Office of Federal Contract Compliance Programs; Voluntary Guidelines for Self-Evaluation of Compensation Practices for Compliance With Nondiscrimination Requirements of Executive Order 11246 With Respect to Systemic Compensation Discrimination, 35114-35122 [06-5457]
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35114
Federal Register / Vol. 71, No. 116 / Friday, June 16, 2006 / Notices
DEPARTMENT OF LABOR
Employment Standards Administration
Office of Federal Contract Compliance
Programs; Voluntary Guidelines for
Self-Evaluation of Compensation
Practices for Compliance With
Nondiscrimination Requirements of
Executive Order 11246 With Respect to
Systemic Compensation
Discrimination
Office of Federal Contract
Compliance Programs, Employment
Standards Administration, Department
of Labor.
ACTION: Notice of final voluntary
guidelines for self-evaluation of
compensation practices for compliance
with Executive Order 11246 with
respect to systemic compensation
discrimination.
AGENCY:
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SUMMARY: The Office of Federal Contract
Compliance Programs is publishing
final voluntary guidelines for selfevaluation of compensation practices for
compliance with Executive Order
11246, as amended, with respect to
systemic compensation discrimination.
This document sets forth the final
voluntary guidelines and discusses
comments that OFCCP received in
response to proposed voluntary
guidelines published in the Federal
Register on November 16, 2004.
DATES: Effective Date: June 16, 2006.
FOR FURTHER INFORMATION CONTACT:
Director, Division of Policy, Planning,
and Program Development, Office of
Federal Contract Compliance Programs,
200 Constitution Avenue, NW., Room
N3422, Washington, DC 20210.
Telephone: (202) 693–0102 (voice) or
(202) 693–1337 (TTY).
SUPPLEMENTARY INFORMATION: In this
preamble, OFCCP summarizes the
proposed voluntary self-evaluation
guidelines, discusses the comments
received in response to publication of
the proposed voluntary guidelines, and
provides a substantive discussion of the
final voluntary self-evaluation
guidelines. The substantive discussion
of the final voluntary self-evaluation
guidelines substantially restates the
preamble of the proposed voluntary
guidelines, except that modifications or
clarifications were added in response to
the comments.
I. Summary of the Proposed Voluntary
Self-Evaluation Guidelines
On November 16, 2004, OFCCP
published a Notice in the Federal
Register in which the agency proposed
voluntary guidelines for self-evaluation
of compensation practices for
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compliance with Executive Order 11246
with respect to systemic compensation
discrimination. 69 FR 67252 (November
16, 2004). The proposed voluntary selfevaluation guidelines had four principal
components, which are summarized
below.
First, the proposed voluntary selfevaluation guidelines proposed that
contractors may continue to choose
whatever form of self-evaluation they
deem appropriate in order to comply
with OFCCP regulations requiring
contractors to perform a self-evaluation
of their compensation practices. 69 FR
67253.
Second, the proposed voluntary selfevaluation guidelines provided that
contractors have the option, at their
discretion, of conducting a selfevaluation that conforms to the
proposed voluntary guidelines. 69 FR
67253. As an incentive for contractors to
voluntarily choose this option, the
proposed voluntary guidelines provided
that OFCCP would conform its
compliance monitoring activities with
the contractor’s self-evaluation program.
Id. That is, if the contractor in good faith
implemented a self-evaluation program
that reasonably comports with the
voluntary guidelines, OFCCP would not
conduct an independent evaluation of
the contractor’s compensation practices
during a compliance review. Id. The
proposed voluntary guidelines made
clear that contractors who choose this
option must retain certain records so
that OFCCP can determine whether the
contractor in fact implemented a selfevaluation program that reasonably
adhered to the voluntary guidelines. 69
FR 67254. The proposed voluntary
guidelines also permitted OFCCP to
recommend in writing that the
contractor make changes to its selfevaluation program, if the program is
only marginally reasonable under the
voluntary guidelines. Id.
Third, the proposed voluntary selfevaluation guidelines outlined general
principles to which a self-evaluation
system must reasonably adhere in order
to comport with the proposed voluntary
guidelines:
(1) The self-evaluation must be based
on ‘‘similarly-situated employee
groupings’’ or ‘‘SSEGs.’’ SSEGs were
defined as groupings of employees who
perform similar work, and occupy
positions with similar responsibility
levels and involving similar skills and
qualifications. 69 FR 67253–67254. The
SSEGs must contain at least 30
employees and at least 5 employees
from each comparison group (i.e.,
females/males, minorities/nonminorities). 69 FR 67254. The proposed
voluntary guidelines noted that there
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may be certain employees who occupy
unique positions that are not similar to
any other position. Id. The contractor
must use non-statistical methods to
evaluate the compensation of such
unique employees. Id. However, OFCCP
would carefully scrutinize the statistical
and non-statistical analysis if the
statistical analysis does not encompass
at least 80% of the employees in the
workplace or affirmative action
program. Id. (2) The self-evaluation
must use some form of statistical
analysis that permits assessment of
SSEGs, while accounting for the
legitimate factors that influence
compensation, such as experience,
education, performance, productivity,
location, etc. 69 FR 67254. The selfevaluation must also permit tests of
statistical significance. Id. For
contractors with 250 or more
employees, the statistical analysis must
be multiple regression analyses. Id. (3)
The self-evaluation must be conducted
on an annual basis. 69 FR 67253. The
contractor must investigate any
statistically-significant compensation
disparities disclosed by the selfevaluation and provide appropriate
remedies if the disparities cannot be
explained by legitimate factors. Id.
Fourth, the proposed voluntary selfevaluation guidelines provided a
‘‘Compliance Certification Alternative,’’
under which OFCCP would not seek a
contractor’s self-evaluation analysis if
the contractor certified in writing that it
believes that the self-evaluation is
subject to protection from disclosure
under the attorney-client privilege and/
or the attorney work product doctrine.
69 FR 67255. The proposed voluntary
guidelines made clear that a contractor
that chooses this option would not
receive the benefit of compliance
coordination because OFCCP would be
unable to assess whether the
contractor’s self-evaluation program
comported with the voluntary
guidelines. Id.
II. Discussion of the Comments
Received
OFCCP received 26 comments on the
Notice of proposed voluntary guidelines
for self-evaluation of compensation
practices for compliance with Executive
Order 11246 with respect to systemic
compensation discrimination. In
response to the comments, OFCCP made
several modifications to the proposed
voluntary self-evaluation guidelines,
discussed below. In addition, many of
the commenters asked for clarification
of OFCCP’s intent with respect to
various aspects of the voluntary selfevaluation guidelines, which OFCCP
provides as appropriate below.
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For the following discussion, OFCCP
has grouped the comments around the
following major subjects: (A) Similarly
Situated Employee Groupings (SSEGs);
(B) Statistical Analysis, Including
Multiple Regression Analysis; (C)
Factors included in the Statistical
Analysis; (D) Appropriate Remedies; (E)
Relationship with Item 11 of the
Scheduling Letter; (F) Confidentiality of
Compensation and Personnel
Information; (G) Discoverability and the
Alternative Compliance Certification;
and (H) Adverse Inference.
