Case Information
*1 UNITED STATES DISTRICT COURT FOR THE DISTRICT OF COLUMBIA )
ROTHE DEVELOPMENT, INC., )
)
Plaintiff, )
) v. ) Civil Action No. 12-cv-0744 (KBJ) )
DEPARTMENT OF DEFENSE, et al. , )
)
Defendants. )
) MEMORANDUM OPINION
Section 8(a) of the Small Business Act, 15 U.S.C. § 637(a) (2012), establishes a business development program for “socially and economically disadvantaged small business concerns[.]” Id. § 637(a)(1)(B). Plaintiff Rothe Development, Inc. (“Rothe” or “Plaintiff”) is a small business based in San Antonio, Texas that has filed the instant action against the Department of Defense (“DOD”) and the Small Business Administration (collectively, “Defendants”) to challenge the constitutionality of the Section 8(a) program on its face. ( See Compl., ECF No. 1, ¶ 1.) Rothe argues that the statute’s definition of “socially disadvantaged” small business owners, 15 U.S.C. § 637(a)(5), is a racial classification that violates Rothe’s right to equal protection under the Due Process Clause of the Fifth Amendment of the United States Constitution. ( See Compl. ¶¶ 1–2.) Rothe also claims that Section 8(a) violates the nondelegation doctrine. ( See id. ; see also id. ¶ 30.)
The constitutional challenge that Rothe brings in the instant case is nearly
identical to the challenge brought in the case of
DynaLantic Corp. v. United States
Department of Defense
,
Before this Court at present are the parties’ cross-motions for summary
judgment, as well as the parties’ motions to limit or exclu de the proffered testimony of
each other’s expert witnesses—commonly referred to as “
Daubert
motions” based on
the Supreme Court’s seminal ruling on the admissibility of expert testimony in
Daubert
v. Merrell Dow Pharmaceuticals, Inc.
,
I. BACKGROUND
A. The Section 8(a) Program
Congress enacted the Small Business Act of 1953 (“the Act”), 15 U.S.C.
§§ 631–57s, in order to encourage and develop the “capacity of small business” in
America, and thereby to promote national “economic well-being” and “security[.]”
15 U.S.C. § 631(a) (1958). Section 8(a) of the Act grants the Small Business
Administration the authority to acquire procurement contracts from other government
agencies and to award or otherwise arrange for performance of those contracts by small
businesses “whenever [the agency] determines such action is necessary[.]” § 637(a).
This authority remained “dormant for a decade” after the Act’s passage, ,
The Section 8(a) program provides small businesses that socially and
economically disadvantaged individuals own—the Small Business Administration refers
to such businesses as “small disadvantaged businesses” or “SDBs,”
see
Small
*4
Disadvantaged Business Program, 73 Fed. Reg. 57,490 (Oct. 3, 2008)—with valuable
“technological, financial, and practical assistance, as well as support through
preferential awards of government contracts[,]” ,
§ 636(j)(10)(A)(i); “nonfinancial services” such as “loan packaging, [] financial counseling, [] accounting and bookkeeping assistance, [] marketing assistance, and [] management assistance[,]” id. § 636(j)(10)(A)(ii); assistance “obtain[ing] equity and debt financing[,]” id. § 636(j)(10)(A)(iii); and the opportunity to compete for certain government contracts that are limited to S ection 8(a) program participants, see id. § 637(a)(1)(D). Moreover, once admitted into the Section 8(a) program, participating SDBs may stay in the program for up to nine years, provided that they continue to meet the eligibility criteria for qualifying for—and remaining in—the program. See id. § 636(j)(10)(C); 13 C.F.R. § 124.2. Specifically, at all times applicants and participants must: (1) be a “small” business, as that term is defined in 13 C.F.R. § 121, see 13 C.F.R. §§ 124.101, 124.102; (2) demonstrate their business’s potential to succeed, see id. § 124.101; and (3) have a majority owner or owners who are current U.S. residents and citizens of good character, and who are also “socially and economically disadvantaged” as the statute defines those terms, *5 The dispute in the instant case centers on the statutory definition of “socially disadvantaged individuals.” Section 637 of Title 15 of the U.S. Code defines “[s]ocially disadvantaged individuals” as “those who have been subjected to racial or ethnic prejudice or cultural bias because of their identity as a member of a group without regard to their individual qualities.” 15 U.S.C. § 637(a)(5); see also id. § 631(f)(1)(B) (individuals may be “socially disadvantaged because of their identification as members of certain groups that have suffered the effects of discriminatory practices or similar invidious circumstances over which they have no control”). Pursuant to the statute, “such groups include, but are not limited to, Black Americans, Hispanic Americans, Native Americans, Indian tribes, Asian Pacific Americans, Native Hawaiian Organizations, and other minorities[.]” § 631(f)(1)(C). Thus, the statute establishes “a rebuttable presumption” that members of these particular groups, and certain other groups, are “socially disadvantaged[,]” 13 C.F.R. § 124.103(b)(1), and if an individual business owner is not a member of a presumptively socially disadvantaged group, then he or she “must establish individual social disadvantage by a preponderance of the evidence[,]” id. § 124.103(c)(1). See also id . § 124.103(c)(2) (explaining that sufficient “[e]vidence of individual social disadvantage” has several “elements[,]” including “[a]t least one objective distinguishing feature that has contributed to social disadvantage” and “[p]ersonal experiences of substantial and chronic social disadvantage in American society”).
In addition to defining “socially disadvantaged individuals[,]” the statute also defines “[e]conomically disadvantaged individuals[.]” 15 U.S.C. § 637(a)(6)(A). These are “socially disadvantaged individuals whose ability to compete in the free *6 enterprise system has been impaired due to diminished capital and credit opportunities as compared to others in the same business area who are not socially disadvantaged.” Id. Factors that determine economically disadvantaged status include “income for the past three years[,] . . . personal net worth, and the fair market value of all assets, whether encumbered or not.” 13 C.F.R. § 124.104(c). As explained, a small business that can demonstrate its ability to succeed and that is owned by an individual citizen of good character who is considered socially and economically disadvantaged within the statutory definitions is eligible to participate in the Section 8(a) program. See id. § 124.101.
The Section 8(a) program is but “one of a number of government-wide programs
[that are] designed to encourage the issuance of procurement contracts to” certain small
businesses, ,
§ 644(g)(1)(A)(iii) (“not less than 3 percent” for HUBZone small businesses)—and all of the statutory targets are “aspirational” and not mandatory, , 885 F. Supp. 2d at 244 (quotation marks omitted).
