possible on the [rele- have three effects opposite In one isolated sentence conclusion. statistics, (1) showing namely vant] court did state Remedial Order the in the 1981 artifically post-1972 could be continuing pre-1972 dis its view that effects it would include accentuated because [sz’c] continuing are actionable under a crimination discrimination, (2) showing pre-1972 theory. Although is a correct this violation by any affirmative action could be attenuated circuit, Thomp see of the law this statement rectify pre-1972 by discrimina- DEA to taken tion, (D.C.Cir.1982); Sawyer, F.2d son v. (3) might actually showing (D.C. Jefferson, F.2d 636-637 Bethel Cir.1978), downplay post-1972 discrimination because we do not think as we indicate infra by DEA was overres- any action affirmative finding supports that there was a the record ponsive pre-1972 discrimination. No continuing here. violation by presented indi- Defendants evidence was possibilities cating the three was that one of ("It F.Supp. Findings at 696 has ¶7& any probable of the others. more than proven nor that Defend neither admitted been agents against special Black ants discriminated F.Supp. at 697 n. 3. 1972.”); F.Supp. at 712. In this prior see 508 F.Supp. (discussing allega- at 712 DEA’s 25. 508 Trout, quite unlike where respect the case is insignificant plaintiffs' "statistics were tion that pre-1972 expressly that dis found District Court (e.g. pre-1972 factors discrimi- because relevant likely that it was occurred and crimination had nation, inflation, specific types prior "continuing dis had that such discrimination criminatory regres- experience) were omitted from the work Trout v. Hidal after 1972.” effects analyses”). sion (D.D.C.1981),aff'd, F.Supp. go, is a significance Statistical half the warranted. DEA because almost nation analyses were hired the out- probability in the 1975 measure of the promotional most serious and the analysis have come of a statistical would in the middle and problems are encountered proba- chance: The lower the by occurred ¶ 7e, Findings upper grades.” bility that the observed outcome could these The court concluded at 696. chance, stronger infer- by occurred salary dispari- gross evidenced statistics can be drawn ence of discrimination that disparities ties, of these and that because finding example, a from the data. For prima facie plaintiffs had established significant .10 level indi- study at the salary discrimination.26 case of in ten that the cates that the odds are one conclude foregoing, we light chance, and a result could have occurred might data that of some that consideration finding significance at the .05 level indi- continuing effects of reflect hypothetically are one in 20 that the cates that the odds re- does not dictate pre-1972 discrimination Al- by chance. result could have occurred liability deter- Court’s versal of the District any precise though the law has not set opinion The District Court’s mination. significance can be level at which statistical that the court based clearly indicates inference permit sufficient to said independently on evidence determination discrimination, usually social scientists discrimination. that did not reflect such sig accept study that achieves statistical In these argued otherwise. has DEA nificance at the .05 level. D. Baldus & J. circumstances, the trial regard for due Cole, 297; F. supra, at Mosteller, R. cf. requires of fact us to role as finder court’s Probability Rourke & G. Thomas, With independent bases on which the respect the *31 Applications (2d 1970). ed. 310 Statistical grounded liability its deter- District Court words, signifi study In other is found Accordingly, we conclude that mination. is re hypothesis cant—and the of chance findings are not “infirm be- the court’s a one in jected there exists at most view of the law.” cause of an erroneous — when result could Pullman-Standard, possibility at 20 observed supra, 456 U.S. by at 1792. courts have occurred chance. Several sufficient to adopted the .05 level as have significance The statistical support an inference of discrimination argues DEA also disparities shown. I, Vuyanich cases. Title VII plaintiffs’ salary regressions did 271; Cooper University v. F.Supp. at significance achieve a level of statistical (N.D.Tex.1979). Texas, F.Supp. permit inference of discrimi sufficient to an Department adopted has itself Justice signifi of statistical nation.27 notion as sufficient this area. the .05 standard question directly the cance addresses Employee Guidelines on Selec- inference of discrimination See Uniform whether an regression ranging from .42 had R2 values the words of the District Court: 26. In regression salary had to .52. Plaintiffs’ second gross disparities be- Plaintiffs have shown Findings ranging .21 to .37. comparably qualified R2 values from tween the salaries of 7n, agents F.Supp. These dis- at 697. The court found that and White at DEA. ¶ Black regression analyses adversely parities are evident in these values were "not so low as to 1975-1978, agents period involving all for the veracity studies." Id. of Plaintiffs' affect period Be- decision, hires for the 1976-1978. and new given high in this We find no error disparities significant level of the cause of shown, plaintiffs’ significance that levels of statistical proven prima have Plaintiffs achieved; facie is not a measure of statisti studies R * * * salary. discrimination in case of highly significance precise and is not a in cal added). probative (emphasis value of a statistical F.Supp. dicator at 712 study. supra D. Baldus & J. note See Cole, regressions argues plaintiffs’ DEA also 27. 273-274; Vuyanich Republic Nat’l Bank of 2 figures are the R probative worth because lack Dallas, (N.D.Tex.1980), F.Supp. va provides indication an overall too low. R2 (5th grounds, on other 723 F.2d 1195 Cir. cated dependent variable disparity in the well the how 1984). case) explained by all the (salary, can be in this salary independent Plaintiffs’ first variables. § permit an inference of dis- 14(B)(5), Fed.Reg. 38301 alone will not § promotions positions (1983).28 crimination (1978); 50.14 28 C.F.R. level. above GS-12 plain deciding whether Without Nonetheless, hold that the District we even without might initial case suffice tiff’s enough correctly found that other Court significance,29 we meeting the .05 level in- permit evidence exists tо probative plaintiffs in this case find that the promotions ference of discrimination in generally analyses that meet presented place, above the GS-12 level. the first significance. accepted .05 level of statistical plaintiffs’ regarding promotions evidence salary regres findings All way dispositive above was not either GS-12 level, except .05 meet or exceed the sions on the issue of discrimination. Since so in 1975 showing discrimination for the promotions higher few occurred at lev- noted against hired after 1972. As those frame, DEA during els of the relevant time however, above, 1975'finding is skewed rely sample had to on a too small circumstance. unique factual generate statistically significant evi- year supra. every For other Part I-B-l dence of discrimination. 508 oc probability that the observed result 701-702, lack This of statistical 20; than one in by chance was less curred not, however, prove does that no discrimi- probability was less years for most place. probative nation took And other Similarly, than one in a thousand. Id. suggest evidence does discrimination. analyses grade plaintiffs’ statistical prima showing Plaintiffs made a facie evaluations, discipline entry, all grade assignments, initial significant results above achieved evaluations, assignments, supervisory work signifi These levels of the .05 level. Id. precisely the fac- discipline. These are support an certainly are sufficient to cance special agent’s pros- tors that determine a inference of discrimination. discretionary promotions at the pects for pro regarding evidence Plaintiffs’ supra. Part I-A higher levels of DEA. See stands on a somewhat different motions sample large enough to a statistical With footing. Disparity at a results, was demonstrated plaintiffs demon- permit probative promotions statistically significant level in fared less that black indeed strated GS-12, This evidence suff from GS-11 to GS-12. promotions from GS-11 well *32 support requisite inference of in ices to the evalua- likely the result of discrimination as- tions, grade assignments, at the GS-11 to level. work discrimination GS-12 initial finding discipline. dis After purporting to show signments, Statistical evidence most did in the factors that bear promotions crimination in above GS-12 discrimination promotions in promotions, and acceptable strongly levels of statistical not achieve on preceding step, the trial Thus, immediately cor the as the trial court significance. draw an 714, appropriately and did found, court could rectly statistics 12, ranged from 6 to urged adopt "greater used in Casteneda the statistics 28. DEA has that we reason to fix a deviations” test of have had no than two or three standard the Court would significance Supreme significance. the Court statistical purportedly that precise bound for statistical lower Partida, v. established in Casteneda interpret DEA Casteneda as we decline to Thus 1272, event, n. 496-497 any suggests In almost all of we should. level of two L.Ed.2d 498 A n. did achieve sta- plaintiffs’ statistics in this case corresponds to statistical standard deviations significance (or significance 2 standard at the .05 tistical level, of three at the .05 and level deviations) level. corresponds to statistical standard deviations approximately level. significance at the .001 suggested that an inference courts have 29. Some huge three difference between two and The might permissible if even discrimination of deviations, and the casualness standard significance fall short of of statistical levels to, points language in the footnote DEA Court’s Vuyanich Republic v. Nat’l mark. See the .05 suggest did together the Court in Casteneda that Dallas, F.Supp. at supra note Bank of any specific test for statistical not intend to fix significance. have nеeded Nor would the court the deviations of to do so. Since the standard omitted). (citations F.Supp. at 711 promotions inference of passage in this literally, one sentence indirect, Read Although the evi- above GS-12. judge trial that the seem to indicate would discrimina- that an inference permits dence persua- erred; he states that burden not. likely than was more tion But read as a the defendant. shifts to sion rebuttal DEA’s insufficiency 2. The judge whole, the passage indicates that the trial court that the DEA also claims case. ex- correctly. He states burdens allocated case on of DEA’s in its evaluation erred proof always the burden of plicitly that errors of points to two DEA first rebuttal. and the burden plaintiff, remains with the trial skewed purportedly law that he defines as “persuasion” he that labels case: of DEA’s rebuttal evaluation court’s one of “articulation.”30 erroneously placed (1) court the trial issued trial court A clarification that the of a persuasion instead DEA burden on this score. any doubt should remove (2) trial court production, burden one decided Burdine Supreme Court into evidence erroneously refused to admit opin- court issued its after the trial month stage proceeding at the remedial Shortly after the Court case. ion analyses. On regression DEA’s alternative re- in this case issued Burdine claims, errors, legal DEA top of these of the trial court’s quested a clarification re- improperly DEA’s devalued trial court appli- regard with of law conclusions evidence. DEA contends buttal respond- proof. The court burdens of cable vulnerability these errors and light of in conform- it had allocated burdens ed that case, the trial court initial April ity with Burdine. See Order of finding discrimination. erred in 1981, JA 99. reason to is sufficient This clarification a. trial court’s allocation present case from Freeman distinguish the alleging dis VII case a Title burdens. (D.C.Cir.1982). In Lewis, 675 F.2d burden of treatment the “ultimate parate held that this circuit panel Freeman de of fact that the persuading the trier to that of language almost identical against intentionally discriminated fendant improper allocation here was an trial court at all times with plaintiff remains question We under Burdine. of burdens Burdine, plaintiff.” supra, 450 U.S. gave the trial court’s panel whether Part II-A su 101 S.Ct. at 1093. See reading, we wholly fair but language a vio argues DEA that the trial court pra. clarification in the the later decide dispar analyzing precept lated this demon- controversy suffices to present The con in this case. ate treatment claim here, language court’s that the trial strate interpretation given troversy turns on ambiguous, perhaps initially did though trial court’s following paragraph allocation of bur- comport with Burdine’s opinion: dens. litiga- in Title VII The burden of admit The decision not to Af- b. on the Plaintiff. always remains *33 analysis. regression alternative prima a DEA’s of ter the establishment facie liability the trial deciding the issues however, persuasion In case, burden of failing to DEA for sub re- court admonished This burden employer. shifts plaintiffs’ on statistics its attack some stantiate quires to “articulate the Defendant analysis. reworking their nondiscriminatory reason.” legitimate, * * * sought intro response DEA to 712. In meets the rebut- at If the Defendant phase of the trial an at the remedial burden, opportu- duce Plaintiff has an tal analysis purporting regression legiti- alternative apparently nity to show that * * * explain that race did not fact, demonstrate is, pretext. to in mate reason rebuttal, impact, implicate disparate DEA of applies to DEA’s of articulation 30. The burden proving of the business bears the burden plaintiffs' disparate claims. course treatment rebuttal of evidence, challenged рractices. necessity of the DEA’s and To the extent that salary Refusing at DEA. differentials Court to make new factual findings with reopen question respect discrimination, trial liability, of Supreme rejected proffer of require court this evidence. See Court did not the District Court to 11 supra. Part I-C-2 & n. consider the evidence proffered defendant stage, at the remedial any other new argues appeal though DEA on this — Trout, evidence. Lehman v. record, rejected part evidence were of the at -, 1404. see, 69-71, e.g., appellants at but brief for is we In light it not. Nonetheless must consider strength the intrinsic of the properly reasoning whether the trial court excluded Trout on point, this and the the evidence.31 implicit approval Court’s reasoning, we follow Trout here. Plaintiffs filed the In a trial the judgment bifurcated complaint in this action in January liability interlocutory, remains and thus and the case came to trial April subject modification, to the trial court’s DEA made experts, use statistical and until the remedial order issues. Marconi did offer extensive statistical evidence at States, Telegraph Co. v. Wireless United liability phase. doubt, Without a DEA 1, 47-48, 1393, 1414-1415, had the time and the develop resources to principle applies 87 L.Ed. 1731 This present and its regressions alternative to bifurcated Title VII Laffey actions. arguments then. And DEA’s at the reme- Airlines, Inc., Northwest 642 F.2d hearing dial on appeal contain not a (D.C.Cir.1980). 584-585 The decision justification word of for its failure to do so. reopen liability whether determination light unjustified omission, of this is, however, discretionary. appeal On “the certainly trial court did not abuse its discre- question critical good is whether there was refusing tion in to admit DEA’s alternative convincing cause to do so. Absent a show- regressions. ing that the District Court’s answer to this discretion, question constituted an abuse of c. The trial court’s evalua second-guess will we not its decision.” analysis. Though DEA’s cohort Lehman, supra, Trout v. 702 F.2d at 1106. regressions rejected its were remedi stage, al DEA did properly introduce dur Trout v. precise Lehman dealt with the ing phase liability analysis cohort issue before us in this case. We found that plaintiffs’ showing rebut disparity. Co a trial court had not abused its discretion analysis hort another is method test for refusing proffer a defendant’s of rebuttal approach race discrimination. Under this phase statistics at the remedial of the Title employees together all who start at the VII trial. Two underlay factors the deci- * * * surveyed same level are over the course of sion: “the evidence could have been period compara an observation presented by duly discovered and their trial diligent defendant,” progress salary promotions tive and the defendants good spe “offered no ex- DEA’s expert reason whatsoever to evaluated. divided the plain why analyses their groups, statistical were cial into 15 cohort each produced Though group comprising agents Id. at trial.” who started in the decision, Supreme year Court vacated the grade Trout same the same initial wholly it did so for analysis reasons unrelated to level. The revealed discrimination question admissibility liability evi- groups. purposes four of the 15 For stage. evaluation, dence at the remedial In fact the groups further these four were implicitly approved Court’s remand cir- subgroups. broken into Discrimination holding present cuit’s subgroups. that the trial court had not was still two *34 refusing examining agents abused its discretion in to admit After the files of in these evidence; requiring subgroups, while the District DEA discovered two that three subjected 31. The evidence has not from been to therefore far certain. ty rigors of the its adversarial veraci- process, Weighing the evidencе. Only “misclassified.” had been for analytic application did of Title VII’s agents were excluded three these when from the disappear can come shifting traces discrimination for burdens of rules mulaic Tr. 1910- analysis. See results of tennis match. When a furious to resemble at 697-698. 1914; F.Supp. Findings 11 however, over, a Title VII volleying is fact the trier of is like all others: case District Court’s overturn the We would only if and the weigh plaintiff’s we were of this evidence must evaluation clearly erroneous. evaluation find that and decide whether defendant’s rebuttal may have over- Though the District Court of ultimate burden plaintiffs have met the analysis it labeled cohort a bit when stated imposes on them. persuasion that the law study, of statistical method “an untried Bd. Gov. v. Postal Service See U.S. any published statistical unsupported 711, 716, Aikens, decision,” F.Supp. at judicial work al We have 75 L.Ed.2d 403 reject surely correct to court was challenges DEA's ready evaluated analysis. particular cohort into the District particulars that went analysis in have viewed cohort Courts Since we have balance this case. Court’s Valentino, wary eye, see this area with clearly erroneous no of law or found errors 30; n. at 72-73 O’Brien supra, 674 F.2d findings, remains is to examine the all that (9th Inc., Cir. 670 F.2d 864 Chiefs, Sky of the evidence. court’s overall assessment 1982); Hidalgo, Trout v. Only if we find with deference. We review that these The flaws 884-885. decision to the trial court’s ultimate in the perceived perceived were courts Al will we overturn it. clearly erroneous Court. present the District See case Co., supra, 422 Paper bemarle F.Supp. at 697-698. Findings If 95 S.Ct. at 2374. by comparing those who noted that court brought battery in a statis- Plaintiffs level, analy grade same at the started at DEA. Their prove tics to possible for discrimina fails to account sis significant salary to show analyses tended assignments, impor grade an initial qualified comparably disparities impor More between allegation in this case. tant agents, tantly, special DEA’s use of and discrim- the court found that and black white grade assignments, in this case was methodo analysis cohort in DEA’s initial ination of the work logically evaluations, The division flawed. supervisory assignments, work segments extremely small made force into imposition discipline. promotions, unlikely study would this cohort it sought primarily to east response DEA repeatedly disparities. Instead of detect of race-re- on the existence sufficient doubt groups too small disaggregating until were plaintiffs from disparities prevent lated statistically significant evi generate any persuasion. carrying their burden discrimination, expert DEA’s dence plaintiffs argued that do so DEA To aggregated significance should have disparities” required “gross to show were subgroup a test in each to derive the result produce any they had failed because respect to the class as significance with accounts of anecdotal credited individual Cole, supra, D. Baldus & J. whole. See that, as have held We discrimination. light methodologi n. 2. In of this at 212 & law, required were matter DEA's anal misstep the fact that cal —and “gross enhanced threshold to meet this to confirm as to refute as much ysis tended supra. disparities.” Part II-B-1-b-i Dis presence of discrimination32—the plaintiffs’ salary argued that re DEA also proba properly discounted trict Court had failed to show actionable dis- gressions statistics. DEA’s rebuttal tive value of (testimony Tr. at 1937 of Dr. experts undisputed was found. See plaintiffs' used 32. When (testimony aggregate Spradlin); DEA’s id. 2001-2003 of Pro- technique to across statistical salary disparity Straszheim); groups, adverse Exhibit 53. cohort Plaintiffs' fessor level, significant agents, .001 at the black *35 significance ties, parities at levels of statistical DEA has effect made argu- such an permit an of plaintiffs’ sufficient to inference discrim- ment. To disparate rebut treat- have held that ment claim DEA carry ination. We District need not the burden persuasion of as properly legitimate Court found that the studies did to this nondis- criminatory disparities explanation. Burdine, show actionable at sufficient See su- 253-254,101 pra, 450 significance. U.S. at levels statistical See Part S.Ct. at 1093- must, any event, however, The evidence supra. objec- II-B-l-b-ii In this cast plaintiffs’ sufficient plaintiffs’ salary to doubt to only regres- tion went case cause the trier of fact not to draw the showings sions thus failed to rebut the ultimate inference of discrimination. See Part II- grade assign- initial supra. A-l ments, assignments, work supervisory eval- uations, promotions, imposition of dis- Court District did not this find rebut- keystone cipline. The of DEA’s defense tal sufficiently strong preclude to the ulti- argument plaintiffs was the that had failed mate inference discrimination. On re- to the explanatory account for variable of say view we cannot that the court erred in prior experience. law enforcement In es- this assessment. DEA has introduced no variable, argued DEA sence has that this alleged admissible evidence this that differ- race, explains virtually not all of the ob- prior experience ential law enforcement disparities served between white black noted, exists. As we have there is no agents. styled special argument DEA this to reason assume black agents that in a primarily attack sufficiency as an on the of group year with prior one criminal inves- plaintiffs’ prima facie In case. other tigative experience likely are more than words, argued DEA plain- has that because group white in that to lack a second failed tiffs to account for this factor their year of experience. such See Part II-B-l-a offer initial was insufficient to supra. presented Nor has any DEA ad- support an inference of discrimination. We missible purported evidence that the differ- plaintiffs’ held failure to account experience ential law enforcement ex- explicitly for this variable was not fatal to plains the disparities. observed case; prima proper- its facie the trial court evidence, left, Absent such we are ly found that evidence did noted, specula as the trial with court mere sufficient, present was notwithstanding conjecture. tion and See omission, this support to an inference of course, way 712. Of “the most effective discrimination under the functional test of prima present rebut facie case is to more Teamsters, Furnco, and Burdine. Lehman, accurate statistics.” Trout v. su supra. Part II-B-l-a pra, A 702 F.2d at 1102. defendant is not argument absolutely required plaintiffs’

Even if this is insuffi to rework a when, ease, plaintiffs’ prima cient invalidate facie statistics this the omitted case, might legiti it allegedly subjective nonetheless serve as variable was too to ad must, nondiscriminatory explanation quantification.33 mate A the mit of defendant however, disparities observed showing between white and make some credible words, agents. black plaintiffs’ other even if the omission skewed statistics. plaintiffs’ preclude not employer omission did them At a minimum the must raise a making genuine as a matter of law from veracity their initial issue fact as case, this, explanation might accomplish proof, DEA’s serve to and “[t]o preclude forth, the ultimate inference discrimi clearly defendant must set against through black agents nation under the of admissible dis introduction evi parate theory. Claiming dence, treatment the reasons for” the observed dis factor, race, Burdine, explains dispari- parity. 450 U.S. at 254- course, present incorporating 33. Of when defendant claims that a alternative statistics specific sufficiently оbjective per- severely was factor factor will undermine its rebuttal. quantification, failure mit defendant's *36 in they tend to start lower 1094. “Thus defend- because at 101 S.Ct. merely through their lack of system as a result of relative its burden ant cannot meet ** * year prior n. at 255 than of law enforce- counsel.” Id. more one argument of to experience. DEA has Because ment This boils down n. 9. at 1094 101 S.Ct. support pur- to its requirement no claim that DEA’s of a second evidence introduced nondiscriminatory explanation, year experience for ported of law enforcement of law. entry a matter at of has an ad- rebuttal fails as GS-9 instead GS-7 impact they tend verse on blacks because balance, no reversi we find On qualification. plain- to lack that Between overall in District Court’s ble error proof, tiffs’ and defendants’ the trier of The court evidence. assessment fact would have had before it all the ele- probative weight properly attributed impact disparate ments of a traditional properly analyses, and plaintiffs’ statistical disparity claim: had shown a aspects of DEA’s case rejected three pinpointed facially defendant had neu- disparities, gross need for rebuttal —the practice employment causing tral the dis- studies, insufficiency of the statistical In parity. this situation the trial court account for failure to purported and the properly applied disparate would experience. light In prior enforcement law impact analysis Griggs, supra, and its appropriately findings, the court of these progeny. made Had DEA a credible show- pattern or engaged had held that DEA requirement ing that the of an additional against black practice of discrimination year experience lawof enforcement caused F.Supp. at special agents, 508 disparity, DEA would have been re- grade as DEA’s initial properly held that quired job-relatedness to show the of such supervisory assignments, signments, work supra, 424 U.S. requirement. Griggs, at evaluations, discipline, imposition 854; Co., Paper Albemarle 91 S.Ct. disparate impacts on process had promotion supra, 422 U.S. at 2375. We there agents. Id. 712-715.34 black attempted any DEA has not even such liability de District Court’s fore affirm the Thus, DEA showing. had succeeded even entirety. termination in its attempt legitimate to articulate a its impact analysis Disparate 4. of nondiscriminatory explanation, DEA would finally note DEA’s rebuttal evidence. We been found violation of Title still have rebutting had DEA that even succeeded disparate impact theory. VII under the case mak plaintiffs’ disparate treatment ing showing a credible that the differential II. The Remedies Determination prior experience ex law enforcement 706(g) empowers Title Section VII plained disparity, DEA would observed illegal has found no a situation court that have done more than create may disparate im to “order such affirmative action as ripe for resolution under include, appropriate, may which but pact theory. supra. Ac Part See II-A-1-b to, hiring reinstatement or of em- special limited cording argument, to DEA’s black * * * pay or throughout ployees, with without back agents appear to do less well equitable any other relief the court range employment system DEA’s Places, High Having disparate 95 Harv.L.Rev. 1005- impact in em- Jobs in found these 34. ordering validity (1982). studies the ployment practices, the District Court ordered effective, precluded elements validity implement trial court has neither studies “in order to evaluation, decisionmaking practices subjective in DEA’s nondiscriminatory supervisory disci- propriety promotion systems[.]” of the traits that pline, nor invalidated challengеd practices seek to measure. Rath- the trial court’s DEA’scurrent DEA has not er, validity ways provide analysis disparate impact seek to find application to these studies guidance discretionary specific employment Though deci- specific practices. these more sionmakers, arguably encompass subjective and to eliminate those elements of practices some discretionary decisionmaking agents' that are judgments performance, we find shown as to any adversely impact appropriately applies affect black without com- disparate Bartholet, showing necessity. pensatory business Application Title VII to them. See § appropriate.” deems 42 U.S.C. 2000e- GS-11and above. Mem.Op. and Reme- 5(g) Order, Report The Conference 114; accom- dial JA supra. Part I-C-2 panying amendment of Title *37 challenges VII in 1972 DEA raises three to these reme- First, noted: dies. the backpay class-wide award impermissibly circumvents the provisions individual- of this are subsection ized remedial hearings required give by Team- intended to the wide courts discre- sters, supra, 361-364, 431 at exercising equitable powers tion their to 97 S.Ct. Second, at 1867-1869. backpay the complete fashion most award possible. the relief compensates for 706(g) pre-1972 In with nonactionable dealing present the section Third, discrimination. promotion the goals scope the courts have stressed that the and timetables exceed the of relief court’s remedial under that section of the Act is authority under 706(g) Section make and violate intended to the victims of unlawful protection equal component the whole, of the Fifth discrimination and that the attain- Amendment objective Constitution. ment of this not only upon rests particular elimination unlawful A. Hearings Individualized employment practice complained of, but requires consequences also that the objects DEA to the District Court’s deci- employment prac- effects of the unlawful forego sion to in case the individual- be, tice far possible, so as restored to hearings ized relief prescribed in Team- position they where would have been sters, supra, 361, 431 U.S. at 97 at S.Ct. were it not for the unlawful discrimina- gravamen 1867. The objection of DEA’s is tion. reading This broad of the need for that may class-wide relief benefit some * * * effective remedies is intended to be agents black who not were victims ille- * * preserved in this *. bill gal discrimination. The Court in Team- stated that sters when seek relief 1746, Section-by-Section Analysis of H.R. as “victims of the discriminatory practice, a accompanying Equal Op- Employment usually district court must addi- conduct portunity Act of Report, 1972—Conference proceedings phase tional the liability after 7166, Cong.Rec. (1972). 118 The Su- of the trial to scope determine the of indi- preme Court has also stressed the breadth vidual relief.” Id. wake of Team- of this power. remedial See Albemarle hearings sters individualized been Co., Paper supra, 421, atU.S. 95 S.Ct. common features of Title VII class actions. 2373; at Transporta- Franks v. Bowman See, 62, Sawyer, e.g., McKenzie v. 684 F.2d Co., 747, 763-764, 96 S.Ct. (D.C.Cir.1982). 1251, 1263-1264, L.Ed.2d Having pervasive found Though at discrimination certainly Teamsters raises DEA, the Court tripar- District fashioned a in presumption favor individualized tite remedial backpay scheme: class-wide hearings, the case should not be read as an above,35 for those promotion at GS-11 and unyielding equitable pow limit on a court’s goals and upper timetables at DEA’s lev- er to fashion relief proven effective for els, frontpay and class-wide for at language those discrimination.36 The of Team- Finding place every panel Sawyer 35. took at most discrimination case. The affirmed a above, GS-11 and not court did order сlass- require District Court’s decision individual against wide relief for discrimination When, black hearings. relief in an exercise of its agents during any given at GS-7 or GS-9 back- discretion, remedial a trial court orders hear 9, pay year. 3, Mem.Op., supra See note at JA ings, appellate properly court reluctant did, however, permit 116. The court these judgment. with appellate interfere But agents bring individual claims for relief. panel Sawyer was faced with trial Any awards at be individual these levels are to hearings court’s decision that individual would backpay pool deducted from class-wide dis- effectively preclude relief for most members agents tributed to at GS-11 and above. Thus, plaintiff Sawyer’s class. reiteration Remedial at JA Order 124. hearing preference of the Teamsters should not implying be taken class-wide relief (D.C.Cir. Sawyer, F.2d McKenzie present improper. context would 1982), be hearings does not mandate individual trucking industry. 431 inflexible; stating positions after so is not

sters required, 371-372, at 1872-1873. “usually” 97 S.Ct. hearings are U.S. at individual Teamsters, 431 U.S. at consideration, District After careful note that went at the Court only relief Court here ordered class-wide specific remedies to determining the “[i]n The court above GS-11. afforded, is 'to fashion court district impeded had found that discrimination particular circumstances relief as the such turn; every blacks faced black require restitu may to effect a case assign- grade hurdles in initial extra DEA’s ” quot tion.’ Id. ments, supervisory assignments, eval- work Franks, supra, 424 U.S. ing uations, imposition discipline, promo- *38 often Later courts have at 1264. S.Ct. higher At the levels the cumulative tions. in which Teamsters faced situations pervasive discriminatory of these effect accom hearing preference had to bend to severe, and the increased practices became purposes. Pri VII’s remedial modate Title gave subjectivity in evaluations discrimina- required hearings marily, courts have to its effects. tion more room work percolated so has when discrimination “exact reconstruction of such a situation through employment system any history, work as each individual claimant’s employ attempt reconstruct individual to occurred, is not if had not discrimination drag the court into “a would ment histories only impractical.” Pettway, imprecise but hypothetical judgments.” quagmire of supra, 494 at 262. The District Court F.2d 1147, 499 Thompson Boyle, v. 1170 major found that specifically here “[e]ach (D.D.C.1979) (quoting Pettway Ameri v. process in at DEA promotion criterion Co., 211, Pipe 494 F.2d 260 can Cast Iron discrimination, making dis- was tainted Cir.1974), denied, 1115, (5th cert. process promotion crimination in the 1020, (1979)),aff'd, 74 S.Ct. 59 L.Ed.2d 99 Any attempt to recreate the cumulative. (D.C.Cir.1982); 257 Hamheed v. 678 F.2d employ- employment histories of individual Ironworkers, 506, 637 F.2d Int’l Ass’n of would result ees absent discrimination (8th Cir.1980). also Stewart v. 520 See 1, 2 Mem.Op. at n. JA guesswork.” mere 445, Corp., F.2d 452- Motors General reviewing determina- 115. role in Our (7th Cir.1976) (pre-Teamsters), cert. framing “The a remedial limited. of denied, 2995, 97 S.Ct. U.S. largely the hands of the is left decree (1977); v. Colgate L.Ed.2d Bowe Pal judge, assessment of the district whose (7th Cir.1969) Co., 416 F.2d molive judgment a factual of the situation is needs (same). * * only for clear error *.’’ reviewable Applying principles these Sawyer, supra, 684 F.2d McKenzie present controversy, we note at the outset willy that the District Court did not rush perceive no error the District We nilly impose to relief. The court class-wide impossible finding that it would be Court’s hear specifically ordered individual relief employment to histories of reconstruct backpay All of ings where feasible. claims agents. Examination DEA’s senior black GS-11 for discrimination at levels below decisions, promotion as difficult discrete hearings. will be resolved individualized be, might will not suffice. as even that Mem.Op. at At levels JA 116. these promotions for deci- decisive criteria hearings appropriate are be individualized evaluations, supervisory breadth small number discernible deci cause a sions— history, experience, disciplinary see grade assignment to initial sions as supra themselves found to Part I-A agent. will in issue for each promotions —were illegal discrimination. The be tainted with are akin to those in These determinations discrimination had court found that skewed Teamsters, hearings required where agents, black but the court evaluations of single to involve a determination were knowing way no how applied could have had individual had whether agent’s particular much more favorable a particular line driver qualified and were been, or fair purpose evaluation have how a at 1869. A core should Title VII is “to might agent’s evaluation have affected persons injuries make whole for suffered obtaining particular promo- chances for employment account unlawful dis Similarly, dis- tion. the court found that Co., Paper crimination.” Albemarle su assignments leaving in work crimination pra, — 422 U.S. at 95 S.Ct. at 2372. disproportionately agents black with a empowered courts are to fashion “[F]ederal assignments— large share undercover such particular relief as the circumstances agents promotions, impeded had black require restitution, making effect whole way but could had the court have no possible insofar as victims racial broadening experiences divine what other * * Franks, supra, 424 had, particular agent might no have 1264; U.S. at Albe accord way gauge hypothetical ‍‌‌‌​‌‌​‌‌​‌​‌‌​​‌​‌‌​​​‌‌​‌‌‌‌​‌‌‌​‌‌‌​‌​‌​​‌‌‌​‍how this addi- Co., Paper marle experience par- tional would have affected (the District Courts have promotion though ticular decisions. And merely power “not duty but the agents the court found that have black possi render decree which will so far as disciplined frequently been more and more ble eliminate the discriminatory effects of severely white committing than sim- past as well as bar like discrimination infractions, ilar the court no could had *39 future”); Teamsters, the supra, 431 way knowing exactly of what effect the 364-365, U.S. at 97 S.Ct. at 1869-1870. disproportionate disciplinary had sanctions The trial court found that particular the particular agent’s particu- on a for chances required circumstances of this case class- promotions. Finally, promo- lar because agents wide relief for black at cumulative, GS-11 and tions at DEA are the effects of they above to promotions ensure that were made whole discrimination are also pervasive Denial one promotion they cumulative. to for the discrimination have of. grade agent’s eligibility the la- affects for If relief suffered. effective for the victims promotions higher grades. ter to of necessarily discrimination entails the might risk that a few bene nonvictims also require hearings To individualized relief, employer, fit from the then the as a deny these circumstances would be to proven discriminator, must bear that risk. relief agents to the bulk of DEA’s black Corp., See v. General su Stewart Motors despite finding pervasive of discrimina pra, 542 F.2d at 452-453. against effect, tion them. DEA would preclude have us relief unless the remedial order perfectly to tailored award relief B. Allegation Class-wide Over- only injured only those the exact compensation amount injury. Though of their Section In calculating backpay pool the the 706(g) generally backpay does not allow for Court race District used the coefficient of in those whom discrimination has not plaintiffs’ salary regres the two first