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A. Similarly Situated Employee
Groupings (SSEGs)
Several commenters, including HR
Analytical Services and National
Industry Liaison Group (NILG),
requested that OFCCP provide more
guidance on how contractors should
develop SSEGs. OFCCP agrees that
further clarification of this issue will be
helpful to interested parties. Contractors
must form SSEGs based on the facts
about the jobs performed by the
particular employees who will be
encompassed in the self-evaluation
program. Contractors should form
SSEGs by determining which employees
are similarly situated based on their job
duties, responsibility levels, and skills
and qualifications involved in the
positions, and other pertinent factors (as
discussed directly below). The most
important aspect of this process is
ensuring accurate information about
employees’ job duties, the responsibility
level, skills, and qualifications involved
in their positions, and the other
pertinent factors. It may also be helpful
for contractors to retain counsel for
assessment of applicable caselaw as an
aid to making such determinations. This
review of caselaw typically will involve
research for cases that discuss positions
that are factually similar to the positions
at issue in the contractor’s workforce.1
Several commenters, such as Equal
Employment Advisory Council (EEAC),
agreed that similarity in work
performed, and in responsibility level,
skills, and qualifications involved in the
positions, is a necessary condition for
employees to be similarly situated, but
also argued that similarity in these
factors is not a sufficient condition for
employees to be similarly situated in all
cases. These commenters argued that
there may be other factors in particular
cases that may make individuals
1 In the preamble of the final interpretive
standards, OFCCP has cited cases that discuss
whether specific positions are similarly situated.
There are hundreds of other Federal court cases that
discuss whether other positions are similarly
situated based on facts about the specific positions
involved in each of those cases.
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dissimilar who would otherwise meet
the proposed standard for similarly
situated. For example, these
commenters noted that otherwise
similarly-situated employees may be
paid differently for a variety of reasons:
they work in different departments or
other functional divisions of the
organization with different budgets or
different levels of importance to the
business; they fall under different pay
plans, such as team-based pay plans or
incentive pay plans; they are paid on a
different basis, such as hourly, salary or
through sales commissions; some are
covered by wage scales set through
collective bargaining, while others are
not; they have different employment
statuses, such as full-time or part-time;
etc. OFCCP agrees with these
commenters that such factors may be
important to whether employees are
similarly situated. See, e.g., EEOC
Compliance Manual on ‘‘Compensation
Discrimination,’’ EEOC Directive No.
915.003 (December 5, 2000), at 10–6
(‘‘the fact that employees work in
different departments or other
organizational units may be relevant,
but is not controlling.’’); see also Cooper
v. Southern Co., 390 F.3d 695, 717 (11th
Cir. 2004)(noting that plaintiffs’ expert
‘‘did not tailor her analysis to the
specific positions, job locations, or
departmental or organizational
structures in question; however, the
wide-ranging and highly diversified
nature of the defendants’ operations
requires that employee comparisons
take these distinctions into account in
order to ensure that the black and white
employees being compared are similarly
situated’’); Goodwin v. General Motors
Corp., 275 F.3d 1005, 1012 n.8 (10th Cir.
2002)(holding employees similarly
situated for compensation
discrimination claim under Title VII
because ‘‘[a]ll four representatives had
the same supervisor, performed
identical job duties and were subject to
the same company standards and
policies’’); Webb v. Merck & Co., Inc.,
206 F.R.D. 399, 408 (E.D. Pa. 2002)(‘‘We
agree with defendant that [the
plaintiffs’’ expert’s] analysis of hourly
(union) workers is unreliable and
irrelevant because it fails to control for
the mandated wage rate set by collective
bargaining agreements for an employee’s
position * * *’’). OFCCP has added a
provision in the final voluntary selfevaluation guidelines to make clear that
contractors should consider the
applicability of such factors in
developing SSEGs, in addition to
similarity in work performed and in
responsibility level, skills, and
qualifications involved in the positions.
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Several commenters were concerned
that the proposed voluntary guidelines
would force contractors to group
employees who were not similarly
situated or otherwise that many
employers could not meet the SSEG
standards.2 In particular, these
commenters took issue with the
provision that OFCCP would carefully
scrutinize the self-evaluation analyses of
a contractor that could not encompass
80% of the workforce or AAP within the
statistical analyses. These commenters
argued that 80% was far too high of a
percentage of the workforce or AAP for
which appropriate grouping under the
voluntary guidelines could be expected.
Several commenters also believed that
the 30/5 size requirements for SSEGs
(SSEGs must include at least 30
employees, and five employees from
each comparator group (females/males;
minorities/non-minorities)) were also
unrealistic in light of the diversity of
occupations in many workplaces.
Several commenters questioned whether
OFCCP would permit contractors to
develop self-evaluation programs that
encompassed several AAPs or
establishments, which would help
address some of these concerns.
OFCCP agrees with these commenters
that it may be expected that certain
employees cannot be included in an
SSEG because they are not similarly
situated to any other employee in the
organization, workplace, or AAP. Under
no circumstances should a contractor
attempt to group employees into an
SSEG who do not meet the standards for
similarly situated under these final
voluntary self-evaluation guidelines.3
OFCCP added a provision to the final
voluntary guidelines to clarify its intent
on this issue.
OFCCP does not have any expectation
that a certain proportion of employees
in every workforce or AAP could be
appropriately grouped into an SSEG.
The proposed 80% threshold was
simply a way to allocate agency
resources based on OFCCP’s judgment
that exclusion of a small percentage of
employees from the SSEGs did not
warrant further OFCCP scrutiny. In
2 See, e.g. American Bankers Association,
American Society of Employers, Association of
Corporate Counsel, Equal Employment Advisory
Council, Gayle B. Ashton, Glenn Barlett Consulting
Services, HR Analytical Services, Maly Consulting
LLP, National Industry Liaison Group, Northeast
Region Corporate Industry Liaison Group, ORC
Worldwide, Silicon Valley Industry Liaison Group,
Society for Human Resource Management,
Sonalysts, and TOC Management Services.
3 This should not be read as a limitation or
criticism of any type of self-evaluation technique or
analysis that contractors choose to implement at
their discretion. This limitation only applies to the
self-evaluation methods outlined in the final
voluntary self-evaluation guidelines.
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response to the commenters’ concerns
that 80% is unrealistic because of the
occupational diversity in many
workplaces, OFCCP has slightly lowered
this threshold to 70% in the final
voluntary guidelines.
OFCCP also agrees that some of these
concerns may be addressed by selfevaluation programs that encompass a
group of employees larger than a
particular AAP or establishment.4
Therefore, in the final voluntary selfevaluation guidelines, OFCCP provides
that the self-evaluation program must at
least encompass employees within an
AAP or establishment. However, a selfevaluation program which encompasses
larger groups of employees (e.g., by
including several (or many)
establishments or AAPs) will also
comport with the voluntary selfevaluation guidelines, if the other
conditions of these voluntary guidelines
are satisfied. Contractors have the
discretion of selecting the grouping of
employees to be included in each selfevaluation program, although no
grouping can be smaller than the AAP
or establishment level.
Several commenters, such as
Berkshire Associates, Tyson Foods, Inc.,
and Maly Consulting LLC, requested
clarification about the types of nonstatistical analysis that should be used
to evaluate compensation practices
involving employees who cannot be
combined into an SSEG. OFCCP affords
the contractor discretion in determining
the type of non-statistical analysis
which would be reasonable to use in a
particular case. This could include
comparison of the employee’s
compensation to that of other employees
who are similarly situated to the
employee, if any, or assessment of the
decisions which determined the
employee’s compensation, with a goal of
assessing whether legitimate,
nondiscriminatory reasons explain each
decision. As later explained in part I,
Voluntary Guidelines, section E,
contractors are obligated to keep the
data and documents resulting from
these non-statistical methods.
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B. Statistical Analysis, Including
Multiple Regression Analysis
Several commenters, including
Berkshire Associates and DCI
Consulting, requested that OFCCP
provide more guidance on the types of
4 In this paragraph, OFCCP’s use of the terms
‘‘encompass,’’ ‘‘groups,’’ and ‘‘groupings’’ relates
only to the employees included in the overall selfevaluation program, and should not be confused
with SSEGs or units for conducting regression
analyses (i.e., by SSEG, or by combining several
SSEGs into a pooled regression that includes
particular SSEG membership variables).
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statistical analysis that the agency
would find acceptable under the
proposed voluntary guidelines, where a
multiple regression analysis is not
required. OFCCP affords contractors
flexibility in determining the type of
statistical analyses which would be
reasonable to use in a particular case.
However, the statistical analysis must
compare compensation within SSEGs
and it must take into account legitimate
factors that affect compensation of
employees in each SSEG. The statistical
analysis must also permit tests of
statistical significance that are generally
accepted in the statistics profession.
Many commenters expressed concern
about the proposed voluntary
guidelines’ requirement that contractors
with 250 or more employees must use
multiple regression analysis as the
method of self-evaluation.5 These
commenters noted that multiple
regression analysis is complex and that
the requirement would force contractors
to hire costly experts to develop and
maintain such self-evaluation programs.
These commenters also noted that
multiple regression analysis requires
significant personnel information in
electronic format, which contractors do
not normally collect and include in
their HRIS databases. In order to
develop a self-evaluation program that
comports with the proposed voluntary
guidelines, these commenters argued,
contractors would have to expend
significant resources attempting to
collect relevant personnel information
and entering such information into a
database. Many of the commenters who
expressed these concerns argued that
the burdens involved with multiple
regression analysis were simply too
great for many contractors and that the
250-employee threshold was far too low.
In order to address these concerns,
several commenters recommended
increasing the threshold significantly.
Other commenters recommended that
OFCCP allow contractors to use a tiered
approach in the self-evaluation, much as
OFCCP does in its compliance review
process. Under the tiered approach, the
contractor would be required to conduct
a multiple regression analysis only after
a less-sophisticated analysis indicated
that there was a possible compensation
disparity. Several commenters noted
5 See, e.g., American Bankers Association,
American Society of Employers, Association of
Corporate Counsel, Berkshire Associates, DCI
Consulting, Equal Employment Advisory Council,
Gayle B. Ashton, Glenn Barlett Consulting Services,
HR Analytical Services, Maly Consulting LLC,
National Industry Liaison Group, ORC Worldwide,
Silicon Valley Industry Liaison Group, Society for
Human Resource Management, Sonalysts, TOC
Management Services, and Tyson Foods, Inc.
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that the requirement to conduct the selfevaluation on an annual basis added to
the burden of the multiple regression
analysis and suggested that OFCCP
could reduce this burden by requiring
the self-evaluation be conducted less
frequently.
OFCCP is cognizant of the complexity
involved in performing a multiple
regression analysis, and the burden of
gathering information entailed therein.
In response to the comments, the final
Voluntary Self-Evaluation Guidelines
only require a multiple regression
analysis for those establishments or
AAPs that have 500 or more employees.
Moreover, OFCCP emphasizes that a
multiple regression analysis is not
required under 41 CFR 60–2.17(b)(3);
rather, a contractor can opt to perform
a multiple regression if it desires to
obtain the compliance coordination
incentive provided by these Voluntary
Guidelines. Specifically, if a contractor
performs a multiple regression analysis,
which reasonably meets the standards
outlined in the voluntary guidelines and
the analysis finds no discrimination,
OFCCP will consider the contractor’s
compensation practices to be in
compliance with Executive Order
11246; in other words, OFCCP will not
further investigate the contractor’s
compensation practices. If a contractor
decides that performing a multiple
regression is too burdensome or
otherwise undesirable, it can choose
another self-evaluation technique
without any adverse consequences from
OFCCP. By choosing not to perform a
multiple regression analysis, the
contractor is merely choosing not to take
advantage of the compliance
coordination incentive.
In the final voluntary guidelines
OFCCP does not accept a tiered
approach to self evaluation as suggested
by several commenters. Although
OFCCP will use the tiered approach in
its analysis of a compensation system
pursuant to the Final Interpretive
Standards for Systemic Compensation
Discrimination the use of a tiered
approach in the Systemic Standards is
for purposes of OFCCP’s allocation of
resources. OFCCP is unable to conduct
a full-scale compensation review of all
of the approximately 100,000 contractor
establishments within its jurisdiction.
Therefore, OFCCP unavoidably will fail
to detect existing discrimination in
those establishments that cannot be
reviewed. However, OFCCP can
maximize the number of establishments
subject to some form of compensation
review by using a tiered approach to
target OFCCP investigations toward
establishments with a higher likelihood
of a potential discrimination problem.
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But in using a tiered approach, OFCCP
inevitably will miss discrimination in
certain cases. OFCCP accepts this risk of
‘‘false negatives.’’ However, a contractor
is not required to perform a multiple
regression for its self-evaluation. If a
contractor chooses to do so, and
performs a multiple regression that
reasonably meets the general standards
outlined in the voluntary guidelines, the
contractor will be found in compliance
on compensation. In OFCCP’s view,
because a contractor is incurring a
substantial gain if it does a reasonable
multiple regression analysis, a
contractor should have to conduct a
rigorous analysis. A less-sophisticated
analysis may miss a potential
discrimination problem that would be
revealed by the more accurate multiple
regression analysis, and a contractor
who seeks to avoid OFCCP review
should insure against potentially
missing discrimination by performing a
multiple regression analysis.
OFCCP also believes that it is
important for contractors to conduct the
self-evaluation analysis on an annual
basis. Annual self-evaluation will
prevent patterns of discrimination from
emerging and will allow the contractor
to correct any potential discrimination
problems in a timely manner.
Several commenters argued that
contractors should have the ability to
investigate whether statisticallysignificant disparities revealed by the
regression model were caused by
legitimate factors or unique
circumstances. OFCCP agrees with these
comments. In the final voluntary selfevaluation guidelines, OFCCP retained
the provision of the proposed voluntary
guidelines that ‘‘[t]he contractor must
adequately determine whether such
statistical disparities are explained by
legitimate factors or otherwise are not
the product of unlawful
discrimination.’’ Thus, contractors must
investigate any statistically-significant
disparities, determine whether there are
legitimate, non-discriminatory
explanations for the disparities, and
correct the disparities where
appropriate.
Several commenters requested that
OFCCP provide, post online, or
otherwise make available to contractors,
the statistical software that contractors
can use to evaluate their compensation
systems and to discern if discrimination
exists. OFCCP uses SAS software to
evaluate contractors’ compensation
systems, and such software was
purchased through the normal
procurement process. Other software
may be available to perform these types
of evaluations. This listing does not
constitute any endorsement of SAS
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software, but rather is provided
pursuant to several commenters’
requests.
Several commenters also requested
that OFCCP provide a grace period or a
pilot stage before full implementation of
the final voluntary guidelines. As
OFCCP has explained, the agency does
not require the contractor to perform a
multiple regression analysis. Rather, a
contractor can opt to perform a multiple
regression if it desires to obtain the
compliance coordination incentive
provided by the voluntary guidelines. If
a contractor decides that performing a
multiple regression is too burdensome
or otherwise undesirable, it can choose
another self-evaluation technique
without any adverse consequences from
OFCCP. Because OFCCP is not requiring
contractors to engage in any activity to
implement these final voluntary
guidelines, OFCCP disagrees that a grace
or pilot period are appropriate.
C. Factors Included in the Statistical
Analysis (Including Multiple Regression
Analysis)
Several commenters, such as HR
Analytical Services, requested that
OFCCP provide more guidance on the
factors that contractors should include
in the statistical analysis in order to
comport with the voluntary guidelines.
OFCCP cannot provide additional
guidance to contractors on the factors to
include in the statistical analysis
because those factors must be
determined based on the facts of the
particular case. Contractors should
assess the factors that influence
employees’ compensation in their
workforce. These factors may not be the
same for all employees, and even where
they are the same, their influence may
be significantly different by class of
employee. OFCCP listed several of the
typical factors to provide some general
idea of the types of factors that may be
used, not to identify an exhaustive list
that is presumed applicable in every
case.
Several commenters argued that
OFCCP should defer to the contractor’s
choice of factors used in the multiple
regression model and should not require
contractors to include every conceivable
factor that might have a bearing on
compensation. These commenters also
asked whether OFCCP would allow
contractors to use proxies instead of
actual information on a factor where
that information is not readily available
to the contractor. OFCCP will not
simply defer to the contractor in its
determination of the appropriate factors.
However, if the contractor has made
reasonable judgments about the
appropriate factors to include in the
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statistical analyses, based on facts about
the factors that influence compensation
for the employees encompassed within
the analyses, then OFCCP will find that
the contractor’s self-evaluation program
comports with these voluntary
guidelines, if the other conditions of the
voluntary guidelines are reasonably
satisfied. OFCCP does not expect
contractors to include all conceivable
factors in the analyses. Nor does OFCCP
prohibit the use of proxies, but cautions
contractors to use proxies with great
care. In a particular case, proxies may be
reasonable, in light of the availability of
actual data, the burden involved with
obtaining actual data, and the expected
relationship between the proxy and the
actual data (i.e., the proxy ‘‘tracks’’ the
actual data reasonably well). OFCCP
suggests that contractors may test how
closely a particular proxy ‘‘tracks’’ the
actual data by comparing the proxy to
a sample of the actual data. This test
may reveal that the proxy tracks the data
reasonably well or can be weighted or
otherwise modified to reasonably track
the actual data.
D. Appropriate Remedies
Several commenters, such as
Association of Corporate Counsel,
Morgan, Lewis & Bockius, and ORC
Worldwide, requested that OFCCP
provide more guidance on the
circumstances in which a remedy is
required under the voluntary guidelines
and how the remedy should be
determined. OFCCP agrees that general
guidance on these issues will be helpful
to interested parties. Under the final
voluntary self-evaluation guidelines, the
contractor must take appropriate
remedial action to correct statisticallysignificant compensation disparities
between employees in an SSEG where
such disparities are not explained by
legitimate, non-discriminatory factors.6
The remedial action that is appropriate
will depend on the facts of the case but
should include back pay and other make
whole relief. See Franks v. Bowman
Transportation Co., 424 U.S. 747 (1976).
OFCCP recommends that contractors
tailor the remedy for each employee as
to whom compensation disparities
cannot be explained by legitimate
factors. See Rudebusch v. Hughes, 313
F.3d 506, 523–24 (9th Cir. 2002) (‘‘Thus,
the real question is not whether
Rudebusch should have been brought
up to the mean, but whether using the
predicted salary of similarly situated
white male faculty for the minority and
6 Not all of the legitimate factors need be included
in the statistical analyses, as analyses of individual
disparities may reveal legitimate factors that are
qualitative, unquantifiable, or unique to a particular
employee.
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female adjustments somehow
overcompensated these minority and
women faculty members, i.e., whether
the adjustments were more than
remedial.’’). As in all questions of
whether the contractor’s self-evaluation
program comports with the voluntary
guidelines, OFCCP will assess whether
the contractor’s actions were reasonable
in light of the particular facts.
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E. Relationship With Item 11 of the
Scheduling Letter
Several commenters, such as DCI
Consulting and Glenn Barlett Consulting
Services, requested that OFCCP explain
how the voluntary self-evaluation
guidelines will be coordinated with
OFCCP’s compliance review process. In
particular, these commenters questioned
how the proposed voluntary guidelines
would be coordinated with Item 11 of
the OFCCP Scheduling Letter. In
response to these commenters, OFCCP
added a provision in the final voluntary
self-evaluation guidelines to clarify this
issue. The first step of the compliance
review process is that OFCCP sends a
Scheduling Letter to the contractor. The
Scheduling Letter contains an itemized
listing of documents and information
that the contractor must submit to
OFCCP. Item 11 of the itemized listing
requests ‘‘annualized compensation data
(wages, salaries, commissions, and
bonuses) by either salary range, rate,
grade, or level showing total number of
employees by race and gender and total
compensation by race and gender.’’
Under the final voluntary selfevaluation guidelines, a contractor that
desires the compliance coordination
incentive—and, therefore, has attempted
to develop and implement a selfevaluation program that reasonably
comports with the voluntary
guidelines—will not be required to
submit compensation data in response
to Item 11. Instead, the contractor
should respond to the Item 11 request
by noting that the contractor ‘‘seeks
compliance coordination under the
OFCCP voluntary compensation selfevaluation guidelines.’’ OFCCP staff will
then call the contractor to discuss the
contractor’s self-evaluation program
and, based on that initial discussion,
OFCCP will determine what documents
and information it will review in the
particular case.
F. Confidentiality of Compensation and
Personnel Information
Several commenters, such as
Association of Corporate Counsel, NILG,
and U.S. Chamber of Commerce,
expressed concern about the
confidentiality of compensation and
personnel information that contractors
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must maintain and make available to
OFCCP to take advantage of the
compliance coordination offered in the
proposed voluntary self-evaluation
guidelines. These commenters requested
that OFCCP provide express assurances
that the agency would not disclose such
information to third-parties or other
enforcement agencies. In response to
these comments, OFCCP has added a
provision to the final voluntary selfevaluation guidelines under which
‘‘OFCCP will treat compensation and
other personnel information provided
by the contractor to OFCCP under these
voluntary guidelines as confidential to
the maximum extent the information is
exempt from public disclosure under
the Freedom of Information Act, 5
U.S.C. 552.’’ OFCCP borrowed this text
from its regulations at 41 CFR 60–
2.18(d).
G. Discoverability and the Alternative
Compliance Certification
The Alternative Compliance
Certification (ACC) is a method by
which a contractor is permitted under
certain circumstances to certify its
compliance with 41 CFR 60–2.17(b)(3)
in lieu of producing the methodology or
results of the compensation selfevaluation to OFCCP during a
compliance review. Several
commenters, such as EEAC and
Berkshire Associates Inc. expressed
confusion about the ACC provision in
the proposed voluntary guidelines. For
example, several commenters
questioned whether the discussion of
the ACC implied that contractors were
afforded only two ways to comply with
the compensation self-evaluation
requirement contained in OFCCP’s
regulations at 41 CFR 60–2.17(b)(3), i.e.,
either (1) conduct a self-evaluation
analysis that comports with the
voluntary guidelines, or (2) certify
compliance through the ACC. EEAC
appeared to favor this interpretation and
argued that contractors in reality have a
third option: Conduct any form of selfevaluation they deem appropriate.
Several commenters, such as Maly
Consulting LLC, were concerned that
the proposed voluntary guidelines’ use
of mandatory language in describing
self-evaluation methods appeared to
contradict provisions which indicated
that the voluntary guidelines are indeed
voluntary. In response to these
comments, OFCCP has clarified this
provision in the final voluntary
guidelines to make clearer the agency’s
intent regarding the ACC. The ACC was
designed to address only the issue of
disclosure of the self-evaluation, not the
methods of self-evaluation contractors
might use to comply with the self-
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evaluation requirement in OFCCP’s
regulations. As to the latter issue, the
first sentence of the proposed voluntary
guidelines provided that ‘‘OFCCP will
continue to permit contractors to choose
any form of compensation selfevaluation techniques to comply with
41 CFR 60–2.17(b)(3).’’ 69 FR 67253.
The purpose of the ACC was to provide
contractors with a way to comply with
41 CFR 60–2.17(b)(3) without engaging
OFCCP’s scrutiny of their selfevaluation method. However, if a
contractor chooses to do an ACC, the
contractor would not be eligible for the
compliance coordination incentive
under the voluntary guidelines. OFCCP
has also clarified several other
provisions in the final voluntary selfevaluation guidelines to reinforce
OFCCP’s intent that the voluntary
guidelines are indeed strictly voluntary.
Several commenters, such as
Association of Corporate Counsel and
Morgan, Lewis & Bockius LLP argued
that contractors who opt for the ACC
should still be eligible for the
compliance coordination incentive if
they certify that they have implemented
a compensation self-evaluation program
that complies with the voluntary
guidelines. Recognizing that OFCCP
would be unable to review the
contractor’s self-evaluation program if
the contractor were permitted to certify,
the Association of Corporate Counsel
suggested that OFCCP could address
this problem by conducting
compensation evaluations of a random
sample of the contractors that certified.
OFCCP does not agree that this
approach would be a reasonable
enforcement policy. OFCCP expects that
many contractors would opt to certify
under the suggested approach, because
they would obtain the benefit of the
compliance coordination incentive
without any direct scrutiny of their selfevaluation program. If large numbers of
contractors certified, OFCCP would
have to divert a rather sizeable portion
of its investigation resources toward
random compensation reviews. This
would defeat the purpose of the
voluntary self-evaluation guidelines,
which was to afford contractors a
compliance coordination incentive for
conducting a self-evaluation that
comports with the voluntary guidelines.
Several commenters requested
additional clarification as to the terms
‘‘reasonably meet’’ the general standards
and ‘‘marginally reasonable,’’ as used in
Section II. Procedure, Paragraph B.
However, each self-evaluation involves
a contractor’s response to a variety of
factual issues, such as the composition
of SSEGs, the factors to include in a
regression, and how to follow-up on
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statistical disparities. The wide variety
of possible responses to the myriad of
possible fact patterns makes greater
specificity in this terminology
impossible.
Morgan, Lewis & Bockius argued that
the ACC should not require the
contractor to certify that it conducted
any self-evaluation ‘‘analysis,’’ which
implies that the contractor’s chosen selfevaluation technique involved a
quantitative or statistical method.
OFCCP agrees that the contractor need
not have relied on quantitative or
statistical techniques to comply with 41
CFR 60–2.17(b)(3), as OFCCP has
repeatedly noted that the contractor has
the discretion to comply by using any
self-evaluation technique it deems
appropriate. To ensure that the ACC
does not appear to conflict with this
intent, OFCCP has removed the term
‘‘analyses’’ in the ACC of the final
voluntary guidelines.
Several commenters were concerned
that the ACC would not be effective in
protecting compensation self-evaluation
analyses from disclosure during thirdparty litigation. Some commenters
argued that the ACC could even
jeopardize the contractor’s privilege
claims in such litigation. The U.S.
Chamber of Commerce, for example,
argued that the existence of the selfevaluation voluntary guidelines might
support an argument that the contractor
conducted the self-evaluation for
reasons other than for obtaining legal
advice or in preparation for potential
litigation. The fact that the selfevaluation at issue in such a case looked
like the self-evaluation outlined in the
voluntary guidelines might support the
argument that the employer conducted
the self-evaluation to take advantage of
the voluntary guidelines, not for reasons
which would support a recognized
protection from disclosure.
OFCCP did not intend the voluntary
guidelines to be a basis for employers to
lose applicable protections from
disclosure. OFCCP included the ACC in
the voluntary guidelines to avoid
protracted litigation with contractors
over the applicability of claimed
protections and as a clear statement to
contractors that they would not obtain
the benefit of the compliance
coordination incentive offered under the
voluntary guidelines if they did not
disclose their self-evaluation analyses to
OFCCP. The voluntary guidelines
provide only general parameters for a
self-evaluation, involving a few highlevel concepts, such as SSEGs and
multiple regression analysis. Thus, the
argument that a self-evaluation which
conformed to these general principles
must have been conducted under the
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OFCCP voluntary self-evaluation
guidelines is unreasonable. In addition,
there are many alternative sources upon
which an employer (or the employer’s
counsel) could draw to develop a selfevaluation method that looks similar to
the methods outlined in the voluntary
self-evaluation guidelines. After all,
OFCCP looked to Title VII caselaw to
define SSEGs and to determine that
multiple regression analysis is an
appropriate statistical method for
assessing compensation.
Several commenters requested that
OFCCP return the compensation and
personnel data after OFCCP concludes
its evaluation. The Records Disposal
Act, 44 U.S.C 3301 et seq. forbids us
from doing so, as the Act provides the
exclusive means for disposal of such
records. 44 U.S.C. 3314. Records
received by an agency of the
government under Federal Law
constitute ‘‘records’’ for purposes of the
Records Disposal Act, see Section 3301,
and ‘‘once a document achieves the
status of a ‘‘record’’ as defined by the
Act, it may not be alienated or disposed
of without the consent of the
Administrator of General Services, who
has delegated his authority in such
matters to the Archivist of the United
States.’’ Kissinger v. Reporters
Committee for Freedom of the Press, 445
U.S. 136, 147 (1980). See also, 36 CFR
part 1220. Be assured, however, that the
records will ultimately be disposed of,
as provided by the Records Disposal
Act.
The Chamber requested that OFCCP
recognize a ‘‘self-critical privilege’’
which would protect compensation selfevaluation analysis from disclosure
during third-party litigation. OFCCP
believes that employers are to be
encouraged to implement robust
compensation self-evaluation programs,
to prevent and timely correct potential
compensation discrimination problems.
Based on the comments OFCCP
received, it is apparent that many
employers perceive the possibility of
disclosure of compensation selfevaluations in litigation as a compelling
disincentive to conducting such
analyses. However, OFCCP has no
authority to establish privileges
applicable in litigation in federal or
state court.
commenters acknowledged that OFCCP
has made compliance with the
voluntary guidelines entirely voluntary.
Nonetheless, these commenters worried
that a judge, jury, or OFCCP compliance
officer may draw an adverse or negative
inference if the employer chooses not to
conduct a self-evaluation in the form
outlined in the voluntary guidelines.
These commenters asked that OFCCP
provide in the final voluntary guidelines
that the self-evaluation methods
outlined in the voluntary guidelines are
not the only acceptable methods that an
employer could use to conduct a selfevaluation. OFCCP does not intend the
voluntary self-evaluation guidelines to
provide the basis for any adverse or
negative inference against a contractor
who decides not to take advantage of the
voluntary guidelines. OFCCP has added
a provision in the final voluntary selfevaluation guidelines to make clear that
the guidelines are entirely voluntary
and to express OFCCP’s formal policy
that the contractor’s declining to adopt
the methods outlined in the voluntary
guidelines will not be used as a basis for
any negative or adverse inference about
the contractor’s compliance status.
However, if a contractor fails to adopt
any self-evaluation method, such failure
will be the basis for a finding of
noncompliance with 41 CFR 60–
2.17(b)(3). OFCCP agrees with these
commenters that there are many
methods of conducting a compensation
self-evaluation; that application of
general self-evaluation methods, such as
those outlined in the final voluntary
self-evaluation guidelines, will entail
significant variability based on the
unique facts of each workplace and
workforce; and that whether a particular
method is more appropriate than
another method must be based on a
significant understanding of the facts of
the particular case.
H. Adverse Inference
Several commenters, including
Gaucher Associates and the Chamber,
were concerned that the proposed
voluntary self-evaluation guidelines
would create a standard for conducting
self-evaluations against which
employers would be judged in thirdparty litigation or by OFCCP. These
More recently, an additional objective of
the proposed revision has been to advance
the Department of Labor’s goal of pay equity;
that is, ensuring that employees are
compensated equally for performing equal
work* * * . This NPRM encourages
contractors to analyze their own
compensation packages to ensure that all
their employees are being paid fairly.
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III. Substantive Discussion Regarding
the Final Voluntary Self-Evaluation
Guidelines
On May 4, 2000, OFCCP proposed
substantial revisions to affirmative
action program requirements. 65 FR
26089 (May 4, 2000). As OFCCP
explained in the preamble to these May
4, 2000 proposed revisions:
65 FR 26089 (May 4, 2000).
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On November 13, 2000, OFCCP
published a Final Rule revising the
regulatory requirements for written
affirmative action programs. 65 FR
68022 (November 13, 2000). OFCCP
adopted a requirement that covered
contractors evaluate their
‘‘[c]ompensation system(s) to determine
whether there are gender-, race-or
ethnicity-based disparities.’’ 65 FR
68046 (November 13, 2000) (referencing
41 CFR 60–2.17(b)(3).
OFCCP received many comments in
response to the Proposed Rule on this
compensation self-evaluation
requirement. As explained in the
Preamble to the November 13, 2000
Final Rule:
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Many of the comments focused on the
requirement to review compensation
systems, with several commenters asserting
that OFCCP does not have authority to
enforce equal pay concerns, that analysis of
compensation systems is not required by the
current regulations, that compensation
analyses impose an additional burden, or that
OFCCP did not specify the types of analyses
it would find acceptable. Commenters also
expressed confusion about how the
information gained from [the compensation
analysis] should be used by contractors, and
how the contractor’s actions will be
evaluated by OFCCP.
65 FR 68036 (November 13, 2000).
OFCCP responded to these
commenters in the Preamble to the
November 13, 2000 Final Rule:
‘‘[C]ontractors have the ability to choose
a type of compensation analyses that
will determine whether there are
gender-, race-, or ethnicity-based
disparities.’’ 65 FR 68036 (November 13,
2000).
OFCCP has not, however, provided
guidance to contractors or to OFCCP
personnel on suggested techniques for
compliance with this compensation selfevaluation requirement. These
voluntary guidelines are intended to
provide suggested techniques for
complying with the compensation selfevaluation requirement, although these
voluntary guidelines are entirely
voluntary. Thus, compliance with these
voluntary guidelines is not required for
compliance with section 60–2.17(b)(3).
OFCCP has included an incentive for
contractors to adopt voluntarily the
general methods outlined in these
voluntary guidelines. Specifically, if a
contractor, in good faith, reasonably
implements the general methods
outlined herein, OFCCP will coordinate
its compliance monitoring activities
with the contractor’s self-evaluation
approach. However, compliance with
these voluntary guidelines is not the
only way to comply with section 60–
2.17(b)(3).
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While developing these voluntary
guidelines for conducting compensation
self-evaluations, OFCCP recognizes the
risk of liability that an employer faces
when making corrective compensation
adjustments under a self-evaluation
process. For example, female or
minority employees may bring claims
based on the theory that the employer’s
own self-evaluation study established
that the employer engaged in
discrimination or that the employer did
not make sufficient compensation
adjustments to remedy the
discrimination. See, e.g., Cullen v.
Indiana Univ., 338 F.3d 693, 701–04
(7th Cir. 2003)(female professor sued
university alleging compensation
discrimination and basing her claim, in
part, on university’s pay equity study).
Similarly, male or non-minority
employees may sue the employer
alleging violation of Title VII because
the employer gave salary adjustments to
female or minority employees under the
compensation self-evaluation. See, e.g.,
Rudebusch v. Hughes, 313 F.3d 506,
515–16 (9th Cir. 2002)(employer’s selfaudit, regression analysis was not
technically sufficient to foreclose male
professor’s discrimination claim against
the employer); Maitland v. Univ. of
Minn., 155 F.3d 1013, 1016–18 (8th Cir.
1998)(same); Smith v. Virginia
Commonwealth Univ., 84 F.3d 672,
676–77 (4th Cir. 1996)(same). OFCCP
has attempted to provide voluntary
guidelines that are technically sufficient
to withstand judicial scrutiny, so that
contractors do not face potential
liability for implementing a robust and
effective self-evaluation program.
Accordingly, these voluntary guidelines
are as follows:
Final Voluntary Guidelines—Voluntary
Guidelines for Self-Evaluation of
Compensation Practices for Compliance
With Executive Order 11246 With
Respect to Systemic Compensation
Discrimination (‘‘Voluntary
Guidelines’’)
These Voluntary Guidelines consist of
two sections: I. Voluntary Guidelines
and II. Procedures.
I. Voluntary Guidelines
OFCCP will continue to permit
contractors to choose their own form of
compensation self-evaluation
techniques to comply with 41 CFR 60–
2.17(b)(3). However, as an incentive for
contractors to implement a
compensation self-evaluation system
that conforms to these Voluntary
Guidelines, OFCCP will deem a
contractor in compliance with section
60–2.17(b)(3) and will coordinate its
compliance monitoring activities as
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explained in Section II of these
Voluntary Guidelines, if the contractor’s
compensation self-evaluation program
meets the standards outlined below.
These guidelines are strictly voluntary.
A contractor’s decision not to
implement a self-evaluation program
that comports with these Voluntary
Guidelines shall not be a consideration
in OFCCP’s assessment of a contractor’s
compliance with Executive Order 11246
or OFCCP’s regulations. However,
failure to adopt any self evaluation
method will be a basis for a finding of
non-compliance with 41 CFR 60–
2.17(b)(3). The mandatory language
used to describe methods of
compensation self-evaluation under
these Voluntary Guidelines means that
these methods are required if the
contractor wishes to obtain the
compliance coordination incentive
offered under these Voluntary
Guidelines. Use of such mandatory
terms in these Voluntary Guidelines
shall not be construed to imply that the
methods outlined in these Voluntary
Guidelines are mandatory or to imply
any limit on a contractor’s discretion to
use any self-evaluation technique it
deems appropriate to comply with 41
CFR 60–2.17(b)(3). However, OFCCP
will deem a contractor in compliance
with 41 CFR 60–2.17(b)(3), and will
coordinate its compliance monitoring
activities as explained in Section II of
these Voluntary Guidelines, if the
contractor’s self-evaluation program
meets the following general standards :
A. The self-evaluation is performed by
groupings of employees that are
similarly situated, referenced
hereinafter as ‘‘Similarly Situated
Employee Groupings,’’ or ‘‘SSEGs.’’
Employees may be placed into the same
SSEG if they are ‘‘similarly situated’;
that is, if they perform similar work and
occupy positions which are similar in
responsibility level, and similar in the
skills and qualifications involved in the
positions. Employees may not be
grouped in an SSEG for purposes of
these Voluntary Guidelines unless the
work performed, responsibility level,
and requisite skills and qualifications
involved in their positions are actually
similar, regardless of any employercreated designation, such as job title, job
classification, pay grade or range, etc.
The fact that an employer has grouped
employees into a particular pay grade or
range does not necessarily mean that
these employees are similarly situated;
the determining factors are whether the
employees are performing similar work,
have similar responsibility level, and
occupy positions involving similar
skills and qualifications. In addition to
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work performed, responsibility level,
and skills/qualifications involved in the
positions, other factors may have a
significant bearing on whether
employees are similarly situated. Such
additional factors may include, for
example, department or other functional
unit of the employer, employment status
(e.g., full-time versus part-time),
compensation status (e.g., union versus
non-union, hourly versus salaried
versus commissions), etc. Contractors
should consider the applicability of
such factors in developing SSEGs, in
addition to similarity in work performed
and in responsibility level, skills, and
qualifications involved in the positions.
B. The contractor must make a
reasonable attempt to produce SSEGs
that are large enough for meaningful
statistical analysis. However, the SSEGs
must in all events conform to Section IA
of these Voluntary Guidelines. In
general, SSEGs should contain at least
30 employees overall, and contain five
or more incumbents who are members
of either of the following pairs: male/
female or minority/non-minority. Some
employees will not be sufficiently
similarly situated to other employees to
permit them to be grouped in an SSEG.
Such employees may be eliminated
from the statistical evaluation process;
however, the contractor is expected to
conduct a self-evaluation of pay
decisions related to such employees
using non-statistical methods. Further,
the contractor should attempt to
develop statistical analyses that
encompass a significant majority of the
employees in the particular affirmative
action program (AAP) or establishment.
Where the statistical analyses do not
encompass at least 70% of the
employees in the AAP or establishment,
OFCCP will carefully scrutinize the
statistical analyses and associated nonstatistical self-evaluations. Contractors
are afforded discretion to develop selfevaluation programs that encompass
various groupings of employees other
than AAPs or establishments, subject to
the requirements outlined in these
Voluntary Guidelines.
C. On an annual basis, the contractor
must perform some type of statistical
analysis that evaluates SSEGs (as
defined in Section IA of these Voluntary
Guidelines) and accounts for factors that
legitimately affect the compensation of
the members of the SSEGs under the
contractor’s compensation system, such
as experience, education, performance,
productivity, location, etc. For
establishments or AAPs with 500 or
more employees, the type of statistical
analysis must be multiple regression
analysis. The contractor must ensure
that any factor within the contractor’s
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control that is included in the analysis
is not itself subject to discrimination,
although such a factor may be included
unless there is evidence that the factor
actually was subject to discrimination.
Correlation between such a factor and a
protected characteristic does not
automatically disqualify the factor, if
the employer has implemented formal
standards to constrain subjective
decisionmaking. The analyses must
include tests of statistical significance
that are generally recognized as
appropriate in the statistics profession.
D. The contractor must investigate
any statistically-significant
compensation disparities identified by
the self-evaluation analyses that it has
developed. OFCCP considers an
identified disparity to be statistically
significant if the significance level of the
disparity is two or more standard
deviations from a zero disparity level.7
The contractor must adequately
determine whether such statistical
disparities are explained by legitimate
factors or otherwise are not the product
of unlawful discrimination. If the
statistical disparities cannot be
explained, the contractor must provide
appropriate remedies. The remedies that
are appropriate will depend on the time
period in which the disparities emerged.
For the initial implementation of the
compensation self-evaluation program,
the contractor may have to make
adjustments based on both current
disparities and prior disparities. OFCCP
uses a two-year window for back pay
corrections. For periodic iterations of
the self-evaluation program after the
initial implementation, the remedy
would involve correcting current
disparities. Through the sources of
information available to OFCCP under
Section IE of these Voluntary
Guidelines, OFCCP will carefully
evaluate whether the contractor has
properly investigated such disparities
and has adequately corrected any
disparities that are not explained by
legitimate factors.
E. The contractor must
contemporaneously create and retain
the following documents and data:
7 This significance level roughly translates to a
measured absolute disparity that is more than two
times the standard error of the estimated value. See
David H. Kaye & David A. Freedman, Reference
Guide on Statistics, in Federal Judicial Center,
Reference Manual on Scientific Evidence, at 124 n.
138 (2d ed. 2000). Using a two-tailed test, a
statistically significant disparity is a disparity with
a significance level of 0.05 or less (subject to the
consideration of what is a meaningful difference).
This criterion means that, e.g., a disparity in the pay
between males and females being either positive or
negative, would have a less than a 1-in-20 chance
of occurrence unrelated to potential discrimination.
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(1) Documents necessary to explain
and justify its decisions with respect to
SSEGs, exclusion of certain employees,
factors included in the statistical
analyses, and the form of the statistical
analyses. Such documents must be
retained throughout the period in which
OFCCP would deem the contractor’s
compensation practices in compliance
with Executive Order 11246, as
described in Section IIB of these
Voluntary Guidelines;
(2) The data used in the statistical
analyses and the results of the statistical
analyses for two years from the date that
the statistical analyses are performed;
(3) The data and documents
explaining the results of the nonstatistical methods that the contractor
used to evaluate pay decisions of those
employees who were eliminated from
the statistical evaluation process, which
must be retained throughout the period
in which OFCCP would deem the
contractor’s compensation practices in
compliance with Executive Order
11246, as described in Section IIB of
these Voluntary Guidelines;
(4) Documentation as to any follow-up
investigation into statisticallysignificant disparities, the conclusions
of such investigation, and any pay
adjustments made to remedy such
disparities. These documents must be
retained for a period of two years from
the date that the follow-up investigation
is performed.
F. The contractor must make all of the
documents and data referenced in
Section IE of these Voluntary Guidelines
available to OFCCP during a compliance
review. OFCCP may also review any
personnel records and conduct any
employee interviews necessary to
determine the accuracy of any
representation made by the contractor in
such documentation or data.
II. Procedure
If the contractor’s compensation selfevaluation program meets the general
standards set forth in Section I of these
Voluntary Guidelines, OFCCP will
coordinate its compliance monitoring
activities as follows:
A. During a compliance review,
OFCCP will assess whether the
contractor’s compensation selfevaluation program comports with the
general standards outlined in Section I
of these Voluntary Guidelines. A
contractor that seeks the compliance
coordination incentive under these
Voluntary Guidelines should respond to
the Item 11 request in OFCCP’s
Scheduling Letter by noting that the
contractor ‘‘seeks compliance
coordination under the voluntary
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OFCCP compensation self-evaluation
voluntary guidelines.’’
B. If the contractor’s compensation
self-evaluation system reasonably meets
the general standards outlined in
Section I of these Voluntary Guidelines,
OFCCP will consider the contractor’s
compensation practices to be in
compliance with Executive Order
11246. However, OFCCP may suggest in
a written letter that the contractor make
prospective modifications to improve
the self-evaluation program’s conformity
with the general standards outlined in
Section I of these Voluntary Guidelines,
where OFCCP concludes that the selfevaluation program is only marginally
reasonable under these Voluntary
Guidelines; thereafter, during future
compliance reviews, OFCCP will assess
whether the contractor made the
suggested changes in determining the
contractor’s prospective compliance
with these Voluntary Guidelines. If,
during a future compliance review,
OFCCP determines that the contractor
has not made the changes that OFCCP
suggested during the prior compliance
review, the contractor’s self-evaluation
program will no longer be deemed to
comport with the general standards
outlined in Section I of these Voluntary
Guidelines.
C. OFCCP may review the documents
and data set forth in Section IE to
determine whether the contractor’s
compensation self-evaluation program
reasonably meets the general standards
outlined in these Voluntary Guidelines
and, if applicable, whether the
contractor reasonably made the changes
that OFCCP suggested during a prior
compliance review.
D. OFCCP personnel will direct
technical issues about whether a
contractor’s self-evaluation program
meets the general standards outlined in
Section I of these Voluntary Guidelines
VerDate Aug<31>2005
18:43 Jun 15, 2006
Jkt 205001
to OFCCP’s Director of Statistical
Analysis in the National Office, or his
or her designee.
E. Confidentiality of Compensation
and Personnel Information: OFCCP will
treat compensation and other personnel
information provided by the contractor
to OFCCP under these Voluntary
Guidelines as confidential to the
maximum extent the information is
exempt from public disclosure under
the Freedom of Information Act, 5
U.S.C. 552. It is the practice of OFCCP
not to release data where the contractor
is still in business, and the contractor
indicates, and through the Department
of Labor review process it is
determined, that the data are
confidential and sensitive and that the
release of data would subject the
contractor to commercial harm.
F. Alternative Compliance
Certification: OFCCP understands that
some contractors may take the position,
based on advice of counsel, that their
compensation self-evaluation is subject
to certain protections from disclosure,
such as the attorney client privilege or
attorney work product doctrine, and
that these protections would be waived
if the contractor disclosed the selfevaluation. OFCCP does not take any
position as to the applicability of these
protections in the context of a
compensation self-evaluation. However,
to avoid protracted legal disputes over
the applicability of such protections,
OFCCP will permit the contractor to
certify its compliance with 41 CFR 60–
2.17(b)(3) in lieu of producing the
methodology or results of its
compensation self-evaluation to OFCCP
during a compliance review. The
certification must be in writing, signed
by a duly authorized officer of the
contractor under penalty of perjury, and
the certification must state that the
contractor has performed a
PO 00000
Frm 00010
Fmt 4701
Sfmt 4703
compensation self-evaluation with
respect to the affirmative action program
or establishment at issue, at the
direction of counsel, and that counsel
has advised the contractor that the
compensation self-evaluation and
results are subject to the attorney-client
privilege and/or the attorney work
product doctrine. Because in such an
instance OFCCP cannot evaluate the
contractor’s compliance with the
general standards outlined in Section I
of these Voluntary Guidelines, a
contractor that opts for this compliance
certification alternative will not be
entitled to the compliance coordination
incentive outlined in Section IIB of
these Voluntary Guidelines. That is,
contractors that opt for this alternative
compliance certification do not receive
the benefit of OFCCP coordination of
agency compliance monitoring
activities. