                   UNITED STATES DISTRICT COURT
                   FOR THE DISTRICT OF COLUMBIA

____________________________
                             )
REGINALD MOORE, et al.,      )
                             )
     Plaintiffs,             )
                             )
     v.                      ) Civil Action No. 00-953 (RWR/DAR)
                             )
JANET NAPOLITANO,            )
                             )
     Defendant.              )
____________________________ )

                   MEMORANDUM OPINION AND ORDER

     Plaintiffs, African-American current and former Special

Agents (“SAs”) of the United States Secret Service, bring this

employment discrimination action individually and as a putative

class action on behalf of African-American SAs against the

Secretary of the United States Department of Homeland Security

alleging that the Secret Service engaged in a pattern and

practice of racial discrimination in promoting African-American

SAs to GS-14 and GS-15 positions and that the Secret Service’s

promotion process has an adverse impact upon African-American SAs

in violation of Title VII of the Civil Rights Act of 1964, 42

U.S.C. § 2000e et seq., and the Civil Rights Act of 1991, 42

U.S.C. § 1981a.   The plaintiffs move to certify a class of

African-American current and former SAs who have allegedly been

denied promotions due to racial discrimination under Federal Rule

of Civil Procedure 23.   The defendant moves to exclude the

testimony of plaintiffs’ expert, Dr. Charles Mann, offered in
                                -2-

support of the plaintiffs’ motion for class certification.

Because Dr. Mann is qualified to offer his expert opinion and his

testimony is relevant and reliable, the defendant’s motion will

be denied.   Because the class plaintiffs have met Rule 23(a)’s

numerosity, commonality, typicality, and adequacy of

representation requirements, and because the plaintiffs have met

Rule 23(b)(3)’s predominance and superiority requirements, the

plaintiffs’ motion for class certification will be granted.

                            BACKGROUND

     The relevant facts for the motion for class certification

were set out in Moore v. Napolitano (Moore III), 269 F.R.D. 21

(D.D.C. 2010) as follows:

          Plaintiffs’ second amended complaint alleges that
     throughout the proposed class period,1 the Secret
     Service has maintained a pattern and practice of
     discrimination against African-American SAs with regard
     to selections for competitive positions, discipline,
     transfers, assignments, testing, and hiring.
     Plaintiffs generally allege that, over the course of
     many years, the Secret Service has engaged in a wide
     variety of racially discriminatory employment
     practices, that it harbors a racially insensitive
     environment that tolerates racist activities, and that
     [it] fails to protect its African-American SAs from
     racial discrimination. Although the Secret Service has
     received multiple complaints about the discriminatory
     conduct, plaintiffs claim, no sufficient remedy has
     been provided.




1
  Plaintiffs have been given permission to plead in their
second amended complaint non-promotion claims dating back to
1993 and “building block” claims dating back to 1999. See
Moore v. Chertoff, 437 F. Supp. 2d 156, 165 (D.D.C. 2006).
                          -3-

I.   PROMOTION EVALUATION PROCESS

     The plaintiffs’ discrimination claims center
around the Secret Service evaluation system known as
the Secret Service Special Agent Merit Promotion
Program (“MPP”). The MPP is used annually to evaluate
SAs for promotion. An MPP score on a scale up to 100
points is used by an agent seeking promotion to bid on
available or vacant positions throughout an upcoming
bid cycle. (Pls.’ Mem. of P. & A. in Supp. of Pls.’
Mot. for Class Cert. (“Pls.’ Mem.”) at 15.) A
participating GS-13 Agent receives a total MPP score
that consists of three distinct parts: a (1) First
Level evaluation; (2) Peer Panel evaluation; and (3)
Second Level evaluation. A participating GS-14 Agent
receives an MPP score that consists of two parts: a (1)
First Level evaluation and (2) Second Level evaluation.
(Id. at 15-16.) The first level evaluation to which
both GS-13 and GS-14 participating agents are subject
is completed by the candidate’s immediate supervisor
and is signed by a Special Agent in Charge. (Id. at
16.) The supervisor rates each candidate using a scale
of one to five on ten specific elements such as writing
ability, problem solving, oral communication, knowledge
of Secret Service rules and regulations, leadership and
management ability, and negotiation skill. (Id.; see
also Moore v. Summers [(Moore I)], 113 F. Supp. 2d 5, 8
(D.D.C. 2000).)
     The Peer Review Panel applies to candidates
seeking promotion to the GS-14 level. The Panel
evaluates candidates on their “protection” and
“investigation” experience. (Pls.’ Mem. at 16.) Peer
Panel members include agents at the GS-14 level or
above, who are given oral instructions on conducting
the panel. Notes are not taken during the Peer Panel
evaluation. (Id. at 17.)
     A Second Level Panel evaluates candidates for GS-
14 or GS-15 promotions. GS-14 Agents are rated on six
separate competencies, including written or oral
communication, ability to lead or direct others, and
ability to analyze problems and recommend solutions.
(Id.) The Second Level Panel members include
representatives from each of the seven Assistant
Director (“AD”) offices, and the members are instructed
not to take notes and may review and adjust the ratings
at their discretion. (Id. at 17-18.)
     Once an agent is given an MPP score, she may use
her score to bid on vacant positions. In some cases, a
                           -4-

vacant position may be filled without the position
having to be posted. (Id. at 18.) The MPP scores are
then used to generate the Best Qualified List (“BQL”).
The candidates are ranked by their MPP scores and the
MPP policy creates a cut-off for the ranked list of
bidders or candidates. (Id. at 19.) The agent with
the highest MPP score is not guaranteed that he or she
will be awarded the vacant position. Instead, a
recommendation is made to the Director by an Advisory
Board that consists of the Deputy Director, seven ADs,
and the Chief Counsel. In making its decision, the
Advisory Board receives the assignment history, bid
history, entry on duty date, and the date of the last
promotion of each bidder or candidate listed on the
BQL. (Id.) For each vacant position, the relevant AD
makes a selection recommendation to the Advisory Board
from the BQL for that position. (Id. at 20.) Based on
the AD’s recommendation, the Advisory Board makes a
recommendation to the Director. (Id.)

II.   AGENTS’ INDIVIDUAL CLAIMS

     A.   Reginald Moore
     Reginald Moore has been employed by the Secret
Service for more than 20 years and served as a GS-13
agent in the Operations Section and the White House
Joint Operations Center. (Id. at 33 (citing Ex. 53).)
An African-American, Moore bid for and was not selected
for more than 180 GS-14 positions from 1999 to 2002,
and at one point was assigned to train a white selectee
for a position on which he had formerly bid. (Id. at
34-35.) Moore eventually was promoted to a GS-14 and a
GS-15 position, but he alleges that his promotions came
only after being transferred to a Chicago field office,
serving as an agent for 18 years, and filing an EEO
complaint and a lawsuit. (Id. at 35-36.)

     B.   Luther Ivery
     Luther Ivery is an African-American former agent
who became eligible to bid on GS-14 positions in 1993,
but was not selected for more than 130 GS-14 positions.
For several positions, “his MPP score was not high
enough to place him on the [BQL].” (Id. at 37.) Ivery
alleges that even once he made the BQL, “he was passed
over for scores of promotions[.]” (Id.) Ivery was
promoted to a GS-14 position in 2002, but alleges that
his promotion came only as a result of his having filed
suit. (Id. at 39.) Ivery retired from the Secret
                          -5-

Service in 2004, but asserts that “he would have
reached the GS-15 . . . level before retirement” had he
not experienced the Secret Service’s discriminatory
practices. (Id.)

     C.   John Turner
     John Turner is an African-American former SA who
bid for more than 80 GS-14 positions for which he was
not selected. (Id. at 40.) Originally his MPP score
was not high enough to place him on the BQL, but once
it was, he was “nevertheless denied dozens of GS-14
positions on which he bid.” (Id.) Turner alleges that
he was promoted “six years after he first became
eligible” and only after filing an EEO complaint and a
lawsuit. (Id. at 41.)

      D.   Cheryl Tyler
      Cheryl Tyler is a former SA who was employed by
the Secret Service from 1984 to 1999. (Id.) Tyler
alleges that she became eligible to bid for a GS-14
promotion in 1993, but deferred bidding until 1996
because her MPP scores were not competitive enough.
(Id. at 42-43.) Tyler was the only African-American
female SA in the Atlanta Field Office and that, “[a]t
the time she resigned, and . . . the filing of this
lawsuit, there were no African-American female Agents
in a GS-14 position.” (Id. at 41-42.) Another agent
was “troubled . . . by . . . Tyler’s experience in the
Secret Service’s Office of Training” because Tyler had
“worked in every possible assignment and/or position
within the Office, yet she was continually passed over
for promotion.” (Id. at 43 (quoting 7/28/00 Webb Decl.
¶ 36).) Tyler asserts that she resigned in 1999
“because she could not reach the GS-14 level as a
result of discrimination” and that the Agency told her
that it “was not ready for an African-American female
supervisor.” (Id. at 44 (citing C. Tyler Decl. ¶¶ 36,
34).)

     E.   Yvette Summerour
     Yvette Summerour claims that she experienced
discrimination by the Secret Service even before it
hired her because it delayed her hiring by five years
and that, after being hired, from 1998 through 2001,
she “applied for and was denied promotion to almost 70
GS-14 positions.” (Id. at 44-45.) In the “calendar
year before this lawsuit was filed . . . , [she]
applied for and was denied promotion to twelve GS-14
                          -6-

positions.” (Id. at 45.) Summerour also alleges that
she was “passed over for promotion in favor of a white
(male) Agent who had previously been transferred” as a
result of sexually harassing her. (Id. at 45-46.)
Summerour claims further that she was “denied dozens of
promotions for which she made the [BQL]” and that it
was only as a result of this lawsuit that she “was
finally promoted to a GS-14 position[.]” (Id. at 46.)
Summerour “and another African-American female [agent]
. . . were the first GS-14 African-American female
[SAs] in the history of the Secret Service.” (Id.)

     F.   Kenneth Rooks
     Kenneth Rooks is an African-American SA who joined
the Secret Service in 1995 and has been a GS-13 since
approximately 2000. (Id. at 47.) Rooks asserts that
he has “bid for over 160 GS-14 positions, but has not
been promoted” and that, even though he received a high
score from his supervisor, he “was kept off the [BQL]
or ranked low on the [BQL], and thus was effectively
disqualified from promotions.” (Id. at 47-48.)