B. Rothe’s Claim
Rothe is a Texas corporation that operates in the computer services industry and bids on and performs government procurement contracts on a nationwide basis. ( See Affidavit of Dale Patenaude (“Patenaude Aff.”), Ex. 1 to Pl.’s Compl., ECF No. 1-1, at 3; see also Defs.’ Statement of Material Facts & Resp. to Pl.’s SOF (“Defs.’ SOF”), ECF No. 64-2, ¶ II.23; Pl.’s Resp. to Defs.’ Statement of Material Facts (“Pl.’s SOF Resp.”), ECF No. 68-1, ¶ I.1.) [3] Rothe employs approximately 120 individuals ( see Patenaude Aff. at 3), and it allegedly qualifies as a woman-owned small business under the Act and its accompanying regulations ( see id. ; Pl.’s SOF Resp. ¶ I.1). According to Plaintiff, Rothe derives “[a]pproximately 85-90%” of its annual gross income from government contracts. (Patenaude Aff. at 4; see also Pl.’s Statement of Material Facts *8 (“Pl.’s SOF”), ECF No. 55-1, ¶ 24.) Specifically, Rothe bids on and performs DOD and military contracts that, for the most part, fit into one of the following five North American Industry Classification System (“NAICS”) codes: Custom Computer Programming Services (541511); Computer Systems Design Services (541512); Computer Facilities Management Services (541513); Other Computer Related Services (541519); and Facilities Support Services (561210). (Patenaude Aff. at 3–4.) [4] Rothe does not participate in the Section 8(a) program and does not allege that it has ever applied to the program or otherwise sought certification as an SDB. ( See Patenaude Aff. at 2; Pl.’s SOF ¶ 18; see also Defs.’ SOF ¶ II.18.)
Rothe filed the instant action against the DOD and the Small Business Administration on May 9, 2012. ( See Compl.) The gravamen of Rothe’s complaint is that the Section 8(a) program “prevents Rothe from bidding on [DOD] contracts” on the basis of race in violation of Rothe’s rights under the equal protection component of the Due Process Clause of the Fifth Amendment ( id. ¶ 2), and that the program is an unconstitutional delegation of authority to the Small Business Administration “to make or enact racial classifications” ( ¶ 30). Accordingly, Rothe seeks (1) a declaratory judgment that the definition of “socially disadvantaged individuals” as set forth in the *9 statutes pertaining to the Section 8(a) program is unconstitutional on its face ( see ¶¶ 52–54); (2) a permanent injunction that prevents Defendants from using the “socially disadvantaged individuals” definition to exclude Rothe from bidding on contracts reserved for Section 8(a) participants ( see id. ¶¶ 56–59); and (3) an award of reasonable attorneys’ fees, costs, and expenses ( see id. ¶¶ 61–64).
Notably, as mentioned earlier, the legal claims in Rothe’s complaint are nearly
identical to the facial constitutional claim in the second amended complaint that was
filed in
DynaLantic Corp. v. Department of Defense
, a case that was pending in this
district when Rothe’s complaint was filed.
See
Second Am. Compl., DynaLantic v.
Dep’t of Defense,
C. DynaLantic Corp. v. Department of Defense
In
DynaLantic
, a small business that bid on and performed contracts and
subcontracts in the military simulation and training industry—but that did not
participate in the Section 8(a) program and was not an SDB—sued the DOD, the Small
Business Administration, and the Department of the Navy alleging,
inter alia
, that the
statutory provisions of Section 8(a) limiting certain contract awards to “small business
concerns owned and controlled by ‘socially and economically disadvantaged
individuals’” were unconstitutional on their face and also as applied to the industry in
which the plaintiff operated. DynaLantic’s Second Am. Compl. ¶ 9;
see also
,
With respect to the applicable legal standards, the Court explained that to prevail
on its facial constitutional claim DynaLantic would have to “‘establish that no set of
circumstances exist[ed] under which the [challenged provisions] would be valid.’”
at 249 (quoting
United States v. Salerno
,
The Court then engaged in a detailed examination of the challenged statutory
provisions, the arguments of the parties and their amici, relevant precedent, and the
extensive record evidence, including disparity studies on racial discrimination in federal
contracting across various industries.
See id.
at 251–80, 283– 91. Ultimately, the Court
concluded “that Congress ha[d] a compelling interest in eliminating the roots of racial
*11
discrimination in federal contracting, funded by federal money[,]” and also that the
government “ha[d] established a strong basis in evidence to support its conclusion that
remedial action was necessary to remedy that discrimination” insofar as it provided
“extensive evidence of discriminatory barriers to minority business formation . . . [and]
minority business development,” as well as “significant evidence that, even when
minority businesses are qualified and eligible to perform contracts in both the public
and private sectors, they are awarded these contracts far less often than their similarly
situated non-minority counterparts.”
Id.
at 279. The Court also found that DynaLantic
had failed “to present credible, particularized evidence that undermined the
government’s compelling interest [or that] demonstrated that the government’s evidence
‘did not support an inference of prior discrimination and thus a remedial purpose.’”
Id.
(quoting
Wygant v. Jackson Bd. of Educ.
,
With respect to narrow tailoring, the
DynaLantic
court considered several
factors, including: “(1) the efficacy of alternative, race-neutral remedies, (2) flexibility,
(3) over- or under-inclusiveness of the program, (4) duration, (5) the relationship
between numerical goals and the relevant labor market, and (6) the impact of the
remedy on third parties.” at 283 (citing
United States v. Paradise
,
The parties in
DynaLantic
cross-appealed to the United States Court of Appeals
for the District of Columbia Circuit in October of 2012.
See
Defs.’ Notice of Appeal,
DynaLantic v. Dep’t of Defense,
D. Procedural History
As noted, Rothe filed its action challenging the facial constitutionality of the Section 8(a) program on May 9, 2012, while the DynaLantic case was still pending in *13 the district court—both actions were treated as related cases and assigned to the same district judge. That judge permitted discovery to proceed in the instant matter at the parties’ urging ( see Scheduling Order, Sept. 18, 2012, ECF No. 23, at 2; see also Pl.’s Suppl. Resp. to the Court’s Minute Orders & Scheduling Recommendations, ECF No. 21, at 4; Defs.’ Suppl. Resp. to the Court’s Minute Orders & Scheduling Recommendations, ECF No. 22, at 5), and discovery continued even after the opinion upholding the facial constitutionality of the Section 8(a) program issued. The instant action was transferred to the undersigned on April 5, 2013, while discovery was still underway. ( See Minute Entry, Apr. 5, 2013; see also Am. Scheduling Order, ECF No. 24, at 2; Minute Order, Dec. 18, 2012 (extending discovery period); Minute Order, Mar. 25, 2013 (same).)
During the discovery period, the parties prepared and exchanged expert reports regarding evidence of discrimination in government contracting. Defendants retained two experts, who testified, broadly speaking, that socially disadvantaged and minority- owned small businesses are significantly less likely, statistically, to win government contracts than their non-minority and non-SDB counterparts ( see Report of Defs.’ Expert Robert N. Rubinovitz (“Rubinovitz Report”), ECF No. 44-3, at 12; Additional Analysis by Dr. Robert Rubinovitz (“Rubinovitz Suppl. Report”), ECF No. 44-4, at 2), and that minority-owned businesses across the country are substantially underutilized in government contracting—a phenomenon that, according to these experts, cannot be explained by nondiscriminatory factors ( see Report of Defs.’ Expert Jon Wainwright (“Wainwright Report”), ECF No. 46-3, at 27, 97). Plaintiff also engaged two experts, and Plaintiff’s experts maintained that Defendants’ experts’ conclusions were incorrect *14 largely because their data and methods were flawed. ( See, e.g. , Report of Pl.’s Expert Dale Patenaude (“Patenaude Report”), ECF No. 49-2, at 2; Report of Pl.’s Expert John Charles Sullivan (“Sullivan Report”), ECF No. 49-4, at 11–12, 23–37.)
A series of Daubert motions followed: specifically, Rothe filed a single motion to exclude or limit the testimony of Defendants’ experts Robert Rubinovitz and Jon Wainwright ( see Pl.’s Mot. to Exclude or Limit Test. of Defs.’ Experts & Mem. in Supp. (“Pl.’s Daubert Br.”), ECF No. 45) on the grounds that their testimony is both unreliable and irrelevant to the factual matters at hand. Defendants filed two separate motions to exclude the reports and testimony of Plaintiff’s experts Dale Patenaude and John Charles Sullivan. ( See Defs.’ Mot. in Limine to Exclude the Expert Reports & Test. of Pl.’s Expert Dale Patenaude (“Defs.’ Patenaude Daubert Mot.”), ECF No. 44; Defs.’ Mot. in Limine to Exclude the Testimony and Ops. of Pl.’s Expert John Charles Sullivan, Esq. (“Defs.’ Sullivan Daubert Mot.”), ECF No. 46.) In essence, Defendants contend that Plaintiff’s experts are not qualified to testify as experts and that their proffered testimony is unreliable. ( See Defs.’ Mem. in Supp. of Defs.’ Patenaude Daubert Mot. (“Defs.’ Patenaude Daubert Br.”), ECF No. 44-1, at 9–19; Defs.’ Mem. in Supp. of Defs.’ Sullivan Daubert Mot. (“Defs.’ Sullivan Daubert Br.”), ECF No. 46-1, at 9–20.)
Rothe then filed a motion for summary judgment with respect to its claim that the definition of “socially disadvantaged individual” as it appears in the Act and is used in the context of administering the Section 8(a) program is unconstitutional on its face. ( See Pl.’s Mot. for Summ. J., ECF No. 55.) Rothe’s motion argues, first, that Section 8(a)’s definition of socially disadvantaged individuals “is unconstitutional racial *15 balancing, for which there is no compelling interest, and for which narrow tailoring is impossible”; and second, that the definition violates the nondelegation doctrine insofar as it “lack[s] any intelligible principle to limit the Executive’s discretion in deciding whether racial, ethnic or cultural bias has occurred or even what constitutes a racial, ethnic, or cultural group.” (Pl.’s Mem. in Supp. of Pl.’s Mot. for Summ. J. (“Pl.’s MSJ Br.”), ECF No. 56, at 7.)
Defendants responded by filing a cross-motion for summary judgment (Defs.’
Cross-Mot. for Summ. J., ECF No. 64), in which Defendants maintain that “Rothe’s
facial challenge is identical to that brought and rejected in
DynaLantic
. . . and fails for
the same reasons” (Defs.’ Mem. in Supp. of Defs.’ Cross-Mot. for Summ. J. & Resp. to
Pl.’s Mot. for Summ. J. (“Defs.’ MSJ Br. & Resp.”), ECF No. 64-1, at 13).
Specifically, Defendants assert that (1) the government has a compelling “interest in
‘breaking down barriers to minority business development created by discrimination
and its lingering effects’” (
id.
(quoting
DynaLantic
,
This Court held a hearing on the parties’ Daubert and cross summary judgment motions on October 20, 2014.
II. DAUBERT MOTIONS
This Court will address the parties’
Daubert
arguments first, because “[i]f the
Court finds [an expert’s] opinions to be clearly unreliable, it may disregard his reports
in deciding whether plaintiffs have created a genuine issue of material fact.”
McReynolds v. Sodexho Marriott Servs., Inc.
,
As concerns Defendants’ experts, Rothe contends that Rubinovitz’s and Wainwright’s testimony is irrelevant because it has not been submitted to Congress ( see Pl.’s Daubert Br. at 4), and that it contains both inadmissible legal conclusions—such as whether the strong basis in evidence requirement has been met ( see id. at 10, 12)— and unreliable opinions regarding statistical facts ( see id. at 16–17 (arguing that Defendants’ experts have analyzed contracting data using fewer than all six-digits of only some NAICS codes such that not every industry and subsector is captured)). For their part, Defendants contend that neither Patenaude nor Sullivan qualifies as an expert in any field of scientific knowledge that is pertinent to the instant case ( see Defs.’ Patenaude Daubert Br. at 9–12; Defs.’ Sullivan Daubert Br at 9–14), and that Patenaude’s and Sullivan’s testimony is unreliable because both experts rely on inaccurate data and employ methods in their critiques of Rubinovitz and Wainwright that are speculative and scientifically unproven ( see Defs.’ Patenaude Daubert Br. at *17 12–19; Defs.’ Sullivan Daubert Br. at 14–20). Defendants further contend that Sullivan’s testimony contains impermissible legal opinions, such as whether the disparity studies at issue are legally sufficient to justify the Section 8(a) program. ( See Defs.’ Sullivan Daubert Br. at 20.)
For the reasons that follow, this Court finds that Rubinovitz’s and Wainwright’s expert reports are reliable and potentially helpful to the trier of fact, and thus properly admitted, while Patenaude’s and Sullivan’s testimony fails to conform with the applicable legal standards related to expert qualifications and reliability, and therefore must be excluded.
A. Legal Standard For Admitting Expert Evidence
Federal Rule of Evidence 702 governs the admissibility of expert evidence. It provides that:
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. Rule 702 “imposes a special obligation on a trial judge to ‘ensure
that any and all scientific testimony . . . is not only relevant, but reliable.’”
Kumho Tire
Co. v. Carmichael
,
*18
Rule 702 requires that an expert be qualified to testify on the basis of
“knowledge, skill, experience, training, or education[,]” and thus encompasses “not
only experts in the strictest sense of the word, e.g., physicians, physicists, and
architects, but also the large group sometimes called ‘skilled’ witnesses, such as
bankers or landowners testifying to land values.” Fed. R. Evid. 702 advisory
committee’s note (1972) (internal quotation marks and citation omitted). While “a
person who holds a graduate degree typically qualifies as an expert in his or her
field[,]”
Khairkhwa v. Obama
,
Once the court is satisfied that the witness is an expert within the meaning of
Rule 702, “[u]nder
Daubert
the district court is required to address two questions, first
whether the expert’s testimony is based on ‘scientific knowledge,’ and second, whether
the testimony ‘will assist the trier of fact to understand or determine a fact in issue.’”
Meister v. Med. Eng’g Corp.
, 267 F.3d 1123, 1126 (D.C. Cir. 2001) (quoting
Daubert
,
*19
There are several factors that courts typically consider in making a scientific
validity determination: “(1) whether the theory or technique can be and has been tested;
(2) whether the theory or technique has been subjected to peer review and publication;
(3) the method’s known or potential rate of error; and (4) whether the theory or
technique finds general acceptance in the relevant scientific community.”
Ambrosini
,
The second
Daubert
prong relates to relevance and is fairly straightforward.
See
Ambrosini
,
B. The Proffered Expert Evidence In The Instant Case 1. Rubinovitz’s Testimony Is Reliable, Relevant, And Admissible Robert Rubinovitz holds a Ph.D. in economics from the Massachusetts Institute of Technology and currently serves as the Deputy Chief Economist at the United States Department of Commerce. ( See Rubinovitz Report at 2.) Using regression analysis, Rubinovitz claims to have isolated the effect of minority ownership on the likelihood of a small business receiving government contracts. ( See id. at 10–12; see also Rubinovitz Suppl. Report at 2.) [6] Specifically, Rubinovitz used a “logit model” (Rubinovitz Report at 10), to examine government contracting data for fiscal year 2012 that he collected from the General Services Administration’s System for Award Management, the Federal Procurement Data System, the Small Business Administration, and other public and private sources ( see id. at 4–9 (discussing sources)), in order to determine “whether the data show any difference in the odds of contracts being won by minority-owned small *21 businesses, particularly those identified as SDBs and those that are part of the 8(a) program, relative to other small businesses” ( id. at 10). Rubinovitz controlled for other variables that could “influence the odds of whether or not a given firm wins a contract” ( id. at 11)—such as business size, age, and level of security clearance ( see id. )—and concluded that “the odds of minority-owned small firms and non-8(a) SDB firms winning contracts were lower than small non-minority and non-SDB firms” ( at 12). In particular, “the odds of an SDB firm winning a contract is roughly 11 percent lower than other types of small businesses, while small minority-owned firms, regardless of whether they are SDBs or in the 8(a) program, had roughly 30 percent lower odds of winning a contract than other firms.” ( ) In addition, Rubinovitz found that “non- 8(a) minority-owned SDBs are statistically significantly less likely to win a contract in industries accounting for 94.0% of contract actions, 93.0% of dollars awarded, and in which 92.2% of non-8(a) minority-owned SDBs are registered[,]” and that “[t]here is no industry where non-8(a) minority owned SDBs have a statistically significant advantage in terms of winning a contract from the federal government.” (Rubinovitz Suppl. Report at 2.) This Court has considered Rothe’s objections to Rubinovitz’s testimony, and concludes that the testimony is fully admissible under Rule 702.
First of all, Rubinovitz’s qualifications to testify as an expert are undisputed (
see
Hr’g Tr. at 17:18–18:1 (Plaintiff’s counsel conceding that Defendants’ experts are
qualified)), and this Court finds that Rubinovitz is, indeed, qualified “by knowledge,
skill, experience, training, [and] education[,]” Fed. R. Evid. 702. As for the reliability
of Rubinovitz’s testimony, this Court rejects Rothe’s contention that Rubinovitz’s
expert opinion is based on insufficient data,
i.e.
, that his analysis of data related to a
*22
subset of the relevant industry codes is too narrow to support his scientific conclusions.
(
See, e.g.
, Pl.’s
Daubert
Br. at 16–17.) It is well established that a court may not
exclude an expert’s otherwise reliable and relevant testimony simply because, without
more, the testimony is insufficient to prove a proponent’s
entire
case.
See, e.g.
,
McReynolds
,
Moreover, Rubinovitz specifically addresses Rothe’s critique about his data set,
explaining that, from a mathematical perspective, excluding certain NAICS codes and
analyzing data at the three-digit level actually
increases
the reliability of his results.
For example, because “NAICS is a hierarchical classification system” and “industry
classifications become more narrowly defined—and more sparsely populated” as “more
digits are added to the code,” Rubinovitz explains that he opted to “use codes at the
three-digit level as a compromise[,] balancing the need to have sufficient data in each
industry grouping and the recognition that many firms can switch production within the
broader three-digit category.” (Rubinovitz Report at 5.) Rubinovitz also excluded
“[c]ertain NAICS industry groups” from his regression analyses “because of incomplete
data, irrelevance, or because data issues in a given NAICS group prevented the
regression model from producing reliable estimates[.]” ( at 7;
see also id.
at 8
(listing NAICS codes not included in analyses).) This Court finds that Rubinovitz’s
reasoning with respect to the exclusions and assumptions he makes in the analysis are
*23
fully explained and scientifically sound; thus, his exclusions are not a valid basis for
concluding that his expert testimony is unreliable.
Cf. Daubert
,
Rothe also contends that, even if Rubinovitz’s testimony is reliable, it should be
deemed irrelevant to this Court’s assessment of Section 8(a) ’s constitutionality because
it is
new
evidence, in the sense that Rubinovitz’s testimony was not before Congress at
the time it enacted or reauthorized Section 8(a). (
See
Pl.’s
Daubert
Br. at 4 (“The law
is now very clear that post-reauthorization evidence is precluded and that experts are
neither required for, nor relevant to, the required causal relationships between the
alleged data before Congress and the statutory racial classification that Congress
enacted.” (citing
Rothe Dev. Corp. v. Dep’t of Defense
,
This Court also disagrees with Rothe’s assertion that Rubinovitz’s testimony
should be excluded as irrelevant because it contains an inadmissible legal conclusion.
(
See
Pl.’s
Daubert
Br. at 12.) Rothe points to an excerpt from Rubinovitz’s deposition
where Rubinovitz was asked if the results of his analyses are “consistent with a finding
that SDBs face discrimination” (
id.
(citation omitted)), and Rubinovitz answered in the
affirmative—“[i]t would be consistent with that finding, yes” ( (citation omitted)).
Rothe insists that such testimony “cannot properly assist the trier of fact” in
*25
understanding the evidence or determining facts in issue and thus is not relevant under
Daubert
. ( at 2);
see also Burkhart v. Wash. Metro. Area Transit Auth.
, 112 F .3d
1207, 1212 (D.C. Cir. 1997). But it is clear beyond cavil that an expert may give “his
‘opinion as to facts that, if found, would support a conclusion that the legal standard at
issue was satisfied[.]’”
Kapche v. Holder
,
In sum, Rubinovitz qualifies as an expert, and his testimony is both reliable and relevant. Therefore, this Court will admit and consider Rubinovitz’s expert testimony when evaluating the parties’ cross-motions for summary judgment.
2. Wainwright’s Testimony Is Reliable, Relevant, And Admissible Defendants’ second expert witness, Jon Wainwright, is a senior vice president at NERA Economic Consulting and holds a Ph.D. in economics from the University of Texas at Austin. ( See Wainwright Report at 7.) Wainwright represents that he has “served as the project director and principal investigator for more than 30 studies of business discrimination” ( ), and he has also testified before Congress regarding *26 business discrimination on several occasions ( see at 8). Wainwright’s report in the instant case primarily concerns disparity studies, which are studies designed to measure the availability and utilization of minority-owned businesses (“MBEs”) in government contracting. ( See id. at 13 (“A disparity analysis of public spending is simply a comparison of MBE utilization to MBE availability in various categories of contracting relevant to a given agency.”).) Wainwright reviewed the results of 107 studies conducted since the year 2000, all but 32 of which were submitted to Congress. ( See id. at 16.) Specifically, Wainwright examined the disparity indexes for these studies, which he calculated “by dividing the respective MBE utilization percentage by its associated MBE availability percentage, and multiplying the result by 100.” ( Id. at 28.) In his expert report, Wainwright explains that “[a] disparity index of 100 or more indicates that MBEs are being utilized at or above their estimated availability level[,]” while “[a] disparity index of less than 100 indicates that MBEs are being utilized below their estimated availability level.” ( Id. ) Significantly for present purposes, Wainwright states that “[a] disparity index of 80 or lower is commonly taken as a strong indicator that discrimination is adversely affecting MBEs.” ( Id. (citing 29 C.F.R. § 1607.4(d)).) In Wainwright’s opinion, the disparity studies he examined share a “widespread finding of substantial underutilization of MBEs throughout the United States” across several industries. ( at 27.)
This Court has considered the proffered expert testimony and the relevant
admissibility factors and finds that Wainwright’s testimony is admissible. Rothe does
not contest that Wainwright is qualified to testify as an expert (
see
Hr’g Tr. at 17:18–
18:1), and Defendants have demonstrated that Wainwright’s testimony is both reliable
*27
and relevant. In particular, Wainwright’s clearly-explained methodology appears to be
scientifically valid, and his testimony regarding such a large body of record evidence
will assist the factfinder in determining whether the data shows that the applicable legal
standards in this case have been satisfied.
See Ambrosini
,
Rothe’s arguments to the contrary largely mirror the arguments Rothe makes in attacking Rubinovitz’s testimony, and are similarly unpersuasive. For instance, Rothe once again contends that post-enactment evidence is inadmissible per se . ( See, e.g. , Pl.’s Daubert Br. at 4 (“The reports—and thus the testimony—of Defendants’ experts were never placed before or considered by Congress, which renders them irrelevant as a matter of United States Constitutional law, and therefore inadmissible under [the] Federal Rules of Evidence[.]” (citations omitted)).) As explained above, this Court rejects Rothe’s argument against post-enactment evidence and adopts instead the DynaLantic court’s holding that such evidence is not only admissible but also particularly relevant in the circumstances presented here. See DynaLantic , 885 F. Supp. 2d at 258. Consequently, this Court also rejects Rothe’s argument that, to the extent that Wainwright’s expert “report mixes disparity studies that were allegedly before Congress with ones that were not[,]” Wainwright’s testimony is unreliable and inadmissible. (Pl.’s Daubert Br. at 15.)
Rothe further maintains that Wainwright’s testimony is inadmissible because
“the final paragraph of Mr. Wainwright’s report is a legal conclusion.” ( at 10;
see
also id.
(“The Wainwright report, at best, is ultimately the same legal conclusion the
Dynalantic
court drew[.]”).) In that paragraph, Wainwright concludes that (1) “the
studies submitted to Congress, taken as a whole, provide strong evidence of large,
*28
adverse, and often statistically significant disparities between minority participation in
business enterprise activity and the availability of those businesses”; (2) “these
disparities are not explained solely, or even largely, by differences in factors other than
race and sex that are untainted by discrimination”; and (3) “these disparities therefore
are consistent with the presence [of] discrimination in the business market.”
(Wainwright Report at 97.) Contrary to Rothe’s assertion, Wainwright is not testifying
that Section 8(a) survives strict scrutiny; instead, he is offering his expert opinion about
what, if anything, the studies he examined demonstrate. (
See, e.g.
, at 7 (explaining
that the studies “contain significant evidence of large and adverse disparities facing
minority business enterprises” and that such disparities “are consistent with the
presence of discrimination and its lingering effects in the small business contracting
environment”).) Even setting aside the fact that the appropriate remedy for an alleged
statement of legal opinion is to exclude only that particular portion of testimony,
see,
e.g.
,
Halcomb v. Wash. Metro. Area Transit Auth.
,
Finally, Rothe argues that Wainwright’s testimony is unreliable because of
alleged flaws in the disparity studies that form the basis of Wainwright’s expert report.
*29
(
See
Pl.’s
Daubert
Br. at 13–14.) Specifically, Rothe asserts that “the disparity studies
do not all classify the same industries in the same way” (
id.
at 13), and that “[n]o
collective inference can be drawn when the same industries are placed in different
industry groups in different studies” ( at 14). But even if Rothe’s contentions are
correct, an attack on the underlying disparity studies does not necessitate the remedy of
exclusion; rather, it is clear that “[v]igorous cross-examination, presentation of contrary
evidence, and careful instruction on the burden of proof are the traditional and
appropriate means of attacking shaky but admissible [scientific] evidence.”
Daubert
,
Accordingly, this Court concludes that Wainwright’s expert testimony is admissible evidence, and the Court will consider it when assessing the pending cross- motions for summary judgment.
3. Patenaude Is Not Qualified To Testify As A Rebuttal Expert Here Rothe’s first expert witness, Dale Patenaude, is the vice president of Rothe and the husband of Rothe’s president, Suzanne Patenaude. ( See Patenaude Report at 2; Patenaude Aff. at 2.) Patenaude holds an undergraduate degree in electrical engineering from the University of Texas at Austin and has worked in government contracting—at *30 Rothe—since 1972. ( See Patenaude Report at 2.) “During that time[,]” Patenaude states, “it has been [his] job, avocation and passion to review and analyze . . . data on small and small disadvantaged businesses for the purpose of knowing where contracts were being distributed in order to better understand the bid process for federal government contracts[.]” ( Id. ) Patenaude also states that he “operate[s] [his] own consulting business that provides this same type of econometric analysis consulting to other businesses to improve their business and bidding efficiencies.” ( )
Rothe offers Patenaude’s testimony “as a response to the errors and omissions in the reports served by Defendants[.]” (Pl.’s Resp. to Defs.’ Daubert Mots. (“Pl.’s Daubert Resp.”), ECF No. 49, at 1.) However, it is undisputed that Patenaude does not have any formal education or training in statistical or econometric analysis ( see Dep. of Dale Patenaude (“Patenaude Dep.”), ECF No. 44-9, at 34:3–11), and he has never worked with regression models prior to this case ( at 45:12–14). Thus, Patenaude purports to refute Rubinovitz’s testimony “by using basic addition, subtraction, multiplication, and division[.]” (Pl.’s Daubert Resp. at 2.) Moreover, Patenaude’s report does not address the statistical significance of any of his calculations. ( See Patenaude Dep. at 50:3–7 (“I didn’t do any statistics that required computation of statistical significance. Mine were 100 percent significant because they weren’t statistics.”); see also id. at 16:4–6 (conceding that Patenaude “can’t really explain” “how statistical significance is computed”).)
Based on Patenaude’s own admissions regarding his lack of training, education,
knowledge, skill, and experience in any statistical or econometric methodology,
Patenaude is plainly unqualified to testify as an expert with respect to Rubinovitz’s or
*31
Wainwright’s reports.
See, e.g.
,
Arias v. DynCorp
,
4. Sullivan’s Testimony Is Unreliable And Inadmissible Rothe’s second expert witness, John Sullivan, holds a J.D. from the University of Maryland Law School and an undergraduate degree in English and writing from Loyola College in Baltimore, Maryland. ( See Sullivan Report at 50; Dep. of John Charles Sullivan (“Sullivan Dep.”), ECF No. 46-9, at 10:8– 21.) Sullivan has published various *32 articles on affirmative action and government contracting ( see Sullivan Report at 51), has worked on several disparity studies with his colleague George LaNoue ( see id. ; see also Sullivan Dep. at 15:21–16:1 (explaining that Sullivan and LaNoue “worked in tandem”)), and has also testified before Congress regarding a particular disparity study that the Commerce Department conducted in 1998 ( see Sullivan Report at 53). Sullivan acknowledges that he is neither an economist nor a statistician, and that he does not hold a degree in either field. ( See Sullivan Dep. at 9:16–10:1.)
In the proffered expert report, Sullivan purports to “apply [his] extensive experience and research in the field of disparity studies to examine the record offered by the government to support its 8(a) program.” (Sullivan Report at 5.) Specifically, Sullivan criticizes the vast majority of disparity studies analyzed in Wainwright’s report for, inter alia , examining state and local—as opposed to federal—contracting ( see id. at 3), for utilizing census data ( see id. at 7, 11–13), and for relying on otherwise “stale” information ( at 13). Sullivan also repeats Rothe’s arguments against post-enactment evidence and against analyzing NAICS codes at anything less than the 6-digit level. ( See id. at 6 (“Studies that are not before Congress cannot be used to justify a Congressional program.”); id. at 4 (“The proper level of analysis should be the precise six digit NAICS level[.]”).) Ultimately, Sullivan concludes that the record in the instant case “while hefty, is not sufficient. It does not justify the racial preferences of the [Small Business Administration]’s 8(a) program.” ( at 48.)
This Court finds that, even assuming that Sullivan is qualified to testify as an
expert on disparity studies based on his experience, Rothe has failed to demonstrate by
a preponderance of the evidence that Sullivan’s testimony is reliable.
See Heller v.
*33
District of Columbia
,
Therefore, this Court cannot find that Sullivan’s proffered testimony “is properly
grounded, well-reasoned, and not speculative[.]” Fed. R. Evid. 702 advisory
committee’s note (2000);
see also Heller
,
Consequently, this Court will exclude Sullivan’s testimony from its consideration of the parties’ cross-motions for summary judgment.
III. CROSS-MOTIONS FOR SUMMARY JUDGMENT
The plaintiff in
DynaLantic
asserted (as Rothe does here) that the race conscious
provisions of Section 8(a) rendered the statute unconstitutional on its face, and the
DynaLantic
court fully and thoroughly analyzed the plaintiff’s legal position.
See DynaLantic
,
A. Applicable Legal Standard For Summary Judgment
Federal Rule of Civil Procedure 56 makes clear that summary judgment is
appropriate only if there is “no genuine dispute as to any material fact and the movant
is entitled to judgment as a matter of law.” Fed. R. Civ. P. 56(a). The court’s role in
deciding a summary judgment motion is not to “determine the truth of the matter, but
instead [to] decide only whether there is a genuine issue for trial.”
Barnett v. PA
Consulting Grp., Inc.
,
In determining whether there is a genuine dispute about material facts, the court
must view the evidence in the light most favorable to the non-moving party and draw all
reasonable inferences in that party’s favor.
See, e.g.
,
Grosdidier v. Broad. Bd. of
Governors, Chairman
,
“The rule governing cross-motions for summary judgment . . . is that neither
party waives the right to a full trial on the merits by filing its own motion; each side
concedes that no material facts are at issue only for the purposes of its own motion.”
Sherwood v. Wash. Post
,
B. The Section 8(a) Program Is Constitutional On Its Face
The Supreme Court repeatedly has noted that “[f]acial challenges are disfavored
for several reasons[,]” not the least of which is that such challenges “run contrary to the
fundamental principle of judicial restraint that courts should neither anticipate a
question of constitutional law in advance of the necessity of deciding it nor formulate a
rule of constitutional law broader than is required by the precise facts to which it is to
be applied.”
Wash. State Grange v. Wash. State Republican Party
,
The parties in the instant case, like the parties in
DynaLantic
, disagree about
which legal standard applies to this particular facial challenge. (
See
Pl.’s MSJ Br. at
11–12; Defs.’ MSJ Br. & Resp. at 27–29);
see also DynaLantic
,
Faced with these same conflicting positions, the
DynaLantic
court held that the
Salerno
test applies to facial challenges to the Section 8(a) program because “the
Salerno
test has been adopted by this Circuit and [continually] cited with approval[.]”
,
This Court also agrees with the
DynaLantic
court (and the parties) that, “to the
extent that the Section 8(a) program relies on race-conscious criteria,” this Court must
employ “strict scrutiny” to determine whether its application is constitutional in a
particular circumstance.
DynaLantic
,
The requirements for satisfying strict scrutiny—
i.e.
, a compelling government
interest and narrow tailoring—are well established. To demonstrate a compelling
*39
interest, Defendants must make two showings: “[f]irst, the government must ‘articulate
a legislative goal that is properly considered a compelling government interest.’”
,
Once a compelling interest is established, the government must further “show
that ‘the means chosen to accomplish the government’s asserted purpose [are]
*40
specifically and narrowly framed to accomplish that purpose.’”
Id.
at 283 (alteration in
original) (quoting
Grutter v. Bollinger
,
With the relevant legal standards in mind and consistent with the
DynaLantic
court’s reasoning and conclusion, this Court finds that there are no genuine issues of
material fact regarding the facial constitutionality of the Section 8(a) program for
several reasons. First, the government has articulated an established compelling
interest for the program—namely, remedying “race-based discrimination and its
effects[.]” (Defs.’ MSJ Br. & Resp. at 35);
see also DynaLantic
,
Furthermore, Defendants have established that the Section 8(a) program is
narrowly tailored to achieve the established compelling interest. As the court discussed at great length, the Section 8(a) program satisfies all six dimensions of
narrow tailoring. First, alternative race-neutral remedies have proved unsuccessful in
addressing the discrimination targeted here.
See DynaLantic
,
Accordingly, this Court concurs with the DynaLantic court’s conclusion that the strict scrutiny standard has been met, and that the Section 8(a) program is facially constitutional despite its reliance on race-conscious criteria. See id. at 293. In so holding, this Court incorporates by reference the reasoning in Parts III.A through III.D.1.(c) and Part III.E of the memorandum opinion, and adopts it as its own. See id. at 251–80, 283–91.
This means that Rothe’s insistence that “[S]ection 8(a)’s racial classification is
unconstitutional racial balancing, for which there is no compelling interest, and for
which narrow tailoring is impossible” (Pl.’s MSJ Br. at 7) is unavailing, and for good
reason. With respect to the compelling interest factor, Rothe does not appear to dispute
that the government has a compelling interest in eliminating discrimination in federal
contracting; instead, Rothe maintains that Defendants have failed to show a strong basis
in evidence that race-based remedial action is necessary to achieve that interest largely
because—as Rothe repeatedly has argued—post-enactment evidence is irrelevant, and
the disparity studies on which Defendants rely are flawed. (
See id.
at 37–43, 48–60.)
This Court has already rejected Rothe’s argument against post-enactment evidence and
adopted instead the
DynaLantic
court’s holding that such evidence is not only
admissible but also particularly relevant in the circumstances presented here.
See
supra
, Part II.B.2. And this Court also finds that “[o]n balance,” the disparity studies
on which Defendants and their experts rely “reveal large, statistically significant
barriers to business formation among minority groups that cannot be explained by
factors other than race[,]” ,
Moreover, the record evidence clearly shows “that qualified, eligible minority-
owned firms are excluded from contracting markets, and accordingly provide[s]
powerful evidence from which an ‘inference of discriminatory exclusion could arise.’”
at 268 (quoting
City of Richmond v. J.A. Croson Co.
,
With respect to narrow tailoring, Rothe is both factually and legally misguided
when it argues that Section 8(a)’s race- conscious provisions cannot be narrowly tailored
because they “appl[y] across the board in equal measure, for all preferred races, in all
markets and sectors.” (Pl.’s MSJ Br. at 11;
see also
Pl.’s MSJ Resp. & Reply at 66–
68.) This assertion is factually incorrect because, as the
DynaLantic
court noted, “[t]he
presumption that a minority applicant is socially disadvantaged may be rebutted if [the
Small Business Administration] is presented with credible evidence to the contrary[,]”
,
Rothe is also mistaken when it argues that the Section 8(a) program should be struck down as not narrowly tailored because purported “overutilization of 8(a) firms in Rothe’s primary NAICS codes imposes an undue burden on Rothe[.]” (Pl.’s MSJ Resp. & Reply at 15.) With this argument, Rothe invites the Court to compare the “percentage of total small business dollars in federal procurement that 8(a) firms in Rothe’s NAICS codes are being awarded . . . to the overall availability of 8(a) firms in Rothe’s NAICS codes” and argues that this comparison demonstrates that , far from being underutilized, Section 8(a) program participants in those NAICS codes actually receive a disproportionate share of federal contracting dollars. ( at 13.) Even if this is true—and this Court has significant doubts about the accuracy of Rothe’s calculations—Rothe’s allegations pertain to a mere five NAICS codes and at best give rise to an as-applied critique; they are manifestly insufficient to warrant invalidation of Section 8(a) on its face and in its entirety.
C. Section 8(a) Does Not Violate The Nondelegation Doctrine
Undaunted, Rothe also contends that, by enacting the Section 8(a) program,
Congress has unconstitutionally delegated legislative authority to the executive
branch—
i.e.
, that Section 8(a) violates the nondelegation doctrine. (
See
Pl.’s MSJ Br.
*46
at 40–44.) Rooted in the principle of separation of powers and derived from Article I of
the Constitution, “[t]he nondelegation doctrine prohibits Congress from making
unbridled delegations of authority” to other branches.
Mich. Gambling Opp’n v.
Kempthorne
,
Here, Rothe maintains that Section 8(a) contains insufficient guidance “to limit the [Small Business Administration’s] discretion in deciding whether racial, ethnic or cultural bias has occurred or even what constitutes a racial, ethnic, or cultural group.” (Pl.’s MSJ Br. at 7.) Rothe is wrong for at least two reasons. First, Congress has specifically defined “[s]ocially disadvantaged individuals” as “those who have been subjected to racial or ethnic prejudice or cultural bias because of their identity as a member of a group without regard to their individual qualities[,]” 15 U.S.C.
§ 637(a)(5), and it has further explained that “many such persons are socially disadvantaged because of their identification as members of certain groups that have suffered the effects of discriminatory practices or similar invidious circumstances over which they have no control[,]” § 631(f)(1)(B). The statute pertaining to the Section 8(a) program also supplies examples of “such groups includ[ing], but [ ] not limited to, Black Americans, Hispanic Americans, Native Americans, Indian tribes, Asian Pacific *47 Americans, [and] Native Hawaiian Organizations[.]” Id. § 631(f)(1)(C). Thus, Congress has provided clear, intelligible direction regarding who can be deemed “socially disadvantaged” for the purpose of the statute. What is more, Congress has provided additional context by explaining that one purpose of the Section 8(a) program is to “promote the business development of small business concerns owned and controlled by socially and economically disadvantaged individuals so that such concerns can compete on an equal basis in the American economy[.]” Id.
§ 631(f)(2)(A);
see also Mich. Gambling Opp’n
,
Second, the circumstances under which the nondelegation doctrine applies to
invalidate a statute are exceedingly limited. This Court notes that the Supreme Court
has “found the requisite ‘intelligible principle’ lacking in only two statutes, one of
which provided literally no guidance for the exercise of discretion, and the other of
which conferred authority to regulate the entire economy on the basis of no more
precise a standard than stimulating the economy by assuring ‘fair competition.’”
Whitman
,
In sum, because the statute that Congress enacted to establish the Section 8(a) program contains specific definitions and a statement of purpose, and because it is also well settled in this jurisdiction that “[o]nly the most extravagant delegations of authority, [such as] those providing no standards to constrain administrative discretion,” are to be “condemned . . . as unconstitutional[,]” Humphrey v. Baker , 848 F.2d 211, 217 (D.C. Cir. 1988), this Court concludes that Rothe has failed to show a genuine issue of material fact as to whether Section 8(a) violates the nondelegation doctrine. [9]
IV. CONCLUSION
For the reasons discussed above, this Court concludes that the testimony of Defendants’ expert witnesses is relevant and reliable, and the Court has considered that testimony in its review of the parties’ cross-motions for summary judgment. By contrast, this Court has found that one of Plaintiff’s proffered experts is not qualified to render an expert opinion with respect to the statistical and economic analyses at issue in this case, and the Plaintiff’s other expert witness has proffered testimony that is *49 unreliable and thus not admissible for purposes of this Court’s evaluation of whether there is a genuine issue of material fact with respect to Plaintiff’s underlying constitutional claim. Accordingly, Plaintiff’s Daubert motion is DENIED , and Defendants’ Daubert motions are GRANTED .
The Court also concludes that, in light of the record and the legal arguments presented in this case, and in reliance on the reasoning and holding of (which this Court has adopted in relevant part), Plaintiff’s facial constitutional challenge to the Section 8(a) program fails. Defendants have demonstrated a compelling interest for the government’s racial classification, and the purported need for remedial action is supported by strong and unrebutted evidence, and Defendants have also shown that the Section 8(a) program is narrowly tailored to further its compelling interest. Moreover, Plaintiff has failed to show either that no set of circumstances exists in which the Section 8(a) program would be constitutional or that the statutory program lacks any plainly legitimate sweep; therefore, there is no genuine issue that the Section 8(a) program’s race-conscious provisions are constitutional on their face. Thus, as set forth in the accompanying order, Plaintiff’s motion for summary judgment is DENIED , and Defendants’ cross-motion for summary judgment is GRANTED . Ketanji Brown Jackson
DATE: June 5, 2015 KETANJI BROWN JACKSON
United States District Judge
Notes
[1] A business may obtain SDB status by virtue of applying for and participating in the Section 8(a)
program—and only SDBs may participate in the Section 8(a) program—however, a small business may
also be deemed an “SDB” for purposes of government contracting
without
participating in the Section
8(a) program.
See, e.g.
, Small Disadvantaged Business Program,
[2] This five percent goal relates to
all
SDBs, not just those that are Section 8(a) participants, and thus
this figure includes, but is not limited to, procurement contracts awarded to Section 8(a) program
participants.
See DynaLantic
,
[3] Page numbers throughout this memorandum opinion—except for deposition page numbers—refer to those that the Court’s electronic filing system assigns.
[4] The NAICS code system “is the standard used by Federal statistical agencies in classifying business establishments for the purpose of collecting, analyzing, and publishing statistical data related to the U.S. business economy.” U.S. Census Bureau, North American Industry Classification System: Introduction to NAICS , http:// www.census.gov/eos/www/naics/index.html (last visited June 5, 2015). It is a “2- through 6-digit hierarchical classification system,” meaning that “[e]ach digit in the code is part of a series of progressively narrower categories, and the more digits in the code signify greater classification detail.” U.S. Census Bureau, North American Industry Classification System: Frequently Asked Questions , http://www.census.gov/eos/www/naics/faqs/faqs.html (last visited June 5, 2015). In each code, “[t]he first two digits designate the economic sector, the third digit designates the subsector, the fourth digit designates the industry group, the fifth digit designates the NAICS industry, and the sixth digit designates the national industry.” Some federal agencies use NAICS codes in the course of awarding government contracts to small businesses. See, e.g. , 15 U.S.C. § 644(a).
[5] The Court reached a different conclusion with respect to DynaLantic’s as-applied challenge.
Specifically, because “defendants concede[d] that they d[id] not have evidence of discrimination in [the
military simulation and training] industry[,]” the Court concluded that “the government ha[d] not met
its burden to show a compelling interest in remedying discrimination in [that] industry[.]” ,
[6] Regression analysis is a widely accepted statistical tool and a common evidentiary feature in federal
courts, particularly in the context of discrimination cases.
See, e.g.
,
Bazemore v. Friday
,
[7] The Supreme Court’s opinion in
Shelby County v. Holder
,
[8] This does not mean, of course, that Patenaude is disqualified from testifying to facts within his personal knowledge and experience, as a lay witness. See Fed. R. Evid. 602. Thus, this Court has considered and relied upon the representations of fact regarding such matters as the scope of Rothe’s business that are included in the Patenaude affidavit that Plaintiff submitted in conjunction with its Complaint.
[9] Rothe’s reliance on
Schuette v. Coalition to Defend Affirmative Action, Integration & Immigrant
Rights & Fight for Equality By Any Means Necessary
,