jured, this not as section should be read average sions the measure of as discrimina requiring the backpay effective denial per agent. regression tiоn The first meas large DEA’s dis numbers whom against ured discrimination all black injured crimination has in order to account agents, including hired those before 1972. for the risk that a small number of unde study may This therefore have reflected serving backpay. might individuals receive continuing the of some effects discrimina squared Such a with result cannot be what occurring prior to 1972. Parts Supreme Court has told us about I-B-l, Since supra. II-B-l-b the actionable authority nature of court’s un remedial 15, July period in this case on commenced scope der Title VII. of a district “[T]he 1972, regression might, of the first use powers court’s remedial under Title VII is according argument, amount to DEA’s purposes determined of the Act.” Teamsters, compensation for nonactionable dis- some salary disparities occurred fleeted in the Though remedial order

crimination.37 portion small begins to after 1972 or that backpay that states specifically 15,1972, “continuing pre-1972 discrimina- Remedi- effects” only July see as accrue disparities argues tion reflected in was DEA that a JA al Order at “continuing of a violation.” See id. disparities black and result portion of the between (and finding, having The court made neither that time thereaft- agents as of white Liability found in the Determination that before er) by discrimination was caused pre-1972 liable discrimination had been “neither DEA is therefore and that nor proven,” admitted portion. for plausibly rely cannot on con- the court Liability in the found Court The District tinuing theory in Remedial violation pre-1972 dis- “while Determination grounds using salary for the first Order may affected statistics crimination * * regression backpay as a for the benchmark *, largely con- post 1972 discrimination pool. 117i, Findings statistics.” to those tributed plaintiffs’ regression may It be that first also noted in F.Supp. at 697. court only post-1972 regres- reflect discrimination. does Remedial Order complete present failure to evidence the DEA’s “provide an accurate measure of sions showing pre-1972 in the re- paid at DEA were extent which blacks certainly supports view. It qualified gression comparably whites than less [and] * ** dispari- may portion be that provide appropriate basis also ty continuing pre- effects of that reflects Mem.Op. JA classwide relief.” omitted). might be actionable on (citation to dis- 1972 discrimination We are reluctant continuing theory. may it violation Or finding on this factual the trial court’s turb continuing small effects Sawyer, supra, that the amount McKenzie issue. See plausibly be out of the record cannot factored F.2d 75. Nonetheless *40 so, study; precise if meth- stands, the if no more we cannot affirm it now as ascertaining amount of action- use ods of the to the first District Court’s decision reasonably are available calculating for able discrimination regression as a basis court, court would be faced with to the backpay pool. overcompensatory using mildly either a that Although properly the court found regression or a based on first formula support to evidence sufficed significantly undercompensatory formula discrimination, inference of actionable regression. Use of on the second based supra, court’s reliance see Part II-B-l-b regression the first under these circum- regression to back- on the first determine might permissible. stances be problematic. found pay is The never court cannot, however, mat We resolve these regression’s race coefficient that all that present appeal. ters As Su post-1972 discrimina- reflected actionable Trout, preme in v. have had Court stressed Lehman tion.38 To do so the court would — at -, re- 104 find either that all discrimination 2 event, (1980). any argument is far from a that of the 720 R DEA also makes an use plain salary regression overсompensates wholly study’s accuracy. of a first reliable measure reasons, study. this DEA tiffs based on the R values for supra. we hold See note For these that, rough argues the R2 value was because objection on R is with that DEA's based values .50, ly only for about half of the race coefficient out force. years question actually represents race-re argument disparity. reveals a basic lated This course, the court need not have found that 38. Of 2 figures. misunderstanding meaning of of the R regres all reflected in the discrimination only of the R does not mean that half An of .50 occurred after 1972 in order to find the sion Rather, is coefficient attributable race. race regression prima facie sufficient make out salary disparity that half of the total it means See Part II case of actionable discrimination. agents is and white attributable between black Service, B-1-b; v. U.S. Postal 674 F.2d Valentino totality of examined in the the factors (D.C.Cir.1982). 71 n. Fisher, Multiple regression. generally Re gression Legal Proceedings, Colum.L.Rev. * * * scrupulously respect require this court must of the court shall promo- * * * factfinding prerogative of the District tion of an employee, individual as an * * * Court. In this case the District Court has if such individual was refused ad- * * * yet determined whether the first re- any vancement for reason other than * * gression only post-1972 discrimina- reflects *.”). DEA argues also tion, continuing whether violation oc- goals that such and timetables violate the might permit compensation curred that for equal protection component of the Fifth continuing regression whatever effects the Amendment to the Constitution. reflects, portion the small or whether Though continuing might effects that DEA’s claims are not

nonactionable with superficial out some regression, appeal, 706(g) be reflected in the cannot be Section remand, must not be requiring factored out. On if the District read as an exact fit any to find that between those employer’s Court unable these whom an dis exists, three crimination factual circumstances has eligi victimized and those backpay promotion court must devise new formula. ble under goals and timetables. language on which DEA relies was C. Promotion Goals and Timetables ensuring aimed at that Title VII was not read giving authority remedy courts The District Court ordered that one black itself, racial i.e., imbalance as an evil promoted every posi- two whites to any finding absent illegal discrimina tions above at DEA GS-12 blacks until tion caused the imbalance. See EEOC up percent made of all at each AT&T, (3d Cir.1977), 556 F.2d grade years above or until GS-12 five after denied, cert. the order DEA objects was entered. L.Ed.2d 1161 language aspect remedy should for the same support not be stretched to objects requirement

reason that it to class-wide back- precision pay: fashioning promo absolute agents might some individual receive goals they do not deserve. DEA timetables when such a re ar- promotions quirement gues promotion goals would frustrate and timetables effective relief exceed a for those power court’s remedial under who were victimized discrimin Title every person VII unless potentially Every Appeals who ation.39 federal Court of benefits from the relief approved has been individual- this nation has remedial use of ly discriminatorily shown to have been goals requiring de- and timetables without specific promotion. nied a According every potentially eligible person to each and *41 DEA, 706(g) Section mandates this result. be shown to have been victim of discrimin § (1976)(“No 2000-5(g) See 42 U.S.C. imposition quotas order ation.40 Nor can the of array quotes employer’s DEA has amassed an of from workforce when such an imba- legislative history support Title VII’s in of its lаnce had not been shown to be the of result promotion goals contention that and timetables discrimination. they any are invalid if benefit individuals who proven are not of victims discrimination. 257, Thompson Sawyer, 40. See v. 678 F.2d 294 reply appellants Many brief for at 20-22. in Service, (D.C.Cir.1982); Chisolm v. U.S. Postal 1964, Congress spoke again in in 1972 when (4th Cir.1981); City 665 F.2d 482 United v. States amended, wavering sup- Title VII was to assure (7th Cir.1981); Chicago, 663 F.2d 1354 Ass’n of porters applied that Title VII could not be Against Employment, Discrimination in Inc. v. grant preferences for those who were not vic- (2d Cir.), City Bridgeport, 647 F.2d 256 cert. of are, tims of discrimination. These statements 988, 1611, denied, 455 U.S. 102 S.Ct. 71 L.Ed.2d however, inapposite question before us in (1981); Way 847 United States v. Lee Motor Congress this case. Those in who made such Inc., (10th Cir.1979); Freight, F.2d 625 918 considering statements were not the issue Co., Fittings James v. Stockham Valves & 559 affording proven whether in relief for discrimi- (5th denied, Cir.1977), F.2d 310 cert. 434 U.S. against a nation broad class some individual 1034, 767, (1978); S.Ct. 98 54 L.Ed.2d 781 Unit might nonvictims benefit in order to that ensure Constructors, ed States v. Int'l Union Elevator Rather, of all actual victims benefitted. these 5, (3d Cir.1976); Local 538 F.2d 1012 Boston statements were made with reference to the NAACP, Beecher, Chapter, v. 504 F.2d Inc. 1017 question whether Title VII could be used as denied, 910, (1st Cir.1974), cert. 421 U.S. 95 S.Ct. mandate to correct overall racial imbalance in

1294 consideration of for additional and remand be said proven discrimination remedy in remedies this case. propriety of such guarantees of Constitution’s violate the the current protection. Whatever equal reme determining whether less severe find action absent affirmative status of the court prove equally effective might dies discrimination, Supreme Court ing of the em must evaluate the likelihood un is not relief clear that such has made good remedy ployer implement will remedy proven used when constitutional Ra Firefighters Institute faith. See for Charlotte- v. See Swann discrimination. Louis, 616 F.2d Equality City v. St. cial of 1, District, 402 U.S. Mecklenburg School (8th denied, 350, Cir.1980), 452 364 cert. 1267, (1971); Bakke 554 28 L.Ed.2d S.Ct. 91 938, 3079, 69 L.Ed.2d 951 U.S. 101 University Regents v. Board Allen, (1981); F.2d v. 493 NAACP 265, 302, 98 S.Ct. U.S. California, 438 important the em 621. One indicium is (Powell, (1978) 2754, 2733, L.Ed.2d 750 past implementing ployer’s behavior 363-386, 98 S.Ct. J., concurring); id. equal opportunity programs, either volun White, (Brennan, Marshall 2785-2797 tarily in response to court order. See JJ, Blackmun, concurring). In Em Against Ass’n Discrimination City Bridgeport, v. ployment, Inc. goals and timeta- promotion Nonetheless (2d Cir.), denied, 256, F.2d cert. admirably as those if crafted bles—even 71 L.Ed.2d 102 S.Ct. cautiously. here—must be used issue (1981); Racial Firefighters Institute for into the structure intrudes Such relief F.2d at 364. This Equality, supra, 616 may at times employment relations past DEA’s has doubt that court some expecta- legitimate promotion upset employment opportunity equal record on majority group. in the of individuals tions goals application warrants strict the District careful look at must take a We not before this DEA has been timetables. goals to use and timeta- decision Court’s past identical or related in the court in this case. bles discrimination, has not and thus claims of any remedying dis- recalcitrance persuaded the District shown We are to court order. Nor promoted pursuant crimination one black be order that Court’s equal em- approach positions does DEA’s overall every two whites to above for lead us to conclude goals ployment matters appropriate. Strict GS-12 was remedy proven unlikely to imposed when will be not be DEA and timetables should promotions once this court “alternative, equally effective methods * * * The record contains it to do so. supplant quota.” resort to a orders could uncontradicted evidence significant F.2d at Thompson Sawyer, supra, v. imple- good faith in Co., 585 DEA’s institutional Sledge v. J.P. & 294. See Stevens Cir.1978), denied, employment opportunity (4th menting equal cert. F.2d (summarized appel- programs brief 60 L.Ed.2d course, 66-67). Of determina- (1979); Chicago, lants at City United States for the District (7th Cir.1977), appropriate relief is de tion of F.2d cert. *42 We also vacate 875, 225, in the first instance. nied, 54 L.Ed.2d Court U.S. 434 614, of class-wide District Court’s order (1977); Allen, 493 F.2d NAACP v. 155 frontpay order was Cir.1974). frontpay because the (5th Court did The District 621 promotion of premised on the existence remedies consider whether less severe District Court is goals in this and timetables. The equally efficacious might prove frontpay impose a new order on District free to therefore vacate the case. We timetables, appropriate. if it deems one remand imposition goals of and Court’s 447, (1971); 1561, v. (1975); United States Int'l v. 30 L.Ed.2d 367 States L.Ed.2d 775 United 43 Workers, Cir.1973); Inc., (8th Industries, Local Electrical Brotherhood F.2d 354 N.L. of Cir.), denied, (6th F.2d F.2d 144 cert. Local United States Ironworkers Cir.), denied, (9th 27 L.Ed.2d S.Ct. cert. encourage On remand we District DEA makes no claim that the trial options applied improper legal Court to consider other remedial to court an standard agents granting injunction. Rather, right- ensure that black attain their Jackson DEA makes places upper challenges two factual ful at the levels of DEA. We (1) order: the trial court promotion finding note in that a erred in particular bottle- testimony that Jackson’s caused appears neck to exist at GS-12 the subse level. quent action, employment (2) adverse agents and manage While black to arrive at the trial court erred in finding that inhibi eventually, beyond progress this level few of other agents stage at the relief point. remedying promotion this dis- constituted irreparable harm. We review levels, point this and at all crimination at the trial court’s factual findings with defer the court is of course free establish Only ence. if are we left with the definite promotion guidelines and to monitor DEA’s firm convictionthat a has mistake been progress meeting guidelines, those or to made will we overturn the trial court’s any appropriate fashion other relief.

determination. arguments Neither of DEA’s con IV. Other Issues vinces us that a mistake has made. been Injunction A. The Jackson DEA’s argument first primarily turns the trial court’s credibility evaluation of the proceed During course of this of DEA’s appel witnesses. for See brief ing preliminary the District Court issued a lants 73-75. are extremely We reluctant injunction against the demotion trans to overturn a District Court on a matter of fer plaintiff of Carl Order Jackson. credibility, and we so decline to do here. 5, 1981, May Agent Special JA 113. Jack Court, moreover, The District son, marshalled highest ranking the second black support finding extensive evidence to its DEA, agent at had claimed that the demo causation. Opinion See Memorandum transfer, tion and and other harassment 3-10, May 1981 at JA 103-111. DEA’s particular officials, from a few white DEA argument second is frivolous. DEA ar were retaliation for testimony Jackson’s gues that irreparable harm could not have undisputed in this It is prior case. found the trial ordered been because court testimony employment Jackson’s his histo relief, obviating thus the need class-wide ry exemplary at DEA was after agents individual forward black come testimony signifi his he was the focus stage. argument grossly at the relief This cant official criticism from these individu facts; aware, DEA misstates the is well als, culminating in his demotion trans the trial court also ordered individualized fer. hearings for all claims of discrimination The District Court found that Jackson GS-11. Thus the District was below Court had showing made a sufficient of likelihood wholly anticipating if correct in harm black success on merits of his claim of coming were deterred from forward 704(a) retaliation in violation of Section stage. the relief § (“It VII, 2000e-3(a) Title shall U.S.C. While we the District deci- affirm Court’s employment an practice unlawful for an grant preliminary Special sion relief to employer аgainst any to discriminate of his * * * Jackson, Agent note claim we that his employees opposed because has he illegal definitively has retaliation not been any practice employment made unlawful ** remand, expect resolved. On we the Dis- *.”). practice by subchapter appropriate trict Court to take action on high irrepa- court also found likelihood this matter. injunctive rable harm if the relief were *43 other agents, denied because black fearful Prejudgment B. Interest. reprisal, of similar would not forth at come proceed- impending phase cross-appeal the relief Plaintiffs the trial ing prejudgment to individual denial demand relief. court’s interest.

1296 taken, must questions. Care be complex prejudg- the issue dealt with This circuit however, requirements to that such ensure against in Title VII actions ment interest that ways in applied are not inflexible in v. government Blake the federal Califa- were they which the for purposes thwart that (D.C.Cir.1980). In no, F.2d “mini- requirements as the adopted. Such that, for principle the case we followed test, pur- the objective qualifications” mum will immunity, a court sovereign reasons of evidence, the and ported need for anecdotal against the United interest not award hearings preference individual remedial for specifically autho- a statute unless States applied as Title VII’s so advance must be to Congress’ evinces rizes such award remedying em- ferreting and goals of out v. United Smyth do to so. See intention affirming In the 252, ployment discrimination. 353, 248, States, 58 S.Ct. determination we liability District Court’s (1937). ask to Plaintiffs us 82 L.Ed. sufficiency of that for the stress tests in v. the decision Blake reconsider Califa- in applied should Congress modelled ground on no the mechanistic, way. or ritualistic” “rigid, on the National remedial scheme Title VII’s Furnco, S.Ct. at supra, 438 U.S. at Act, inter- permits which Labor Relations use affirming In the District Court’s mer- 2949. argument is without This est awards. backpay, we stress that the of class-wide Title did VIPs Though Congress model it. exercising equita- NLRA, primary duty of court the see Albe- provisions on remedial Title power VII to remedial under ble Co., U.S. at Paper supra, 422 marle re- complete a decree affords in fashion Congress did so 95 S.Ct. when illegal discrimi- victimized ap- lief those Title VII the NLRA nor 1964 neither nation. con- government. Thus plied to the federal as a mod- reliance on NLRA gressional part and re- in and vacated Affirmed in- implies nothing congressional

el about part. manded in Title VII permit interest awards tent to ADDENDUM the United When against suits States. Title in 1972 to Congress 12, 1984, amended VII opinion On June while the bring government pro- under its printing the federal in the the instant case was visions, Congress no intention deci evinced issued its stage, Supreme Court sovereign immunity interest waive No. Firelighters Local Union sion Stotts, - U.S -, Thus affirm the District we awards. considering the is prejudgment denial of interest. L.Ed.2d Court’s remand, appropriate remedies sues should, course, con District Court V. Conclusion opinion in Supreme Court’s sider case, many This like Title VII class ac- Stotts, Ta applicable. extent tions, presented a host complex legal has Co., Washington Post v. The voulareas review, issues. After careful we affirm (D.C.Cir.1984)(In light F.2d liability the District Court’s determination precedent, Supreme Court of recent “[t]he entirety. in its also We District affirm course, most efficient and course most of a Court’s remedial use class-wide back- the valid discretion of our respectful of scheme, pay particular but vacate the cal- judge, is to remand reconsidera district backpay culation of formula. We va- tion”). promo- imposition cate court’s of strict goals timetables, and class- EDWARDS, Judge, HARRY T. Circuit frontpay goals approach wide tied concurring: timetables. remand the District On I am in full accord with the result pro- Court is to conduct further remedial majority opinion reached and with opinion. ceedings consistent with this separately most of its rationale. I write particular evidentiary pro emphasize points concerning certain requirements parties’ in a pattern practice cedural have evolved burdens greatly disparate Although Title VII cases can aid resolution of treatment case.

1297 record, presents complex a factual the “employment practices case lizes that are facial- controlling legal ly principles are clear. their neutral in treatment of different potential only groups some in There is for confusion but that fact fall more harshly one important group there are several another because than justi- cannot be legal by in fied implicated necessity.” Teamsters, theories our business interrelated however, 15, 431 Correctly understood, U.S. at 336 n. 97 analysis. S.Ct. at 15. 1854 n. See also opinion Paper consistent Albemarle majority only Moody, the is not Co. v. 422 405, 2362, U.S. 95 S.Ct. Supreme precedent is in fact 45 L.Ed.2d 280 with Court —it (1975); 424, 401 U.S. by Griggs, compelled precedent. S.Ct. 849. Supreme Court has established dif A. Title Cataloguing Introduction: VII proof sequences ferent disparate treat Cases ment disparate impact re cases that flect the functional differences the between explains, majority correctly a As the two In Department theories. Texas prove plaintiff a Title VII action can Community Burdine, v. 450 U.S. disparate under liability two theories: Affairs 248, 1089, (1981), S.Ct. 67 L.Ed.2d 207 disparate dispar impact. treatment A the Court explicated scheme for individ posits employ claim the ate treatment disparate ual treatment cases de that is plaintiff intentionally er has treated the signed “progressively to in sharpen the favorably less than others because of the quiry into the elusive factual question of race, color, sex, religion, or na 8, intentional discrimination.” Id. at 255 n. origin. tional International Brotherhood 101 S.Ct. at 1094 n. 8. Although the bur States, v. Teamsters United of 324, proving den of intentional discrimination n. 97 S.Ct. 1854 n. plaintiff, remains at all times on the at id. (1977). alleging L.Ed.2d cases class- 253, 101 S.Ct. the Court recognized disparate treatment, wide the stages that there three typical are in the typically case relies heavily on a statistical disparate individual treatment case: showing that comparably qualified mem First, plaintiff the has the burden minority group majority bers of the and the proving by preponderance the of the evi group are treated unequally. If the statis prima dence a facie case of discrimin showing is strong enough, tical will courts . Second, if plaintiff ation succeeds discriminatory infer a motive from this dis case, proving prima facie treatment, burden parity in dispari because such a shifts the defendant “to articulate ty expected regularly is “the result of a legitimate, some nondiscriminatory rea discriminatory policy.” followed Id. at 361 employee’s Third, rejection.” son for the n. 1867 n. 46. Cases this burden, carry should the defendant commonly “pattern sort are referred to as plaintiff must opportu then have an practice” cases because the "crux of the nity by preponderance prove plaintiffs’ claim was is that “discrimination legitimate evidence that of reasons company’s operating proce standard fered defendant were not its true regular dure — the rather than the unusual reasons, pretext were a but for discrimi practice.” Id. at S.Ct. nation. case, plaintiff disparate impact In a 252-53, (citation Id. S.Ct. at 1093 intent; discriminatory need not establish omitted). consequences is on the of an focus practices, Discriminatory employer’s rather than the un- intent proved nеed not be impact case, derlying Griggs disparate motive. Power in a Duke and the Court 424, 432, 849, 854, Co., necessary 28 has not deemed it to establish shifting claim of L.Ed.2d Whether the intermediate burdens in such Rather, impact disparate plaintiff is made in an individual cases. proceeding on litigation, disparate theory classwide court impact prove suit or must employer specific employment practice ques- whether the uti- must determine *45 1298 to a applying In the Court’s decisions promo- hire applicants for or

tion “select[s] case, recog- it and must be pattern practice differ- pattern significantly in a racial pattern and respects in some a nized that pool applicants." of the ent from that disparate converges with a practice case 425, Co., 422 U.S. at Paper Albemarle impact on predicated case. Actions either made, showing is If the this S.Ct. 2375. systemic on re- theory involve attacks the necessity" “business defendant can raise employment practices. While the sults of defense, prevail and will if an affirmative plaintiffs pattern practice in suit will a and challenged that the proving successful focus on the intentional discrimination has manifest rela- practice “a employment by operation of the is demonstrated the in question.” tionship employment entirety, they may in its make system also 432, 854. 91 S.Ct. at U.S. at Griggs, components the particular claims system disparate impact. have a More- Involving Cases B. Pattern and Practice over, plaintiffs if not even the do concen- Discrimination Mixed Claims of components, employer trate on these the chal- may deny discriminatory by in the instant case its plaintiffs point- intent system ing specific, arguably its a nondiscriminato- lenge employment the DEA’s challenge ry, component com- as the cause of the observed entirety particular also and Hence, disparity. of the doing so, either because they ponents system. of that plaintiffs’ allegations or because of the em- disparate allege pattern practice and both a defense, ployer’s pattern and focus a disparate im- several treatment claim and may practice shift or from case broaden pact has not hereto- claims. This Circuit disparate analysis treatment to include fully parties’ respective articulated fore employer’s liability specific issue of disparate pattern practice in a and burdens employment disparate that have practices Sawyer, case. McKenzie treatment Cf. effects. (D.C.Cir.1982)(noting F.2d 71 n. 7 “it whether the remains debatable unequivocally Supreme Court has As holding persua that the burden Burdine depending on approaches dictated different plaintiff with an individual sion remains the focus of a case is intentional whether applied to a class action suit specific should be em- discrimination or effects of treatment”). alleging disparate In under ployment practices, pat- treatment of our task, taking account for practice are mindful tern and actions must we frequent permutable nature of these actions. Supreme reminders that Court’s subsequent discussion delineates regarding the its statements burdens respective plaintiffs’ and defendant’s bur- proof governing particular types employ case, pattern practice dens in discrimination cases should ment explains that the nature these burdens interpreted as “inflexible formulation[s]” vary if the will somewhat (Teamsters, 431 U.S. disparate im- proof implicates defendant’s Douglas (discussing McDonnell pact analysis. Green, Corp. v. (1973)) “necessarily that are 36 L.Ed.2d 668 Prima Facie Case in a C. The respect every differing fac applicable Plaintiffs’ ‍‌‌‌​‌‌​‌‌​‌​‌‌​​‌​‌‌​​​‌‌​‌‌‌‌​‌‌‌​‌‌‌​‌​‌​​‌‌‌​‍Pattern and Practice Suit Douglas McDonnell tual situations.” 13, 93 411 U.S. at 802 n. S.Ct. at Corp., prima pattern facie To establish Burdine, n. 450 U.S. at 13. See must, also plaintiffs practice case sta- “[t]he 1093 n. n. 5 253-54 n. 101 S.Ct. at evidence, testimony, & or a tistical individual Nevertheless, two, has showing 1094 n. 6. Court & make combination of in number these burdens that em- adequate now considered raise the inference and, my view, predicated its an ployment decisions of contexts decisions were McKenzie, articulating illegal 684 F.2d at provide criterion.” a clear basis for Teamsters, 431 pattern practice cases. Accord approach in (rather evaluating S.Ct. at 1866. In than to the group smaller of individ support use of statistical evidence their possess uals who necessary qualifica claims, ‘require proof “a court should not tions) may probative have little value.” Id. certainty, to a mathematical ... [because] Although we have held that subjec certain *46 requirement there is no such Title [under tive qualifications criteria and other that ‘may, Deficiencies in the data base VII]. are necessary not minimum requirements course, detract from the value of [statis position for a need not be taken into ac evidence,’ ordinarily but would not tical] in plaintiffs’ statistics, count Davis, 613 ” evidentiary obliterate its value.’ Trout v. 964-65, F.2d at suggested we have that 1094, (D.C.Cir. Lehman, 702 F.2d 1101 “the objective minimum qualifications 1983) (quoting Detroit Police As Officers’ necessary for eligible one to promo be for (6th 671, Young, sociation v. 608 F.2d 687 tion must be considered in the statistical Cir.1979) (citations omitted), denied, cert. presented data initially by plaintiff.” a Id. 938, 101 3079, 69 L.Ed.2d 951 at 964. See also Valentino v. United — (1981)), grounds, vacated on other U.S. Service, 56, (D.C. States Postal 674 F.2d 68 -, 1404, (1984). 104 S.Ct. 79 L.Ed.2d 732 Cir.1982).1 short, required is not at the “[exactness Recognizing plaintiffs that “need not prima stage.’’ De Medina v. Rein facie present perfect statistical analysis at the hardt, 997, (D.C.Cir.1982). 686 F.2d 1009 prima Trout, facie stage,” case 702 F.2d at time, plaintiffs At the same are re 1101, our cases have flexibility shown some quired part prima as of their facie case to considering plaintiffs whether the have “demonstrate to the court’s satisfaction adequately accounted for objec- minimum comparisons that their statistical are mean qualifications. Medina, tive In De we held Trout, ingful.” par 702 F.2d at 1101. In plaintiffs that need not specific control for ticular, have we indicated that such statis job qualifications, minimum long as their compare employer’s tics must relevant data include a proxy reasonable for these work force with qualified population “the qualifications. explained We that “[t]he in the relevant labor market.” Davis v. objective population is to define ‘a that 957, Califano, (D.C.Cir.1979) 613 F.2d 963 closely approximates the characteristics of (as 14, 1980) (footnote amended Feb. omit those who would likely apply’ ted). In some “job situations —where the legitimate qualification ‘meet threshold re- skill ... involved many ... is one that ” Medina, quirements.’ De 686 F.2d at persons possess fairly readily or can ac (quoting 1007 D. Baldus & J. quire” plaintiffs may rely Cole, general Statis- —the (1980) population qualified data to establish tical Proof of Discrimination j). (emphasis added De Medina See also population in the relevant labor market. Trout, (indicating 702 F.2d at 1103 Hazelwood School District v. United plaintiffs’ proxy States, computer-related expe- for n. qualification provided perfectly rience “a 2742 n. 53 L.Ed.2d 768 However, adequate inferring disparate basis for “special qualifi cases which treatment”). required Additionally, are fill if particular jobs, cations there is no comparisons general population to the permits plaintiffs available data that Medina, Although (discuss we have sometimes stated this rule See De 686 F.2d 1. go beyond Hazelwood). Furthermore, ing in terms that the factual contexts in so far as I can issue, prior pronounce it determine, which was at these has never Circuit considered may all-encompassing ments not be as as their qualifications case in which themselves language suggests. and Teamsters Hazelwood imposed were to be claimed in furtherance of a general popu indicate that in cases in which the discriminatory generally motive. See B. Schlei acquire necessary lation has or can the skills Employment & P. Grossman, Discrimination Law job, perform general population comparisons (2d 1983) ("some 1356-57 ed. courts have held probative. quite suggested are Neither case plaintiff present that the need not data on the specific had to consider whether qualified qualifications labor market where the qualifications required by employer an were (footnote question") omitted). themselves are generally comparison group. satisfied assumptions, flaws in the data onstrating objective qualifica- minimum account analyses presented.” Vuyanich v. or Re- tions, recognized “rebuttable we Bank, equal public distribution of National of an presumption (N.D.Tex.1981), minority majori- other vacated on qualifications between Medina, (5th Cir.1984). applicants.” De group grounds, 723 F.2d 1195 ty Trout, (“unquan- n. F.2d at 1008 But see F.2d tified, speculative, objec- and theoretical of the mini- Despite these refinements proffered proper- statistics are tions “rule,” the qualification objective mum court”). weight by ly given little the trial attacking systemic dis- task in Supreme pointed Court has also out easy one. It includes crimination employer if “the discerns fallacies significant important burdens *47 by in the data offered the deficiencies proceed plaintiffs If the litigation choices. plaintiff, he is free adduce countervail- theory, treatment pattern practice a and on of his own.” Dothard v. ing evidence proof prima case a facie their to establish 321, Rawlinson, 331, 433 97 U.S. S.Ct. pattern treat- a of differential regular 2720, 2727, L.Ed.2d 786 See also sufficiently convincing to be ment must (“the Trout, F.2d at most effec- infer a discrimina- permit the factfinder to statistically way pri- a tive to rebut based plaintiffs tory If the believe motivation. present is ma facie case more accurate in part is systemic discrimination that the statistics”). Finally, employer try can the objective qualifica- the result of minimum explana- provide nondiscriminatory a “to practices having employment or tions other apparently discriminatory for the re- tion minorities, they may impact an adverse on 46, Teamsters, n. sult.” impact theory as disparate a proceed on n. 46. S.Ct. words, may pro- well. In other disparate theory on either a treatment ceed are propositions While these well estab- both, theory, disparate impact a or be- lished, or majority in points are the two raised may implicated or in a cause either both discussion of the defendant’s rebuttal practice pattern and suit. ques- first the elaboration. The is warrant rebutting of the defendant’s burden a D. The Rebuttal Pat- Defendant’s prima it is plaintiffs’ the facie case. While Practice tern and Suit the defendant does not the clear that us what proof, this does tell burden persuading The “ultimate burden of the required the and defendant’s rebuttal is the trier fact that defendant intentional a re- this rebuttal will necessitate when re ly against plaintiff discriminated the ques- plaintiffs. The sponse by the second plaintiff.” mains at all times with the Bur by majority is whether there 253, tion raised dine, at 1093. 450 U.S. at are circumstances in which defendant’s prima plaintiffs’ proof a Because the dispar- pattern рractice a and rebuttal to provides adequate an basis for facie case provides claim a sufficient treatment, ate treatment inferring disparate the defend disparate conclude that for a court to basis respond by coming ant must forward and impact has been established. Teamsters, rebutting this inference. See 360, 431 U.S. at 97 S.Ct. 1867. Burden Rebut- The of Defendant’s in pattern a defendant’s rebuttal tal proceed in number of

practice case can a determining the burden that the de- ways, meet the designed must be but Teamsters, satisfy rebutting plain- must by plaintiffs. fendant proof offered case, prima guided by facie we are 1867 n. 46. tiffs’ 431 U.S. at 360 n. 97 S.Ct. at Supreme plain- Court decisions rendered Typically important part an several starting point past decade. The proof in such a case will be statistical over tiffs’ Teamsters, attempt decision in as it also may to the Court’s defendant evidence. “by pattern practice claim. In dem- involved discredit statistics bought by —a Teamsters suit the Govern nondiscriminatory reasons for its action. explained ment—the Court that once the Id. at 101 S.Ct. at 1097. prima Government established facie case The nature of the defendant’s rebuttal employer burden then “[t ]he shifts burden in an disparate individual treat prima showing of a defeat facie must, however, ment case be understood as pattern practice by demonstrating relatively function of the minimal burden proof the Government’s is either inaccu borne plaintiff individual proving insignificant.” rate or 431 U.S. at prima facie case. In McDonnell Douglas added). (emphasis S.Ct. at 1867 The Court Green, Corp. employer also indicated that an fails to “[i]f (1973), 36 L.Ed.2d 668 the Court held that rebut that arises from the inference prima this facie case can be established if prima case, Government’s facie a trial plaintiff “(i) individual shows that he may court then conclude that a violation belongs to a minority; (ii) racial that he has appropriate occurred and determine the applied and qualified was job for a (em remedy.” Id. 97 S.Ct. at 1867 employer which the seeking applicants; was added). phasis Because the defendant’s (iii) that, despite qualifications, his he was proof satisfy failed to standard rejected; (iv) that, after rejection, his Teamsters, re Government was not position open remained employ quired respond with additional er continued to applicants seek per from *48 claimants; minority behalf of the the evi complainant’s sons of qualifications.” Id. initially presented dence was sufficient for at (footnote 93 S.Ct. at omitted). the trial court to conclude that the Govern plaintiff A providing proof such elimi has ment had met its prov ultimate burden of nated the “two legitimate most common ing pattern practice a and of discrimination reasons” for his job, failure to obtain the by preponderance a of the evidence. and creates an inference of discrimination Hence, Teamsters indicates that after unless the defendant comes forward and plaintiffs present prima the a pattern facie legitimate explanation offers a for its treat practice case, and the defendant’s rebuttal plaintiff. Teamsters, ment of the 431 U.S. must be sufficient to convince the trier of n. 97 S.Ct. at 1866 n. 44. In plaintiffs

fact that the have not carried words, plaintiff other if a the satisfies their ultimate plaintiffs burden or the will test, Douglas four-prong McDonnell this prevail without further evidence. a Absent a ‘presumption “creates rebuttable that the clear Supreme indication from the Court employer unlawfully against’ discriminated that depart we should from this “common him.” United States Postal Service (see allocation of burden in a civil suit” Aikens, Board Governors Vuyаnich, 663), P.Supp. ap the 1478, 1481, 103 S.Ct. 75 L.Ed.2d 403 proach employed gov in Teamsters must (1983) Burdine, (quoting 450 U.S. at adjudication ern pattern our of a prac and 1094). S.Ct. tice case. Although the Douglas McDonnell test is The Court’s more recent decision Bur- a useful framework for initial consideration different, dine does delineate a somewhat claim, presumption of a discrimination the three-stage inquiry govern individual dis results from the test relatively is parate treatment cases. The indi Court plaintiff’s If the weak. evidence does no cated stage that at the in second of this satisfy prongs more than the four of the quiry i.e., the defendant’s rebuttal of the — test, plaintiff only the has eliminated two prima pro facie case—the defendant must many possible nondiscriminatory expla- raising genuine duce evidence “a issue of employer’s nations for the decision. When against fact to whether it discriminated employer by the Burdine, 254-55, responds clearly plaintiff.” the articulat- 450 U.S. (footnote omitted). ing nondiscriminatory. a 101 S.Ct. 1094 re reason for the This deci- sion, buttal burden can be satisfied if the de the factfinder has no basis infer- provides explanation ring fendant a clear likely that discrimination is a more justify man- is to the inference discrimina- point legally the den explanation. At this by preponderance re- of the evidence. datory presumption of discrimination indicated, if Douglas test As the defendant sulting from the McDonnell Teamsters Burdine, “drops case.” does introduce sufficient evidence from the conclude n. 1095 n. 10. rebuttal lead the factfinder to at 255 sustained, rebuttal that this has not been presumption the defendant’s burden and focusing plaintiff not come with have served the useful function of need forward prevail case. inquiry explanations for additional evidence to in the particular at 255 n. employer’s decision. See id. pattern analogous A practice case is n. plaintiff 8. The 101 S.Ct. at group latter of cases to this envisioned her must now meet “ultimate burden proof Burdine. The initial demanded court that she has been the persuading plaintiffs pattern practice case discrimination. of intentional She victim goes beyond minimal typically far directly by per- either may succeed in this showing required for that is an individual suading discriminatory that a rea- court facie under prima to establish a case employer or likely son more motivated the In Douglas. McDonnell order to establish showing employer’s indirectly by case, practice prima pattern facie cre- explanation unworthy proffered plaintiffs present meaningful statis must 256, 101 at 1095. dence.” Id. at demonstrating that tics or other evidence comparable consistently groups have been means established workable Burdine differently. treated In cases as this— such parties’ away from for the focus shift “plaintiff [necessarily] class where Douglas inquiry when that the McDonnell overwhelming opening loads force into its inquiry dispositive is not of the ultimate shot,” Vuyanich, 521 at 66 1 —Bur In question of intentional discrimination. dine indicates that the defendant’s rebuttal however, cases, initial plaintiff’s some present may not require showing go beyond required will stage. at a This additional evidence third Douglas. McDonnell Burdine will be so unless the defendant’s recognized explic- possibility Court *49 plaintiff’s casts “sufficient doubt on the itly cases, plaintiff stated that such the proof to trier of conclude cause the fact to may not to come addi- need forward with plaintiff proved that the has discrimina responding tional evidence in to the defend- by a of preponderance the evidence.” ant’s rebuttal: 521 at 663. Vuyanich, saying presumption drops In the conclusion, reaching Vuya- In the case, imply from the we do not that the “ini- cоrrectly nich court observed that the longer may trier fact no consider evi- plaintiffs’ proof tial thrust” of the in a previously by plain- dence introduced the pattern practice and case often “combines prima A tiff to facie case. establish steps first the and third the Burdine satisfactory explanation by the defend- by demonstrating model discrimination destroys legally mandatory ant the infer- against protected groups, pretext, at the arising ence of from case, In an the same time.” Id. individual Nonetheless, plaintiff’s initial evidence. questions significant will remain to be ad- properly this evidence and inferences if Douglas pre- dressed the McDonnell by may drawn considered therefrom be sumption “drops the from case.” How- the trier on the of whether of fact issue ever, case, pattern practice in a the explanation pretextual. the is defendant’s parties usually focus on the issue ultimate Indeed, where may there be some cases beginning, very from the and additional evidence, com- plaintiffs the initial may unnecessary the de- evidence after bined with cross-examination effective fendant’s rebuttal. defendant, will to discred- suffice explanation. it the may be defendant’s In some cases it unclear whether Burdine, 10, at 450 U.S. at 255 n. 101 S.Ct. the defendant’s rebuttal casts sufficient evidence; added). (emphasis 1095 n. 10 This conclu- doubt on the conse- plaintiffs may surprising. plaintiff’s quently, respond sion is not The bur- choose to can conclude that an cating that a court by defendant. challenges raised however, stressing, is impact has been point disparate worth estab- unlawful sufficient has not cast if the defendant following are lished when the conditions required to re- doubt, are not plaintiffs satisfied: case. On prevail in the spond in order to (1) preponderance evidence— hand, rebuttal if the defendant’s the other by plaintiffs whether introduced or respond in sufficient, plaintiffs must —proves one more defendant their ultimate burden effort to meet specific employment practices have prevail. proof in order to disparate impact; that the con be noted Finally, it should (2) either the or defendant ar- by today is also dictated reach clusion we practices disparate gue that the have a admonition United Supreme Court’s thereby putting impact, the defendant on Board Governors Postal Service States prove notice of the need to the business Aikens, 103 S.Ct. 460 U.S. v. (1983), practices; atten necessity that mechanistic L.Ed.2d allocation governing rules “the tion to the (3) prove the defendant fails to business presentation and order of burdens necessity. (quoting Bur at 1482 proof,” id. S.Ct. met, majori these conditions are When 1093), dine, U.S. at S.Ct. ty correctly explains that “the essential sight of us to either lose must not cause disparate impact case will elements of a dis ultimately issue or “treat what is fact,” placed the trier of have been before differently from other ultimate crimination using Aikens, “ripe for resolution and the case is questions of fact.” Id. had that when a defendant analysis.” Maj. op. Court indicated disparate impact plaintiff’s an individual in fact rebutted (footnote omitted). Al generally discrimination, court the district proof of Paper Moody, bemarle Co. longer focus appellate court need no and an (1975); 2362, 45 L.Ed.2d 280 prima facie case plaintiff’s whether Co., Griggs v. Duke Power established; the focal issue was had been long L.Ed.2d 158 So carried his ulti plaintiff had whether adequate notice of the defendant has as the 1481, 1482. In the mate burden. Id. necessity, is irrel it prove need to business manner, evaluating the defendant’s same prompted by the duty is evant that this case, practice pattern in a rebuttal defendant’s, plaintiffs’, rather than the plain keep courts must in mind that proof. their case task is to establish tiffs’ ultimate If preponderance of the evidence. Thus, merely cites an al- if a defendant *50 at the close of the this burden is satisfied employment practice as a legedly neutral nec presentation, plaintiffs defendant’s explanation disparaties shown possible essarily prevail. suit, practice and treatment pattern in a Supreme I have examined the relevant may expanded be to include plaintiffs’ case of the length at some because Court cases impact. plaintiffs If theory disparate being considered. importance of the issue practice has prove that the cited can then expressed are I that the views believe if effec- impact, or defendant an unlawful intended rationale full accord with presence of unlawful tively concedes I that majority opinion. also believe effects, then the burden discriminatory uniformly unequivo- law cited case prove to the defendant shifts we have cally dictates the standard neces- justified by practice is business cited today. articulated Co., Paper sity. Albemarle 2375; Griggs, 401 U.S. 95 S.Ct. at Disparate Implicate Defenses 432, 91 S.Ct. at 854. Impact Analysis employment resolving complex dis- In agreement with complete I am issue, sort here at cases of the opinion indi- crimination majority expressed view on the actual evidence focus a court should litiga- parties’ not on the record and

in the view, strategies. my there no by initially perceived that a suit doubt disparate treatment case

parties to abe a case of mixed

may expanded into disparate treatment (including both

claims into impact) or transformed disparate (i.e., single theory resting a new

case disparate treat- impact instead

disparate changes

ment). clear that these It is also virtue

may be initiated proofs or the defendant’s

allegations and However, under Albemarle

defense. prove not have to a defendant does

Griggs, necessity” of otherwise

the “business plain- practice absent employment

neutral concession) (or defendant’s

tiffs' discriminatory effects.

its unlawful

Conclusion opinion for majority its

I commend the case, analysis of this and for

exhaustive in a manner that benefits

clarifying the law Although alike. defendants my

I certain of express seen fit

views, generally I am accord with ‍‌‌‌​‌‌​‌‌​‌​‌‌​​‌​‌‌​​​‌‌​‌‌‌‌​‌‌‌​‌‌‌​‌​‌​​‌‌‌​‍the holdings opin- majority

rationale and

ion. PEREZ,

Gloria Mendez vda. individu- de

ally and next friend of her minor

children, Glorimar, Sauhdi, Adelisa and Perez, Appellants,

Nirma COM-

FEDERAL COMMUNICATIONS (Two Cases) MISSION, Appellee. *51 79-1614,

Nos. 80-2208. Appeals, States Court

United Columbia Circuit.

District of 24, 1984.

Argued Jan. 26, 1984.

Decided June notes other the hetero- at 2742. We must therefore decide at the geneity pool plaintiff of the labor that de- plaintiffs’ outset whether lack of anecdotal precluded any presumption equal fined triggers requirement plain evidence qualifications. present setting, by In the gross disparities tiffs show of treatment. contrast, it would be irrational to assume Beyond argues this threshold issue DEA unequal qualifications. plaintiffs’ statistics do not show suffi post-1972 cient actionable discrimination at presented Since DEA has no admissible significance sufficient levels of statistical agents likely evidence black are more support an inference of discrimination. year than white to lack a second Thus we must also decide whether the Dis requisite experience, plaintiffs’ failure to properly trict Court found that account for this variable does not dilute the showing had made a sufficient of action force of their analysis; statistical in the discrimination, able both terms of the language statistician, any of the absent magnitude disparities of actionable reason to conclude that the omitted factor significance. terms of the level of statistical race, correlates with omission of validity variable will not affect the i. The lack anecdo effect of race coefficient regression testimony tal Anecdotal re evidence. Cole, analysis. supra, D. Baldus & J. counting personal experiences of discrimi 273; I, Vuyanich supra, plays important nation role in Title VII litigation. testimony may ‘[bring] “Such ” convincingly Though any one of the above reasons the cold numbers to life.’ Valentino, justified plaintiffs’ supra, (quoting 674 F.2d at 68 would decision Teamsters, 338-339, “specialized experience” exclude as varia 1856). ble, multiplicity proper presence we note the ob of anecdotal case, testimony plaintiff’s jections to use of this criterion order to bolsters a

Case Details

Case Name: Henry W. Segar v. William French Smith, Attorney General, Henry W. Segar, Cross-Appellants v. William French Smith, Attorney General
Court Name: Court of Appeals for the D.C. Circuit
Date Published: Jun 26, 1984
Citation: 738 F.2d 1249
Docket Number: 82-1541, 82-1590
Court Abbreviation: D.C. Cir.
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