      G.   Andrew Harris
      Andrew Harris was hired by the Secret Service in
1987 and alleges that due to the Secret Service’s
discriminatory practices against African-Americans, he
“had to file EEO complaints in order to be (1) hired,
(2) promoted to GS-14, and (3) promoted to GS-15.”
(Id. at 49.) Harris alleges that he “bid on and was
denied more than 20 GS-14 positions, despite his
qualifications, due to the discriminatory promotions
process.” (Id. (citing Ex. 80).) Harris alleges that
the Secret Service told him that he must “bid outside
of D.C. to be promoted” even though the requirement to
bid outside of the District of Columbia “is not written
in the MPP, and is not imposed on white Agents;
instead, it only serves as a barrier to the promotion
of African-American Agents.” (Id. at 51.) For
support, Harris compiled a list of “thirty-two non-
African-American Agents who were promoted from GS-13 to
GS-14, and from GS-14 to GS-15, without ever leaving
the Washington, D.C. area.” (Id. at 51-52 (citing Ex.
85).)

     H.   Leroy Hendrix
     Leroy Hendrix alleges that “[b]ecause of the
Secret Service’s discriminatory promotions process,
[he] was forced to bid for more than 230 different GS-
                                  -7-

     14 positions prior to finally being promoted, even
     though he was qualified for each and every position.”
     (Id. at 52 (citing Ex. 87).) Hendrix, an African-
     American, further alleges that he was not selected for
     a position “when his score was ten points higher than
     the selectee’s score.” (Id. at 53 (citing Ex. 88 at
     455).) Hendrix “bid on and was not selected for over
     forty GS-15 positions” and claims that, although he was
     “the most qualified choice” for a Special Services
     Division/White House Mail position, he was not selected
     and was “forced to vacate his office to make room for
     the white selectee, and . . . train that Agent.” (Id.
     at 53-54.) Hendrix states that he “was finally
     promoted to a GS-15 Assistant Special Agent in Charge
     position in the Los Angeles Field Office” but that “he
     was required to accept a cross-country move to be
     promoted[.]” (Id. at 54.)

Moore III, 269 F.R.D. at 24–27.

     The plaintiffs have moved for class certification three

times before.   The plaintiffs’ third motion for class

certification was considered in Moore III.   There, the plaintiffs

moved to certify a class

     on behalf of all current and former African-American
     Agents who were employed as Criminal Investigators
     (GS/GM-1811) and who had the required time-in-grade to
     seek promotion to competitive positions at the GS-14
     level at any time during the years 1995 to 2004, and/or
     who had the required time-in-grade to seek promotion to
     competitive positions at the GS-15 level at any time
     during the years 1995 to 2005.

Id. at 27 (internal quotation marks and citation omitted).

Although the plaintiffs’ proposed class satisfied the numerosity

and commonality prongs, the plaintiffs’ motion for class

certification was denied without prejudice because the class

representatives’ claims were not typical of the class members’
                                -8-

claims and there were conflicts of interest within the class.

Id. at 24, 35.

     The plaintiffs have again moved for class certification.     In

an effort to cure the defects in the proposed class denied

certification in Moore III, the plaintiffs have narrowed their

proposed class.   The plaintiffs now move to certify a class on

behalf of

     [a]ll current and former African-American Special
     Agents who bid for promotion to a GS-14 position from
     1995-2004 and were not promoted to GS-14 on the first
     bid list on which they bid; and all current and former
     African-American Special Agents who bid for promotion
     to a GS-15 position from 1995-2005 and were not
     promoted to GS-15 on the first bid list on which they
     bid; but excluding Special Agents who served as an
     Assistant Director, Deputy Director, or the Director of
     the Secret Service during the class period.

Pls.’ Mot. for Class Cert. at 2.

     In support of their motion for class certification, the

plaintiffs offer the report of statistician Dr. Charles Mann,

which concludes that the MPP process had an adverse impact on

African-American SAs applying for promotion to GS-14 and GS-15

positions during the class period (i.e., 1995 to 2004 for

promotions to GS-14 positions and 1995 to 2005 for promotions to

GS-15 positions) and a four-year background period (i.e., 1991 to

1994).   The defendant moves to exclude Dr. Mann’s testimony under

Federal Rule of Evidence 702 and Daubert v. Merrell Dow

Pharmaceuticals, Inc., 509 U.S. 579 (1993), arguing that

Dr. Mann’s expert opinions are unreliable and irrelevant.
                                  -9-

                            DISCUSSION

I.   MOTION TO EXCLUDE EXPERT TESTIMONY2

     Rule 702 provides:

     A witness who is qualified as an expert by knowledge,
     skill, experience, training, or education may testify
     in the form of an opinion or otherwise if:
     (a) the expert’s scientific, technical, or other
     specialized knowledge will help the trier of fact to
     understand the evidence or to determine a fact in
     issue;
     (b) the testimony is based on sufficient facts or data;
     (c) the testimony is the product of reliable principles
     and methods; and
     (d) the expert has reliably applied the principles and
     methods to the facts of the case.

Fed. R. Evid. 702.   Under Rule 702, district courts are

gatekeepers of expert evidence.    See Daubert, 509 U.S. at 589.   A

court must determine as an initial matter whether the proffered


2
  In Wal-Mart Stores, Inc. v. Dukes, 131 S. Ct. 2541, 2553–54
(2011), the Supreme Court suggested that a court should probably
determine whether expert testimony is admissible under Rule 702
and Daubert at the class certification stage. See Wal-Mart, 131
S. Ct. at 2553–54 (“The District Court concluded that Daubert did
not apply to expert testimony at the certification stage of class
action proceedings. We doubt that is so[.]”) (citation omitted).
The D.C. Circuit has not spoken about whether district judges
must conduct a full Daubert analysis at the class certification
stage, and courts in other circuits disagree as to what is
required of a district judge deciding a motion for class
certification. See In re Rail Freight Fuel Surcharge Antitrust
Litig., 286 F.R.D. 88, 92 (D.D.C. 2012) (discussing circuit
split). Nevertheless, “dicta of the United States Supreme Court
should be very persuasive.” Gabbs Exploration Co. v. Udall, 315
F.2d 37, 39 (D.C. Cir. 1963) (internal quotation marks omitted);
see also Bangor Hydro-Electric Co. v. FERC, 78 F.3d 659, 662
(D.C. Cir. 1996) (stating that “Supreme Court dicta tend[] to
have somewhat greater force” than dicta from other courts).
Accordingly, the defendant’s motion to exclude Dr. Mann’s expert
testimony will be considered before turning to the plaintiffs’
motion for class certification.
                                -10-

witness is qualified to give the expert opinion he seeks to

offer.   See Kuhmo Tire Co. v. Carmichael, 526 U.S. 137, 156

(1999); Daubert, 509 U.S. at 589.      Then, a court must “ensure

that any and all scientific testimony or evidence admitted is not

only relevant, but reliable.”   Daubert, 509 U.S. at 589.

“Evidence is relevant if[] it has any tendency to make a fact [of

consequence] more or less probable than it would be without the

evidence[.]”.   Fed. R. Evid. 401.     When considering the

admissibility of scientific expert testimony, relevance is

primarily a question of “fit,” and “requires a valid scientific

connection to the pertinent inquiry as a precondition to

admissibility.”   Daubert, 509 U.S. at 591–92.

     Expert testimony is reliable if it is based on scientific

knowledge.   Id. at 589-90.   “The [reliability] inquiry forces the

court to focus on [the expert’s] principles and methodology, not

on the conclusions that they generate[.]”     Meister v. Med. Eng’g

Corp., 267 F.3d 1123, 1127 (D.C. Cir. 2001) (internal quotation

marks omitted).   In assessing the expert’s methodology, a court

may consider “whether the theory or technique had been tested,

whether it had been subjected to peer review and publication, the

method’s known or potential error rate, and the method’s general

acceptance in the scientific community.”     Id. at 1127 (citing

Daubert, 509 U.S. at 593–94).   “Expert testimony that rests

solely on ‘subjective belief or unsupported speculation’ is not
                                 -11-

reliable.”    Groobert v. President & Dirs. of Georgetown Coll.,

219 F. Supp. 2d 1, 6 (D.D.C. 2002) (quoting Daubert, 509 U.S. at

590).

        “In general, Rule 702 has been interpreted to favor

admissibility.”    Khairkhwa v. Obama, 793 F. Supp. 2d 1, 10

(D.D.C. 2011) (citing Daubert, 509 U.S. at 587; Fed. R. Evid. 702

Advisory Committee’s note (“A review of the caselaw after Daubert

shows that the rejection of expert testimony is the exception

rather than the rule.”)).    Nonetheless, the proponent of the

expert witness -- here, the plaintiffs -- bears the burden to

prove that the expert testimony is reliable by a preponderance of

the evidence.    Meister, 267 F.3d at 1127 n.9.

        The plaintiffs offer Dr. Mann’s report to show that the MPP

promotion process had a statistically significant adverse impact

on African-American SAs in support of both the plaintiffs’

disparate treatment pattern and practice claim and their

disparate impact claim.    Specifically, Dr. Mann would offer three

opinions.    First, relying on his “applicant to best qualified

list” analysis,3 Dr. Mann would testify that “[t]he use of MPP

scores to create a cut-off for inclusion on the best qualified


3
  The “applicant to best qualified list” analysis compares the
number of African-American SAs expected to make a best qualified
list for a position based on the number who applied for the
position with the actual number of African-American SAs who made
the best qualified list. See Pls.’ Opp’n to Mot. to Exclude Mann
Test., Ex. 2 (Fourth Supp. Decl. of Charles R. Mann, Ph.D. (“Mann
Decl.”)) ¶¶ 35-43.
                               -12-

list disproportionately disqualifies African-American Special

Agents for promotion.”   Pls.’ Opp’n to Def.’s Mot. to Exclude the

Test. of Charles R. Mann Offered in Supp. of Pls.’ Mot. for Class

Cert. (“Pls.’ Opp’n to Mot. to Exclude Mann Test.”) at 5; see

also Pls.’ Opp’n to Mot. to Exclude Mann Test., Ex. 2 (Fourth

Supp. Decl. of Charles R. Mann, Ph.D. (“Mann Decl.”)) ¶¶ 36–43.

Dr. Mann would testify that he found a statistically significant

racial disparity in GS-14 and GS-15 promotions for the background

period and the class period.   Pls.’ Opp’n to Mot. to Exclude Mann

Test. at 5; see also Mann Decl. ¶¶ 36–43.     Second, Dr. Mann

conducted a “mean rank” analysis4 and “effective pass rate”

analysis,5 and concluded that “the consideration of rank by MPP

score on the best qualified list disproportionately disadvantages

African-American Special Agents.”     Pls.’ Opp’n to Mot. to Exclude

Mann Test. at 5; see also Mann Decl. ¶¶ 49–75.     Dr. Mann would

testify that there is a statistically significant racial

disparity in the GS-14 and GS-15 position best qualified lists

during the background and class periods.    Pls.’ Opp’n to Mot. to

Exclude Mann Test. at 5; see also Mann Decl. ¶¶ 49–75.     Third,

4
  The “mean rank” analysis compares “the average, or mean, rank
of African-American[] and non-African-American[ SAs] on the best
qualified list” based on their MPP scores. Pls.’ Opp’n to Mot.
to Exclude Mann Test. at 37.
5
  The “effective pass rate” analysis tests “whether the effective
cut-off score” -- “the lowest MPP score held by an Agent who was
promoted” -- “on the best qualified list had an adverse impact on
African-Americans.” Pls.’ Opp’n to Mot. to Exclude Mann Test. at
38.
                                 -13-

based on his “best qualified to selected” analysis,6 Dr. Mann

concludes that “[f]ewer African-American Special Agents are

promoted from the best qualified list than would be expected in

the absence of discrimination[.]”       Pls.’ Opp’n to Mot. to Exclude

Mann Test. at 5; see also Mann Decl. ¶¶ 45–48.       Dr. Mann found

statistically significant racial disparities in GS-13 to GS-14

level promotions that occurred from 1998 to 2000, and in GS-14 to

GS-15 level promotions that occurred in 2002 to 2005.      Pls.’

Opp’n to Mot. to Exclude Mann Test. at 5; see also Mann Decl.

¶¶ 45–48.

     There is no dispute that Dr. Mann is qualified to offer

statistical expert testimony.7    Instead, the Secret Service




6
  The “best qualified to selected” analysis “compares the number
of African American promotions ‘expected’ based on the number of
African Americans who made the best qualified list to the number
of African-Americans actually promoted.” Pls.’ Opp’n to Mot. to
Exclude Mann Test. at 41.
7
  The defendant’s motion does not dispute that Dr. Mann is
qualified to offer expert opinions based on statistical analyses.
See also Pls.’ Opp’n to Mot. to Exclude Mann Test., Ex. 1
(Charles Mann Dep. at 7:15–20). Dr. Mann has a Bachelor of
Science in Applied Mathematics, a Master of Science in
Mathematical Statistics, and a doctorate in Statistics. Mann
Decl., Attach. A (Mann Resume at 1). Dr. Mann is the President
of a “consulting firm which provides statistical, econometric and
data processing services.” Id. In this capacity, Dr. Mann
“provides expert witness services and statistical guidance in
connection with a wide range of litigation.” Id. Dr. Mann has
also testified in numerous state and federal court proceedings.
See Mann Decl., Attach. A. (Mann Test. List). Based on his
extensive education and experience, Dr. Mann is qualified to
testify as an expert in statistics.
                               -14-

argues that Dr. Mann’s testimony should be excluded because it is

unreliable and is not relevant.

     A.   Relevance

          1.   Relevance of statistical evidence to disparate
               treatment pattern and practice claim and disparate
               impact claim

     The plaintiffs assert that all three of Dr. Mann’s opinions

are relevant to both their disparate treatment pattern and

practice claim and their disparate impact claim.   The defendant

counters that the plaintiffs’ claims require different

statistical showings.   See Reply in Supp. of Def.’s Mot. to

Exclude the Test. of Charles R. Mann at 2.

     While “[f]unctionally the disparate treatment and disparate

impact models have different aims,” the same statistical evidence

is often relevant to both disparate treatment pattern and

practice claims and disparate impact claims.    Segar v. Smith, 738

F.2d 1249, 1266-67 (D.C. Cir. 1984).   “Title VII prohibits both

intentional discrimination (known as ‘disparate treatment’) as

well as, in some cases, practices that are not intended to

discriminate but in fact have a disproportionately adverse effect

on minorities (known as ‘disparate impact’).”   Ricci v.

DeStefano, 557 U.S. 557, 577 (2009).   Disparate treatment occurs

“when an individual alleges that an employer has treated that

particular person less favorably than others because of the

plaintiff’s race, color, religion, sex, or national origin.”
                                -15-

Watson v. Fort Worth Bank & Trust, 487 U.S. 977, 985–86 (1988).

In a disparate treatment case, “the plaintiff is required to

prove that the defendant had a discriminatory intent or motive.”

Id. at 986.   One method of proving disparate treatment is to show

that an employer engaged in a pattern and practice of

discrimination.    Where a plaintiff alleges such systemic

discrimination, “[t]he ultimate factual issues are . . . simply

whether there was a pattern or practice of such disparate

treatment and, if so, whether the differences were ‘racially

premised.’”   Int’l Bhd. of Teamsters v. United States, 431 U.S.

324, 335 (1977).   In a pattern and practice case, a plaintiff has

to “establish by a preponderance of the evidence that racial

discrimination was the company’s standard operating procedure[,]

the regular rather than the unusual practice.”   Id. at 336.   The

plaintiff may meet his burden by offering circumstantial evidence

that is “entirely statistical in nature.”   Palmer v. Shultz, 815

F.2d 84, 90 (D.C. Cir. 1987); see also Segar, 738 F.2d at 1267.

     Statistics showing racial or ethnic imbalance are
     probative in a [pattern and practice case] only because
     such imbalance is often a telltale sign of purposeful
     discrimination; absent explanation, it is ordinarily to
     be expected that nondiscriminatory hiring practices
     will in time result in a work force more or less
     representative of the racial and ethnic composition of
     the population in the community from which employees
     are hired. Evidence of longlasting and gross disparity
     between the composition of a work force and that of the
     general population thus may be significant[.]
                               -16-

Teamsters, 431 U.S. at 339 n.20; see also Segar, 738 F.2d at 1267

(explaining that a plaintiff in a pattern and practice case

alleging race discrimination may provide evidence “of a disparity

in the position of members of the plaintiff class and comparably

qualified whites”).

     “Disparate impact claims . . . ‘involve employment practices

that are facially neutral in their treatment of different groups

but that in fact fall more harshly on one group than another and

cannot be justified by business necessity.’   ‘Proof of

discriminatory motive . . . is not required under a disparate-

impact theory.’”   Anderson v. Zubieta, 180 F.3d 329, 338 (D.C.

Cir. 1999) (second alteration in original) (citation omitted)

(quoting Teamsters, 431 U.S. at 335 n.15).    To establish

disparate impact, a plaintiff “must offer statistical evidence of

a kind and degree sufficient to show that the practice in

question has caused the exclusion of applicants for jobs or

promotions because of their membership in a protected group.”

Watson, 487 U.S. at 994; see also Young v. Covington & Burling

LLP, 846 F. Supp. 2d 141, 156–57 (D.D.C. 2012) (“The plaintiff’s

evidence of causation must establish that the employment practice

‘select[s] applicants for hire or promotion in a . . . pattern

significantly different from that of the pool of applicants.’”

(internal quotation marks omitted) (quoting Albemarle Paper Co.

v. Moody, 422 U.S. 405, 425 (1975))).   Despite the differences
                                 -17-

between pattern and practice disparate treatment claims and

disparate impact claims, “an important point of convergence” is

that both “are attacks on the systemic results of employment

practices.”     Segar, 738 F.2d at 1267.

      The pattern or practice claim amounts to an allegation
      that an observed disparity is the systemic result of an
      employer’s intentionally discriminatory practices. The
      disparate impact claim amounts to an allegation that an
      observed disparity is the systemic result of a specific
      employment practice that cannot be justified as
      necessary to the employer’s business. Consequently the
      proof of each claim will involve a showing of disparity
      between the minority and majority groups in an
      employer’s workforce.

Id.   Because both the disparate treatment and disparate impact

claims can be proven using the same statistical showing, the

relevance of Dr. Mann’s testimony can be considered for both of

the claims at the same time.

           2.     Relevance of statistical evidence showing an
                  adverse impact at individual stages of a multiple
                  step employment decision process

      Dr. Mann’s statistical evidence shows an adverse impact at

the individual levels of the MPP process.    While the defendant

does not dispute that statistical evidence showing an adverse

impact at an individual stage is relevant to the plaintiffs’

disparate impact claim, the defendant argues that Dr. Mann’s

testimony is not relevant to the plaintiffs’ disparate treatment

pattern and practice claim because none of Dr. Mann’s conclusions

are based on the “relevant statistic” -- “a comparison of the

promotion rates of qualified (or eligible) African-American and
                                 -18-

non-African-American special agents.”   Mem. in Supp. of Def.’s

Mot. to Exclude the Test. of Charles R. Mann (“Def.’s Mem. to

Exclude Mann Test.”) at 17–20.    Stated simply, the defendant

argues that only a disparity at the bottom line creates an

inference of discrimination in a pattern and practice case.

However, the Supreme Court impliedly dismissed this argument in

Connecticut v. Teal, 457 U.S. 440 (1982).    In Teal, four African-

American employees brought suit claiming that the employer’s

multi-step promotion process had a disparate impact on African-

Americans because the first step in the promotion process, a

written examination, had an adverse impact on African-Americans.

Id. at 443.   The employer countered that despite African-

Americans’ poor performance on the written examination, the

employer applied “an affirmative-action program in order to

ensure a significant number of minority supervisors.”     Id. at

444.   Thus, the employer argued that its promotion process did

not have a disparate impact on the plaintiffs because the

“employer has compensated for a discriminatory pass-fail barrier

by hiring or promoting a sufficient number of black employees to

reach a nondiscriminatory ‘bottom line.’”   Id. at 453.    After

considering the purpose of disparate impact claims, the Supreme

Court held that, in disparate impact cases, the “bottom line

defense” is “no answer” to the plaintiffs’ prima facie case of

employment discrimination.   Id. at 456.
                               -19-

     Although the “bottom line” defense is not applicable in a

disparate impact case, the Court in Teal noted that

     a nondiscriminatory “bottom line” and an employer’s
     good-faith efforts to achieve a nondiscriminatory work
     force, might in some cases assist an employer in
     rebutting the inference that particular action had been
     intentionally discriminatory: “Proof that [a] work
     force was racially balanced or that it contained a
     disproportionately high percentage of minority
     employees is not wholly irrelevant on the issue of
     intent when that issue is yet to be decided.”

Id. (emphasis added) (quoting Furnco Constr. Corp. v. Waters, 438

U.S. 567, 580 (1978)) (citing Teamsters, 431 U.S. at 339 n.20).

Although statistics showing “a nondiscriminatory bottom line” can

be used to rebut the inference of discrimination, “[a] racially

balanced work force cannot immunize an employer from liability

for specific acts of discrimination.”   Furnco, 438 U.S. at 579.

Therefore, statistical evidence showing an adverse impact at a

component level may be offered in support of a pattern and

practice claim.   See United States v. City of New York, 683 F.

Supp. 2d 225, 249 (E.D.N.Y. 2010) (finding that statistical

evidence showing statistically significant disparities at

individual levels of the employer’s hiring process was sufficient

to establish a prima facie case that the employer had a pattern

and practice of discriminating against African-American

applicants).8

8
  Contrary to the defendant’s argument, allowing statistical
evidence at the component level to create an inference of
discrimination to support the plaintiffs’ pattern and practice
claim is consistent with Moore I. In Moore I, the plaintiffs’
                              -20-

     Here, Dr. Mann seeks to testify that there are statistically

significant disparities at the individual stages of the MPP

process based on his applicant to best qualified list analysis

and his best qualified list to selected analysis.   Because his

analyses of these stages show disparities between African-

American SAs and non-African-American SAs, Dr. Mann’s testimony




motion to enjoin the Secret Service from further use of the MPP
process was denied because the plaintiffs’ statistical evidence
was “insufficient to give rise to an inference that the
performance evaluation system is discriminatory[.]” 113 F. Supp.
2d at 7. The plaintiffs offered statistical evidence showing a
disparity between African-American and non-African-American SAs
promoted to GS-14 positions. However, the statistical analysis
erroneously assumed that all African-American GS-13 SAs were
eligible for promotion to GS-14 when, in reality, only SAs that
completed three years “in grade” and who bid on a position were
eligible. Id. at 20–21. That is, the plaintiffs’ evidence was
insufficient because it failed to control for the “most common
nondiscriminatory reason for a systemic disparity in treatment”:
ineligibility. Id. at 20. Because the plaintiffs’ statistical
evidence was not “‘based on a comparison of those [African-
American SAs] eligible for selection who were actually selected
with the corresponding proportion of eligible [non-African-
American SAs] who were actually selected[,]” id. (quoting Palmer,
815 F.2d at 90), the plaintiffs’ statistical evidence did “not
demonstrate that a racial disparity exists in the promotion of
GS-13s to GS-14[,]” id. at 21. Accordingly, the plaintiffs’
motion for preliminary injunction was denied because the
plaintiffs did not demonstrate a likelihood of success on the
merits. Id. at 21. Moore I stands for the proposition that
discrimination cannot be inferred from statistical analyses that
include African-American SAs who are ineligible for promotion in
the sample population. Here, Dr. Mann’s analyses consider only
GS-13s and GS-14s eligible for promotion. Mann Decl. ¶¶ 16–17;
see also Pls.’ Opp’n to Mot. to Exclude Mann Test. at 22.
Accordingly, Dr. Mann’s current analyses do not contain the same
deficiencies identified in the statistical analyses considered in
Moore I.
                              -21-

is relevant to the plaintiffs’ disparate treatment and disparate

impact claims.9

     Dr. Mann’s testimony based on his mean rank and effective

pass rate analyses is also relevant to the plaintiffs’ claims.

The plaintiffs provide evidence that the members of the promotion

Advisory Board testified that they considered a SA’s rank on the

best qualified list when making promotion recommendations.   See

id., Ex. 5 (Examples from Def.’s Resp. to Pls.’ Interrogs. 4(c));

see also Pls.’ Opp’n to Mot. to Exclude Mann Test. at 37.    If a

SA’s rank on a best qualified list affects whether that SA will

be promoted, Dr. Mann’s mean rank analyses will help the trier of

fact determine whether the MPP process is discriminatory.    The

plaintiffs also provide evidence that some “members of the

promotion Advisory Board . . . [felt] that some Special Agents

who made the best qualified list had scores that were simply too

9
  That Dr. Mann did not directly compare the MPP scores received
by African-American and non-African-American SAs does not compel
a different conclusion regarding the relevancy of Dr. Mann’s
applicant to best qualified list analysis as the defendant
argues. The defendant asserts that the “fact in issue” is
“whether African-American SAs receive lower MPP scores than non-
African-American SAs.” Def.’s Mem. to Exclude Mann Test. at 33.
The plaintiffs establish, however, that Dr. Mann’s applicant to
best qualified list analysis is relevant because it “measure[s]
the adverse impact of how MPP scores are actually used,” Pls.’
Opp’n to Mot. to Exclude Mann Test. at 33, and “models the real-
world effect on African-American Agents of the MPP’s first use of
scores by measuring the impact by race on failure to make the
best qualified list,” id. at 34. The applicant to best qualified
list analysis is based on the MPP scores and is relevant as a
proxy for the scores. Because this analysis showing an adverse
impact on African-American SAs is probative of whether the MPP
process is discriminatory, it is relevant.
                                -22-

low to result in promotion.”   Pls.’ Opp’n to Mot. to Exclude Mann

Test. at 38; see also id., Ex. 8 (Examples from Def.’s Resp. to

Pls.’ Interrogs. 4(c)).   Based on this testimony, Dr. Mann

analyzed whether “there was an adverse impact on African-American

Special Agents with respect to Agents who made the best qualified

list yet had an MPP score lower than the effective cut-off

score.”   Pls.’ Opp’n to Mot. to Exclude Mann Test. at 38.    Thus,

even if a SA makes a best qualified list, his MPP score may be

too low to be considered for a promotion.    Because the plaintiffs

have presented evidence that to actually be considered for a

promotion a SA must not only make the best qualified list but

must also have a competitive MPP score, Dr. Mann’s effective pass

rate analysis is relevant.

     B.    Reliability

     Dr. Mann bases his testimony on “pools analyses.”    Pls.’

Opp’n to Mot. to Exclude Mann Test. at 29.   “A pools analysis

looks to pools of similarly situated employees to determine how

the promotion success of a certain pool . . . stacks up against

that of a control group[.]”    McReynolds v. Sodexho Marriott

Servs., Inc. (McReynolds II), 349 F. Supp. 2d 1, 8 (D.D.C. 2004).

The statistician must “compare ‘similarly situated employees’

and . . . the pools must be properly defined by controlling for a

variety of factors[,]” id., such as seniority and education in a

non-promotion case, see Coward v. ADT Sec. Sys., Inc., 140 F.3d
                                 -23-

271, 276 (D.C. Cir. 1998) (Sentelle, J., concurring).    In a non-

promotion case, the statistician proceeds from the assumption

that “absent discriminatory promotion practices, the proportion

of the protected group in each of the job classifications and

grade levels would approximate the proportion of the protected

group with the minimum necessary qualifications for promotion in

the employer’s labor force as a whole.”   Davis v. Califano, 613

F.2d 957, 964 (D.C. Cir. 1979) (citing Teamsters, 431 U.S. at 339

n.20).

     Dr. Mann described the application of his methodology.

First, he used information he received from the Secret Service to

define his pools, and considered pools composed of eligible

bidders “for whom selection would be a promotion (increase in

grade) and who ha[d] not already been selected for another

promotion from the bid list” who bid on any vacancy announcement

during a period of time.   Mann Decl. ¶ 16.   In his applicant to

selected analysis, Dr. Mann included only “informative” pools.

According to Dr. Mann, “informative” pools are diverse (i.e.,

“pools that have at least one African-American eligible and at

least one non-African-American eligible”) and competitive (i.e.,

pools that “have at least one successful eligible and at least

one not successful eligible”).    Id. ¶ 77.   Then, Dr. Mann

conducted the following analyses: (1) applicant to best qualified

list, (2) best qualified list to selected, (3) mean rank on the
                                 -24-

best qualified list, and (4) attainment of the effective pass

rate.    Id. ¶¶ 36–43, 45–75.   Finally, Dr. Mann reported that his

results were statistically significant when his analyses showed a

0.025 probability standard using a one-tailed test.     Pls.’ Opp’n

to Mot. to Exclude Mann Test. at 23.    Dr. Mann explained that he

used one-tailed tests instead of two-tailed tests because, unlike

a two-tailed test, a one-tailed test can be used to determine

whether an observed difference is adverse or favorable to

African-Americans.10    Mann Decl. ¶¶ 30-32.   Dr. Mann’s analyses

report statistical significance over an aggregated period of

years as opposed to annually.

        Pool analyses can satisfy Daubert.   See, e.g., McReynolds v.

Sodexho Marriott Servs., Inc. (McReynolds III), 349 F. Supp. 2d

30, 45 (D.D.C. 2004).    The defendant’s proffered statistical


10
  “[T]he terms ‘one-tailed’ and ‘two-tailed’[] . . . refer to
the ‘tails’ or ends of the bell-shape curve, which represents in
graph form a ‘random normal distribution.’” Palmer, 815 F.2d at
93 (citing W. Curtis, Statistical Concepts for Attorneys 72-73
(1983)). “In these random distributions, the area under any
segment of the bell curve measures the probability of that range
of results occurring randomly.” Id. As Dr. Mann asserts, one-
tailed and two-tailed analyses serve different purposes. A
one-tailed analysis tests whether a difference is significant in
one direction. For example, a one-tailed analysis can be used to
test “whether a group is disfavored in hiring decisions.”
Hartman v. Duffey, 88 F.3d 1232, 1238 (D.C. Cir. 1996). A
two-tailed analysis tests whether a difference is significant in
either direction. For example, a two-tailed analysis can be used
to test whether a group is treated differently -- be it better or
worse -- than another group. See Palmer, 815 F.2d at 95
(explaining that two-tailed tests can be used to identify
“statistically significant deviations in either direction from an
equality in selection rates”).
                                -25-

expert, Dr. Paul White, also used pools analyses for some of his

analyses.    Pls.’ Opp’n to Mot. to Exclude Mann Test. at 29 &

n.25; see also Def.’s Mem. to Exclude Mann Test., Ex. 4, White

Report at 7.   Dr. Mann’s decision to exclude non-competitive best

qualified lists “where fewer Agents bid for the position than the

number used to create the cut-off score[,]” Pls.’ Opp’n to Mot.

to Exclude Mann Test. at 30, does not make Dr. Mann’s testimony

unreliable as the defendant argues, Def.’s Mem. to Exclude Mann

Test. at 34-36.   Even if the non-competitive lists are among the

data relevant to Dr. Mann’s analyses, there is “no authority

rigidly requiring that an expert review all relevant information

in a case in order to have his or her testimony admitted into

evidence.”   SEC v. Johnson, 525 F. Supp. 2d 70, 75 (D.D.C. 2007).

“Indeed, Federal Rule of Evidence 705 specifically ‘eliminates

the prior practice of requiring an expert to set out,

specifically, the facts and data underlying an opinion before

allowing the expert to testify.’”      Id. at 75–76 (citing Ambrosini

v. Labarraque, 101 F.3d 129, 132 (D.C. Cir. 1996)).     Thus,

Dr. Mann’s failure to review lists he considered to be non-

informative is not a ground for excluding his testimony; instead,

“it provides subject matter for cross-examination.”     Id. at 76.11

Similarly, the defendant’s argument that Dr. Mann did not report

11
  An expert who fails to review relevant data, and can offer no
good reason for it or does not understand the omitted relevant
data, has not reliably applied a scientific methodology. See
Fed. R. Evid. 702(d). That, of course, did not occur here.
                                 -26-

all of the results from his best qualified to selected analysis,

Def.’s Mem. to Exclude Mann Test. at 22–23, is not conclusive

because Dr. Mann was not required to apply his methodology “to

all the evidence presented.”     See Johnson, 525 F. Supp. 2d at

75–76.    His testimony must be based upon “sufficient” facts or

data.    Fed. R. Evid. 702(b).

        The defendant argues that Dr. Mann’s opinions are unreliable

because they are not based on statistically significant results.

See Def.’s Mem. to Exclude Mann Test. at 27-29.    “[G]ross

statistical disparities” between African-American SAs and non-

African-American SAs alone may raise an inference of

discrimination.    Hazelwood Sch. Dist. v. United States, 433 U.S.

299, 307-08 (1977) (citing Teamsters, 431 U.S. at 339).       “[T]he

threshold at which statistical evidence alone raises an inference

of discrimination [cannot] be lower than 1.96 standard

deviations, whether one views this number as signifying a 5%

probability of randomness using a two-tailed approach or a 2.5%

probability of randomness using a one-tailed approach.”    Palmer,

815 F.2d at 96 n.9.    Although “[t]he D.C. Circuit has expressed a

preference for two-tailed tests over one-tailed tests” to

determine whether statistical evidence alone creates an inference

of discrimination in a Title VII case, Moore I, 113 F. Supp. 2d

at 20 n.2 (citing Palmer, 815 F.2d at 95), the Circuit “by no

means intend[ed] entirely to foreclose the use of one-tailed
                                -27-

tests[.]”   Palmer, 815 F.2d at 95.    Dr. Mann used one-tailed

tests and concluded that stages of the MPP process have an

adverse impact on African-American SAs where his analyses showed

results that were statistically significant at a 2.5% probability

of randomness.    Although two-tailed tests are favored in Title

VII cases, Dr. Mann reliably applied the one-tailed tests and his

conclusions followed from his analyses.

     Dr. Mann aggregated data across periods of time, a method

the defendant criticizes as unreliable because the results are

not based upon individual years.   See Def.’s Mem. to Exclude Mann

Test. at 21-23.   In his deposition, Dr. Mann explained that he

did not report year-by-year data because he believed that there

was “no real significance to the years.”    Pls.’ Opp’n to Mot. to

Exclude Mann Test., Ex. 1, Mann Dep. at 260:21-261:6.    He also

stated that unlike aggregated data, disaggregated annual data may

have only yielded “small numbers and tests not powerful enough to

detect [a disparity].”    Id.   “Where, as here, ‘policies have

remained unchanged over a period of time and there have been no

substantial changes in the [promotion process], it would be

unreasonable to require a plaintiff to break his or her data into

year by year subgroups.’”   Eldredge v. Carpenters 46 N. Cal.

Cntys. Joint Apprenticeship & Training Comm., 833 F.2d 1334, 1339

n.7 (9th Cir. 1987) (quoting D. Baldus & J. Cole, Statistical

Proof of Discrimination § 7.1 (1986 Supp.)); see also Lilly v.
                                 -28-

Harris-Teeter Supermarket, 720 F.2d 326, 336 n.17 (4th Cir. 1983)

(“If possible, it is highly preferable to examine the statistical

data for the time period in combined form, rather than year by

year.    Combined data is more likely to demonstrate the ‘pattern

or practice’ of defendant’s policies, whether discriminatory or

not.’”).    The plaintiffs have provided sufficient evidence that

the MPP process did not substantially change over the class

period.    Thus, it was a reliable for Dr. Mann to aggregate data

across several years.

        In his four analyses, Dr. Mann also aggregated data across

vacant positions.    In Segar v. Smith, the D.C. Circuit described

“repeatedly disaggregating [data] until groups were too small to

generate any statistically significant evidence of

discrimination” as a “methodological misstep[.]”    738 F.2d at

1286.    This is because “if an expert isolates units or groups and

runs separate analyses for them, such methodology may mask

whether ‘the overall decision-making process’ produces a

discriminatory result, whereas analyzing an entire group will

indicate whether the identified employment practice was the cause

of the disparity.”    McReynolds II, 349 F. Supp. 2d at 15 (quoting

Smith v. Xerox, 196 F.3d 358, 368–69 (2d Cir. 1999)).     Thus,

“‘[p]ooling data is sometimes not only appropriate but necessary,

since statistical significance becomes harder to attain as the

sample size shrinks.’”    Id. (quoting Coates v. Johnson & Johnson,
                                -29-

756 F.2d 524, 541 (7th Cir. 1985)).    Dr. Mann’s methodology finds

support in precedent involving aggregating data in similar

situations and is reliable.

     Finally, the defendant argues that Dr. Mann’s testimony

based on his best qualified to selected analysis is unreliable

because Dr. Mann should have expected that his multiple analyses

would yield some “significant” results as random error.    The

defendant further argues that Dr. Mann should have conducted

additional tests to “determine the likelihood that his results

are consistent with . . . pure statistical chance[.]”   Def.’s

Mem. to Exclude Mann Test. at 29–30.   The defendant’s argument is

supported only by the declaration of defendant’s proffered

expert, Dr. Laura Malowane, “an expert statistician retained by

the Secret Service for purposes of this Daubert motion.”     Id. at

30 n.9.   Because the defendant’s disclosure of Dr. Malowane as an

expert was untimely, Dr. Malowane’s declaration should not be

considered.12   However, even if the defendant’s arguments based

12
  The plaintiffs argue that Dr. Malowane’s declaration should be
stricken under Federal Rule of Civil Procedure 37(c) as having
been disclosed untimely in violation of Rule 26(a)(2), or
alternatively, 26(a)(1). Rule 26(a)(2) requires that a party
“disclose to the other parties the identity of any [expert]
witness it may use at trial[.]” Fed. R. Civ. P. 26(a)(2)(A)
(emphasis added). Rule 26(a)(1) requires that a party disclose
the name and address “of each individual likely to have
discoverable information . . . that the disclosing party may use
to support its claims or defenses[.]” Fed. R. Civ. P.
26(a)(1)(A). “If a party fails to provide information or
identify a witness as required by Rule 26(a) or (e), the party is
not allowed to use that information or witness to supply evidence
on a motion . . . unless the failure was substantially justified
                              -30-


or is harmless.” Fed. R. Civ. P. 37(c). The plain language of
Rule 26(a)(2) limits the rule to experts who may testify at
trial. Because the defendants insist that Dr. Malowane will not
testify at trial, Rule 26(a)(2) does not support striking her
declaration.
     The D.C. Circuit has not announced whether initial
disclosures under Rule 26(a)(1) require a party to disclose
expert witnesses who will not testify at trial, and courts in
other districts are split. Compare Musser v. Gentiva Health
Servs., 356 F.3d 751, 756–57 (7th Cir. 2004) (explaining that
Rule 26(a)(1) applies to fact witnesses and Rule 26(a)(2) applies
to expert witnesses), with Reed v. Smith & Nephew, Inc., 527 F.
Supp. 2d 1336, 1348 (W.D. Okla. 2007) (explaining that Rule
26(a)(1) bars undisclosed expert witness testimony offered in
support of defendant’s motion to exclude testimony by plaintiff’s
expert because “[t]he identity of a de facto expert, whose
testimony serves to contravene that of Plaintiffs’ expert, is
certainly information that Defendant has used ‘to support its
claim[]’ that [plaintiff’s expert’s] testimony should be
excluded”). However, courts that have considered whether an
undisclosed expert can support a motion to exclude an expert’s
testimony under Daubert agree that “‘courts should not permit the
[movant] to obtain a hearing on a motion in limine by relying on
affidavits from experts unless their identity and reports have
been supplied to the [proponent of the expert witness] in the
course of discovery and the [proponent] had an opportunity to
depose them.’” In re Paoli R.R. Yard PCB Litig., 35 F.3d 717,
739 (3d Cir. 1994) (internal alterations omitted) (quoting
Margaret A. Berger, Procedural Paradigms for Applying the Daubert
Test, 78 Minn. L. Rev. 1345, 1372 (1994)); see, e.g., Reed, 527
F. Supp. 2d at 1347–48; Nightlight Sys., Inc. v. Nitelites
Franchise Sys., Inc., Civil Action No. 1:04-CV-2112-CAP, 2007 WL
4563875, at *9 (N.D. Ga. May 11, 2007) (agreeing with the “Third
Circuit’s preference for the disclosure and deposition of expert
witnesses before any Daubert hearing” articulated in Paoli). In
Paoli, the Third Circuit explained that experts who testify at
Daubert hearings should be subject to discovery since
     under Daubert a judge at an in limine hearing must make
     findings of fact on the reliability of complicated
     scientific methodologies and this fact-finding can
     decide the case, it is important that each side have an
     opportunity to depose the other side’s experts in order
     to develop strong critiques and defenses of their
     expert’s methodologies.
Paoli, 35 F.3d at 739. The court added that “fairness [also]
suggests that each side should have an equal opportunity to
depose the other side’s experts.” Id. After all, some of the
                              -31-

on Dr. Malowane’s untimely declaration were considered, they

would not be grounds to find that Dr. Mann’s testimony is

inadmissible because Dr. Malowane erroneously assumes that

Dr. Mann conducted several, individual tests within each


purposes of Rule 26 are to “avoid surprise and the possible
miscarriage of justice [and] to disclose fully the nature and
scope of the controversy[.]” See Wright, Miller, & Kane, 8
Federal Practice and Procedure 22–23 (3d ed. 2010); see also
Pierce v. Pierce, 5 F.R.D. 125, 125 (D.D.C. 1946).
     “Rule 37(c)(1) is a self-executing sanction[.]” Norden v.
Samper, 544 F. Supp. 2d 43, 49 (D.D.C. 2008) (internal quotation
marks omitted). “[T]he overwhelming weight of authority is that
preclusion is required and mandatory absent some unusual or
extenuating circumstances -- that is, a ‘substantial
justification.’” Elion v. Jackson, Civil Action No. 05-0992
(PLF), 2006 WL 2583694, at *1 (D.D.C. Sept. 8, 2006) (quoting
Klonoski v. Mahlab, 156 F.3d 255, 269, 271 (1st Cir. 1998)). The
proponent of the evidence bears the burden of showing that the
failure to disclose the evidence “was substantially justified or
is harmless,” Fed. R. Civ. P. 37(c). See Norden, 544 F. Supp. 2d
at 50.
     Here, Dr. Mann’s declaration that Dr. Malowane attacks was
disclosed on September 28, 2007. The defendant had until
November 27, 2007 to disclose its expert reports. The report the
defendant submitted on November 27, 2007 from its expert,
Dr. White, acknowledged Dr. Mann’s declaration but did not
disclose the new detailed critique contained in Dr. Malowane’s
declaration that was not disclosed until 2012, well beyond the
2008 close of discovery. The defendant asserts that its non-
disclosure was harmless because the plaintiffs should have asked
to depose Dr. Malowane before filing their opposition brief.
Reply in Support of Def.’s Mot to Exclude Test. of Charles R.
Mann at 24 n.6. Whether the disclosure this late in the case
newly attacking an issue raised years ago did or did not violate
Rule 26, it certainly was not in keeping with fair opportunities
to depose an opponent’s expert during the discovery period.
Moreover, discovery after the deadline hinders the ability “to
move the case expeditiously forward from the end of discovery,
through dispositive motions, to pre-trial and trial.” Coles v.
Perry, 217 F.R.D. 1, 5 (D.D.C. 2003). The defendant has not
shown that its failure to disclose Dr. Malowane was substantially
justified or harmless, and Dr. Malowane’s declaration should not
be considered in support of the defendant’s Daubert motion.
                                 -32-

analysis.13    However, the plaintiffs and Dr. Mann insist that

Dr. Mann did not independently consider the pools; instead, the

results from individual year and position analyses are

“components of aggregated analyses[.]”    Pls.’ Opp’n to Mot. to

Exclude Mann Test. at 13.    Because Dr. Mann aggregated the data

in his analyses, Dr. Malowane’s argument that Dr. Mann should

have considered the probability that his “individual” results

were the result of random error is inapplicable.

      Because Dr. Mann is qualified to offer his expert testimony

and his opinions are relevant and based on reliable methodology,

his expert testimony is admissible under Rule 702 and Daubert.

II.   MOTION FOR CLASS CERTIFICATION

      To maintain a class action, the four prerequisites in Rule

23(a) must be met and the case must fall into one of the three

categories in Rule 23(b).    Fed. R. Civ. P. 23; see also In re

Veneman, 309 F.3d 789, 792 (D.C. Cir. 2002).

      A.     Rule 23(a) prerequisites

      Under Rule 23(a), the party seeking class certification must

show that:

      (1) the class is so numerous that joinder of all
      members is impracticable [(“numerosity”)];
      (2) there are questions of law or fact common to the
      class [(“commonality”)];

13
  In her declaration, Dr. Malowane asserts that Dr. Mann
analyzed 84 subsets of data in his applicant to best qualified
analysis, Def.’s Mem. to Exclude Mann Test., Ex. 1 (Malowane
Decl. ¶ 11), and that Dr. Mann conducted 28 tests in his best-
qualified list to selected analysis, id. ¶ 33.
                                -33-

     (3) the claims or defenses of the representative
     parties are typical of the claims or defenses of the
     class [(“typicality”)]; and
     (4) the representative parties will fairly and
     adequately protect the interests of the class
     [(“adequacy of representation”)].

Fed. R. Civ. P. 23(a); see also Wal-Mart Stores, Inc. v. Dukes,

131 S. Ct. 2451, 2548 (2011).   “Failure to adequately demonstrate

any of the four is fatal to class certification.”     Garcia v.

Johanns, 444 F.3d 625, 631 (D.C. Cir. 2006).

      “[A] Title VII class action, like any other class action,

may only be certified if the trial court is satisfied, after a

rigorous analysis, that the prerequisites of Rule 23(a) have been

satisfied.”   Gen. Tel. Co. of the Sw. v. Falcon, 457 U.S. 147,

161 (1982).   “Frequently, that ‘rigorous analysis’ will entail

some overlap with the merits of the plaintiff’s underlying

claim.”   Wal-Mart, 131 S. Ct. at 2551.     However, “the question is

not whether the plaintiff or plaintiffs have stated a cause of

action or will prevail on the merits, but rather whether the

requirements of Rule 23 are met.”      Eisen v. Carlisle & Jacquelin,

417 U.S. 156, 178 (1974).   In considering a motion for class

certification, a court presumes the allegations in the complaint

to be true.   Stephens v. US Airways Group, Inc., Civil Action No.

07-1264 (RMC), 2012 WL 6086930, at *3 (D.D.C. Dec. 7, 2012).
                                 -34-

           1.     Numerosity

     To obtain class certification, the class must be so numerous

that “joinder of all members is impracticable[.]”      Fed. R. Civ.

P. 23(a)(1); see also Encinas v. J.J. Drywall Corp., 265 F.R.D.

3, 8 (D.D.C. 2010) (citing Taylor v. D.C. Water & Sewer Auth.,

241 F.R.D. 33, 37 (D.D.C. 2007)).       “Typically, a class in excess

of 40 members is sufficiently numerous to satisfy this

requirement.”    Lindsay v. Gov’t Employees Ins. Co., 251 F.R.D.

51, 55 (D.D.C. 2008) (citing 5 Moore’s Federal Practice

§ 23.22[3][a] at 23-63 (3d ed. 2002)).      However, “[t]here is no

specific threshold that must be surpassed in order to satisfy the

numerosity requirement[.]”     Taylor, 241 F.R.D. at 37; see also

Gen. Tel. Co. of the Nw., Inc. v. EEOC, 446 U.S. 318, 330 (1980)

(explaining that the numerosity requirement “imposes no absolute

limitations”).    Instead, courts must examine “the specific facts

of each case[,]” Gen. Tel. Co. of the Nw., 446 U.S. at 330,

“including ‘geographic dispersion of class members.’”      Encinas,

265 F.R.D. at 8 (quoting Robidoux v. Celani, 987 F.2d 931, 936

(2d Cir. 1993)).

     Moore III found the “plaintiffs’ proposed class of 120

geographically dispersed members” to be “sufficiently numerous to

satisfy Rule 23(a)(1).”    269 F.R.D. at 28.    It also found that a

class as small as 36 members can satisfy Rule 23(a)’s numerosity

prong.   Id.    Here, the plaintiffs again estimate that the class
                                 -35-

would contain 120 members who are geographically dispersed.      See

Mem. of P. & A. in Supp. of Pls.’ Mot. for Class Cert. (“Pls.’

Mem. for Class Cert.”) at 45-46; Pls.’ Reply in Support of Mot.

for Class Cert. at 5.14    As Moore III found, a proposed class of

120 members satisfies the numerosity requirement.

     The defendant advances several arguments against the

plaintiffs’ estimate.     The defendant claims that the plaintiffs

fail to prove numerosity because the plaintiffs’ statistical

expert, Dr. Mann, found that a statistically significant number

of under-promotions occurred only from 1998 to 2000 for GS-14

positions and from 2002 to 2005 for GS-15 positions.    Def.’s

Opp’n to Pls.’ 4th Mot. for Class Cert. (“Def.’s Opp’n to Mot.

for Class Cert.”) at 44-45.    The defendant asserts that given the

dearth of statistical evidence showing under-promotions for the

remainder of the class period, the “plaintiffs’ class must be

limited to those who bid for the appropriate promotion in those

times periods, shrinking the class to 42.”    Id. at 45.   The

defendant also contends that the proposed class must exclude

those who have conflicts of interest (i.e., any class member who


14
  The plaintiffs derive this number from the “‘bid database’
produced by Defendant in discovery[.]” Pls.’ Mem. for Class
Cert. at 45. According to the plaintiffs, the database shows
that “127 different African-American Special Agents actually bid
on GS-14 or GS-15 positions during the class period.” Id. After
excluding “those who were selected for promotion on their first
bid and those who served as the Director, the Deputy Director, or
an Assistant Director during the class period,” the proposed
class includes 120 members. Id. at 45–46.
                               -36-

was involved in the first-level promotion evaluation scores of

another putative class member or who rated other putative class

members during panel evaluations), id., and class members whose

claims are barred for failure to timely exhaust their

administrative remedies, id. at 41-42.     After the defendant’s

“required exclusions,” the plaintiffs’ proposed class would

contain only 27 members.   Id. at 44–45.

     The defendant’s arguments do not alter the conclusion that

the plaintiffs have satisfied the numerosity requirement because

they pertain not to numerosity but to Rule 23(a)’s commonality,

typicality, and adequacy of representation requirements.

Moreover, as is discussed above, three of Dr. Mann’s analyses

showed statistically significant disparities for the entire class

period.   Furthermore, a class of 27 members can still satisfy the

numerosity prong where, such as here, joinder is impractical

because the class members are geographically dispersed.    See

Anderson v. Pa. Dep’t of Pub. Welfare, 1 F. Supp. 2d 456, 461

(E.D. Pa. 1998); cf. Gen. Tel. Co. of the Nw., 446 U.S. at 330

(suggesting that 15 class members is too few for a Title VII

class action).

           2.    Commonality

     Commonality under Rule 23(a)(2) requires the court to

determine whether there is at least one question of law or fact

common to the class.   Wal-Mart, 131 S. Ct. at 2556.    “‘[F]actual
                                 -37-

variations among the class members will not defeat the

commonality requirement, so long as a single aspect or feature of

the claim is common to all proposed class members.’”     Encinas,

265 F.R.D. at 8 (quoting Bynum v. District of Columbia, 217

F.R.D. 43, 46 (D.D.C. 2003)).    To satisfy this requirement, a

plaintiff must “demonstrate that the class members ‘have suffered

the same injury[.]’”    Wal-Mart, 131 S. Ct. at 2551 (quoting

Falcon, 457 U.S. at 157).    That is to say, “[t]heir claims must

depend upon a common contention[.]”     Id.   The “common contention”

must be “capable of classwide resolution -- which means that

determination of its truth or falsity will resolve an issue that

is central to the validity of each one of the claims in one

stroke.”   Id.    A plaintiff’s burden is to “bridge the gap”

between her individual claim and “the existence of a class of

persons who have suffered the same injury as that individual[.]”

Falcon, 457 U.S. at 157.

     In cases where the plaintiffs allege systemic disparate

treatment, plaintiffs may demonstrate commonality by providing

“‘significant proof that an employer operated under a general

policy of discrimination . . . if the discrimination manifested

itself in . . . promotion practices in the same general

fashion[.]’”     Wal-Mart, 131 S. Ct. at 2553 (quoting Falcon, 457

U.S. at 159 n.15); see also Love v. Johanns, 439 F.3d 723, 728

(D.C. Cir. 2006) (explaining that in cases where plaintiffs
                                -38-

allege disparate treatment of a class, plaintiffs seeking class

certification must “show (i) discrimination (ii) against a

particular group (iii) of which the plaintiff is a member, plus

(iv) some additional factor that permits the court to infer that

members of the class suffered from a common policy of

discrimination” (internal quotation marks omitted)).    Regarding a

complaint of “class-wide discriminatory impact, [plaintiffs] must

make a showing sufficient to permit the court to infer that

members of the class experienced discrimination as a result of

the disparate effect of a facially neutral policy.”    Garcia, 444

F.3d at 632 (internal quotation marks omitted).   To satisfy Rule

23(a)’s commonality requirement, plaintiffs may put forth

statistical and anecdotal evidence to support the inference that

the defendant-employer operated under a general policy of

discrimination and that the discrimination manifested itself in

the defendant’s challenged policies and procedures.    See

McReynolds v. Sodexho Marriott Servs., Inc. (McReynolds I), 208

F.R.D. 428, 441 (D.D.C. 2002) (citing Wagner v. Taylor, 836 F.2d

578, 592 (D.C. Cir. 1987)); see also Wal-Mart, 131 S. Ct. at

2555-56.   Here, the plaintiffs offer both statistical and

anecdotal evidence.

                a.    Statistical evidence

     The plaintiffs rely on Dr. Mann’s report to show that the

“MPP promotions policy operates to adversely impact class
                                -39-

members[.]”    Pls.’ Mem. for Class Cert. at 49.   As is discussed

above, Dr. Mann found that for the class period and the four-year

background period, the difference between African-American SAs

expected to reach a best qualified list in the absence of

discrimination and the actual number of African-American SAs who

reached a best qualified list, for both GS-14 and GS-15

promotions, was statistically significant.   See Pls.’ Opp’n to

Mot. to Exclude Mann Test. at 5; see also Mann Decl. ¶¶ 36–43.

Dr. Mann also found that for the class period and the four-year

background period, the consideration of rank by MPP score on the

best qualified list disproportionately disadvantaged African-

Americans, for both GS-14 and GS-15 promotions; the disparity in

African-American SAs mean rank on best qualified lists and

African-American SAs on best qualified lists with an MPP score

above the effective pass rate are statistically significant.

Dr. Mann further found that for the years 1998 to 2000, the

difference between expected African-American promotions in the

absence of discrimination, taking as a given the presence of

African-Americans on the best qualified list, and actual African-

American promotion to GS-14 positions was statistically

significant.   See Pls.’ Opp’n to Mot. to Exclude Mann Test. at 5;

see also Mann Decl. ¶¶ 49–75.    For the years 2002 to 2005, the

difference between expected African-American promotions in the

absence of discrimination, taking as a given the presence of
                                 -40-

African-Americans on the best qualified list, and actual African-

American promotion to GS-15 positions was statistically

significant.    Pls.’ Opp’n to Mot. to Exclude Mann Test. at 5; see

also Mann Decl. ¶¶ 45–48.

     The defendant attacks Dr. Mann’s report on several grounds.

The defendant makes many of the same arguments which were

addressed and dismissed above.    The defendant also asserts that

because Dr. Mann’s best qualified to selected analysis shows

“disparities in . . . two distinct time frames [for GS-14 and GS-

15 positions, the analysis] actually rebut[s] any inference of a

‘common’ discriminatory process because the same officials

decided which agents to promote to GS-14 and GS-15 positions at

any one time.”    Def.’s Opp’n to Mot. for Class Cert. at 60.   Even

assuming that is true, the plaintiffs can still establish

commonality because Dr. Mann’s other three analyses show

statistically significant disparities for the entire class

period.   For example, Dr. Mann’s applicant to best qualified list

analysis shows that a stage of the MPP process had an adverse

impact on African-American SAs during the class period.    Thus,

there is at least one aspect common to the class for the entire

class period.    As such, Dr. Mann’s report is sufficient to create

an inference that the Secret Service had a common policy of

discrimination.   See Anderson, 180 F.3d at 339-40.
                               -41-

                b.   Anecdotal evidence

     The plaintiffs also offer anecdotal evidence in the form of

declarations of named plaintiffs and putative class members

alleging that they were discriminated against by the Secret

Service.   In their declarations, SAs assert that the Peer Panel

and Second Level Panel “discriminatorily diminished and

discounted” their “demonstrated skills and qualifications”

causing them to receive lower MPP scores than non-African-

American SAs, Pls.’ Mem. for Class Cert. at 50, that they were

denied promotions as a result of their low MPP scores, id. at 51,

and that the MPP process “empower[ed] the Advisory Board and

Director to discriminate against African-American Agents by

selectively employing criteria to recommend white Agents for

promotion over qualified African-American candidates,” id. at 52;

see also id. at 52–56.   The anecdotal evidence, which is

summarized in Moore III, 269 F.R.D. at 31–32, brings “the cold

numbers” of Dr. Mann’s statistical evidence “convincingly to

life.”   Teamsters, 431 U.S. at 339.    The plaintiffs’ statistical

and anecdotal evidence raises an inference of discrimination that

is manifested through the MPP process.    Thus, the plaintiffs have

carried their burden of establishing commonality.

           3.   Typicality

     “Typicality requires that the claims of the representative

be typical of those of the class.”     Taylor, 241 F.R.D. at 44
                               -42-

(citing Fed. R. Civ. P. 23(a)(3)).    “Typical” does not mean

identical.   See Encinas, 265 F.R.D. at 9 (“A plaintiff’s claims

can be typical of those of the class even if there is some

factual variation between them.”).    “[A] class representative’s

claims are typical of those of the class if ‘the named

plaintiffs’ injuries arise from the same course of conduct that

gives rise to the other class members’ claims.’”   Id. (quoting

Bynum v. District of Columbia (Bynum I), 214 F.R.D. 27, 35

(D.D.C. 2003)).

     “[T]he commonality and typicality requirements of Rule
     23(a) tend to merge. Both serve as guideposts for
     determining whether under the particular circumstances
     maintenance of a class action is economical and whether
     the named plaintiff’s claim and the class claims are so
     interrelated that the interests of the class members
     will be fairly and adequately protected in their
     absence.”

Wal-Mart, 131 S. Ct. at 2551 n.5 (quoting Falcon, 457 U.S. at 157

n.13).

     In Moore III, the plaintiffs’ proposed class did not satisfy

Rule 23(a)’s typicality requirement for two reasons.   First, the

proposed class included SAs who were deterred from ever bidding

but none of the class representatives had been wholly deterred

from bidding.   Second, “the class representatives’ claims [were]

not typical of any putative class member who was eligible for a

promotion and received it on her first bid.”   Moore III, 269

F.R.D. at 33.   In their revised class definition, the plaintiffs

exclude deterred bidders and SAs who were eligible for promotion
                                 -43-

and promoted on their first bid.    There is no dispute that these

changes cured the typicality defects identified in Moore III.

Def.’s Opp’n to Mot. for Class Cert. at 46 n.38.    Thus, the

plaintiffs’ proposed class satisfies the typicality requirement

of Rule 23(a).

          4.     Adequacy of representation

     The fourth prerequisite for class certification requires the

court to determine whether the proposed representatives will

fairly and adequately represent the interests of the class.

Taylor, 241 F.R.D. at 45.     “‘Two criteria for determining the

adequacy of representation are generally recognized: 1) the named

representative must not have antagonistic or conflicting

interests with the unnamed members of the class, and 2) the

representative must appear able to vigorously prosecute the

interests of the class through qualified counsel.’”    Twelve John

Does v. District of Columbia, 117 F.3d 571, 575–76 (D.C. Cir.

1997) (quoting Nat’l Ass’n of Reg’l Med. Programs, Inc., 551 F.2d

340, 345 (D.C. Cir. 1976)).

     When there is a dispute as to the existence of a conflict of

interest between class members, a court must bear in mind that

“[c]lass members whose interests are antagonistic in fact to, or

even ‘potentially conflicting’ with, the interests of the

ostensibly representative parties cannot be bound, consistent

with the requirements of due process to an adjudication taken in
                                 -44-

their name.”    Phillips v. Klassen, 502 F.2d 362, 366 (D.C. Cir.

1974) (quoting Hansberry v. Lee, 311 U.S. 32, 44 (1940)).     In

employment discrimination cases, the fact that some class members

are supervisors does not constitute a per se conflict of

interest.    However, it does pose a serious problem where class

plaintiffs have accused other class members of the same type of

discrimination from which they seek relief.    See Wagner, 836 F.2d

at 595; McReynolds I, 208 F.R.D. at 447.

     In Moore III, the plaintiffs failed to “propose[] for

consideration a class free of conflicts of interests[.]”    Moore

III, 269 F.R.D. at 35.    The record demonstrated that there were

“direct accusations of discrimination within the [proposed]

class” and that “several potential class members were directly

involved in the Peer Panel or Second Level evaluation process[.]”

Id. at 34.     Involvement in the review panels “raises a specter of

these class members’ participation in the discriminatory conduct

of which plaintiffs complain.”    Id.   Accordingly, representation

as proposed was found to be inadequate.    Id. at 35.   (“Although

the existence of supervisors among the class members does not

automatically undermine the adequacy of representation, the

conflict of interests here -- which includes direct accusations

of discrimination among and between class members and class

representatives -- is not insignificant.”).
                                -45-

     Here, there is no dispute that counsel are competent to

represent the class’s interest.   However, there is again a

dispute regarding a potential conflict of interest among class

plaintiffs and class members.   The plaintiffs argue that the

class meets the final requirement of Rule 23(a) because

“[p]laintiffs and the class members . . . have the same

interests”: “to prove the existence of a pattern or practice of

discrimination with respect to the Secret Service’s promotions

policy and establish that its promotions policy and practices

have a disparate impact on class members.”   Pls.’ Mem. for Class

Cert. at 63.   The plaintiffs further contend that their revised

class definition is free from conflicts and excludes all of the

class members identified in Moore III as having been directly

accused of discrimination.   Id. at 65-67.   Because there are no

direct accusations of discrimination within the class, the

plaintiffs assert that “the inclusion within the class of

supervisors or class members who participated on panels

evaluating other class members cannot defeat adequacy of

representation.”   Id. at 70.   The defendant counters that the

plaintiffs cannot satisfy the adequacy of representation

requirement because the proposed class contains “supervisors who

actively participated in an allegedly discriminatory promotions

process against [other putative class members] who were seeking

promotions.”   Def.’s Opp’n to Mot. for Class Cert. at 66.    To
                                  -46-

support its argument, the defendant points to several instances

where a class member generally alleged that he received a

discriminatorily low score from the Peer Panel or Second Level

Panel and a supervisory putative class member was a member on

that panel.   See id. at 69–70.

     The record demonstrates that several potential class members

were directly involved in the Peer Panel or Second Level

evaluation process.   For example, between 1995 and 2005, at least

fourteen supervisory putative class members participated as Peer

Panel or Second Level Panel members rating other putative class

members for promotion to GS-14 and GS-15 positions.       Id. at 68

(citing id., Ex. 17 (Decl. of Karen Waring ¶ 32)).       The record is

silent with respect to any direct accusations of discrimination

within the newly constituted class relevant to the plaintiffs’

employment discrimination claim.15       Because the record does not

show specific allegations of discrimination by class members

against other class members, the representation as proposed is

adequate.   See, e.g., McReynolds I, 208 F.R.D. at 445–48 (finding

that the presence of both supervisors and non-supervisors in a


15
  The defendant also argues that the plaintiffs’ accusations of
generally discriminatory behavior by others in the class and
plaintiffs’ allegations that putative class members tried to
discourage African-American SAs from participating in this civil
action preclude class certification. While these statements do
demonstrate conflicts within the class, they do not reflect on
the specific claims in the lawsuit. Thus, they are not relevant
to the adequacy of representation determination. See McReynolds
I, 208 F.R.D. at 446.
                                 -47-

class does not undermine adequacy of representation where there

were no direct accusations of discrimination within the class).

     B.   Rule 23(b) requirement

     The plaintiffs claim that the class satisfies the

requirements of Rule 23(b)(3), which provides that a class action

may be maintained if “the court finds that the questions of law

or fact common to class members predominate over any questions

affecting only individual members, and that a class action is

superior to other available methods for fairly and efficiently

adjudicating the controversy.”    Fed. R. Civ. P. 23(b)(3).   In

determining whether a proposed class meets the Rule 23(b)(3)

requirements, a court should consider:

     (A) the class members’ interests in individually controlling
     the prosecution or defense of separate actions;
     (B) the extent and nature of any litigation concerning the
     controversy already begun by or against class members;
     (C) the desirability or undesirability of concentrating the
     litigation of the claims in the particular forum; and
     (D) the likely difficulties in managing a class action.

Fed. R. Civ. P. 23(b)(3).

          1.    Whether common questions of law or fact
                predominate over questions affecting only
                individual members

     To establish Rule 23(b)(3)’s predominance requirement, the

plaintiffs must show that the issues identified as common in the

Rule 23(a) commonality inquiry predominate over non-common issues

for both their pattern and practice claim and their disparate

impact claim.   See In re Vitamins Antitrust Litig., 209 F.R.D.
                               -48-

251, 262 (D.D.C. 2002).   Generally speaking, “predominance is met

when there exists generalized evidence which proves or disproves

an element on a simultaneous, class-wide basis, since such proof

obviates the need to examine each class members’ individual

position.”   Cohen v. Chilcott, 522 F. Supp. 2d 105, 116 (D.D.C.

2007) (internal quotation marks omitted); see also Encinas, 265

F.R.D. at 10 (“If the questions of law and fact identified as

common to the named plaintiffs and members of the class

predominate over any non-common issues, the requirement is

satisfied.”).

      The plaintiffs argue that in light of the “centrality of

Plaintiffs’ statistical evidence of the discriminatory nature of

the MPP promotions policy,” to both of their claims, they have

met the predominance requirement.     Pls.’ Mem. for Class Cert. at

75.   Here, the common issues of whether the MPP promotions

process discriminates against African-American SAs and whether

the Secret Service has a pattern and practice of race

discrimination which the plaintiffs will try to prove through

their statistical evidence predominate over individual issues.

See, e.g., Jarvaise, 212 F.R.D. at 4.     All members of the class

will rely on the same statistical evidence to make the same

claim: that the MPP process discriminates against African-

American SAs seeking promotions to GS-14 and GS-15 positions.

The only apparent non-common factual issues are whether there
                                -49-

were legitimate, nondiscriminatory reasons not to promote a

specific SA.    See Def.’s Opp’n to Mot. for Class Cert. at 81–82.

These issues, however, are not germane to the liability stage of

a pattern and practice claim,16 are not relevant to the

plaintiffs’ disparate impact claim, and thus do not destroy

predominance.

          2.     Whether class action is superior method of
                 adjudication

     “‘Rule 23(b)(3) favors class actions where common questions

of law or fact permit the court to consolidate otherwise

identical actions into a single efficient unit.’”   Encinas, 265

F.R.D. at 10 (quoting Bynum I, 214 F.R.D. at 40); see also In re

Nifedipine Antitrust Litig., 246 F.R.D. 365, 371 (D.D.C. 2007)

(“[C]ertification is appropriate in cases in which a class action


16
  In Teamsters, the Supreme Court adopted a bifurcated approach
for pattern and practice class actions. In the first stage,
regarding liability, the plaintiffs have the burden to
“demonstrate that unlawful discrimination has been a regular
procedure or policy followed by an employer or group of
employers.” Teamsters, 431 U.S. at 360. “If the plaintiffs
succeed in establishing liability in the first phase, the court
may order class-wide injunctive and declaratory relief.” Taylor,
205 F.R.D. at 46 (citing Teamsters, 431 U.S. at 336). “If the
plaintiffs also seek individual monetary relief, they proceed to
the second phase, called a ‘Teamsters hearing.’” Id. (citing
Hartman, 88 F.3d at 1235 n.2). At the “Teamsters hearing,” the
plaintiffs are entitled to the presumption that “individual
[employment] decisions were made in pursuit of the discriminatory
policy[,]” Teamsters, 431 U.S. at 359, and the burden is on the
defendant to show that there was a legitimate, non-discriminatory
reason for the adverse employment decision such that the employee
is not entitled to additional, individualized relief. See
Hartman, 88 F.3d at 1235 n.2.
                                -50-

would promote judicial efficiency and uniformity of decision as

to persons similarly situated.” (internal quotation marks

omitted)); In re Lorazepam & Clorazepate Antitrust Litig., 202

F.R.D. 12, 31 (D.D.C. 2001) (explaining that a class action is

superior because “[a] class action would also provide inclusion

of those members who would otherwise be unable to afford

independent representation”).

     The alternative method of resolving the plaintiffs’ claims

is through individual, single-plaintiff suits.   A class action

will be more efficient than individual actions because all of the

cases will require the courts to determine whether the MPP

promotions process is discriminatory.   Moreover, a class action

will promote uniformity in decisions.   The plaintiffs also argue

that a class action is superior because many putative class

members will not pursue an individual suit “in light of the

substantial expert costs associated with documenting the MPP’s

discriminatory nature and impact[.]”    Pls.’ Mem. for Class Cert.

at 80.   The defendant counters that the hope of high damages

awards is sufficient to compel plaintiffs to bring individual

suits.   The Supreme Court has acknowledged that “‘[t]he policy at

the very core of the class action mechanism is to overcome the

problem that small recoveries do not provide the incentive for

any individual to bring a solo action prosecuting his or her

rights.’”   Amchem Prods., Inc. v. Windsor, 521 U.S. 591, 617
                                -51-

(1997) (quoting Mace v. Van Ru Credit Corp., 109 F.3d 338, 344

(7th Cir. 1997)).   However, “the text of Rule 23(b)(3) does not

exclude from certification cases in which individual damages run

high[.]”   Id.   Moreover, the defendants cite no evidence for

their assertion that the plaintiffs may potentially recover large

damage awards.   At any rate, the interests of efficiency and

uniformity support a finding that a class action is a superior

method of adjudicating the plaintiffs’ claims.   Thus, the class

will be certified under Rule 23(b)(3).

     C.    Notice

     If a court certifies a class under Rule 23(b)(3),

     the court must direct to class members the best notice
     that is practicable under the circumstances, including
     individual notice to all members who can be identified
     through reasonable effort. The notice must clearly and
     concisely state in plain, easily understood language:
          (i) the nature of the action;
          (ii) the definition of the class certified;
          (iii) the class claims, issues, or defenses;
          (iv) that a class member may enter an appearance
          through an attorney if the member so desires;
          (v) that the court will exclude from the class any
          member who requests exclusion;
          (vi) the time and manner for requesting exclusion;
          and
          (vii) the binding effect of a class judgment on
          members under Rule 23(c)(3).

Fed. R. Civ. P. 23(c)(2)(B).   The plaintiffs have not submitted a

proposed notice that satisfies all requirements of Rule 23(c)(2).

Accordingly, the plaintiffs will be ordered to file a proposed

order.
                               -52-

     D.   Appointment of class counsel

     The plaintiffs also seek an order appointing current

plaintiffs’ counsel as class counsel.    Rule 23(g) requires a

court to appoint

     adequate class counsel to represent the class after
     considering: (1) the work counsel has done in
     identifying or investigating potential claims in this
     action, (2) counsel’s experience in handling class
     actions, other complex litigation, and claims of the
     type asserted in the action, (3) counsel’s knowledge of
     the applicable law, and (4) the resources counsel will
     commit to representing the class.

Johnson v. District of Columbia, 248 F.R.D. 46, 58 (D.D.C.

2008) (internal quotation marks omitted).     Further, a “court

may consider any ‘other matter pertinent to counsel’s

ability to fairly and adequately represent the interests of

the class.’”   Id. (quoting Fed. R. Civ. P. 23(g)(1)(B)).

There is no dispute as to whether the plaintiffs’ class

counsel are appropriate, and there is no indication that

class counsel lack the experience and knowledge required to

represent the class.   Therefore, plaintiffs’ current counsel

will be appointed as class counsel.

                       CONCLUSION AND ORDER

     The plaintiffs have shown by a preponderance of the evidence

that Dr. Charles Mann is qualified to offer expert statistical

testimony and that his testimony is relevant and reliable.    The

plaintiffs have also satisfied Rule 23(a)’s prerequisites and
                                 -53-

Rule 23(b)(3)’s requirements for class certification.

Accordingly, it is hereby

        ORDERED that the defendant’s motion [703] to exclude the

testimony of Dr. Charles Mann be, and hereby is, DENIED.      It is

further

        ORDERED that the plaintiffs’ motion [677] for class

certification under Rule 23(b)(3) be, and hereby is, GRANTED.

The class consists of all current and former African-American

Special Agents who bid for promotion to a GS-14 position from

1995 to 2004 and were not promoted to GS-14 on the first bid list

on which they bid; and all current and former African-American

Special Agents who bid for promotion to a GS-15 position from

1995 to 2005 and were not promoted to GS-15 on the first bid list

on which they bid; but excluding Special Agents who served as an

Assistant Director, a Deputy Director, or the Director of the

Secret Service during the class period.    The class is certified

to adjudicate whether the Secret Service has a pattern and

practice of engaging in race discrimination in making promotions

decisions to GS-14 Special Agent positions from 1995 to 2004 and

GS-15 Special Agent positions from 1995 to 2005, and whether the

Secret Service’s Merit Promotion Plan had an adverse impact on

African-American Special Agents seeking promotion to GS-14

positions from 1995 to 2004 and GS-15 positions from 1995 to

2005.    The following will be appointed as class counsel:    John P.
                               -54-

Relman, Jennifer I. Klar, and Megan Cacace of Relman, Dane &

Colfax PLLC, and E. Desmond Hogan of Hogan Lovells USA.    It is

further

     ORDERED that the plaintiffs file by March 18, 2013 a

proposed order that complies with the requirements in Rule

23(c)(2)(B).

     SIGNED this 25th day of February, 2013.



                                             /s/
                                      RICHARD W. ROBERTS
                                      United States District Judge
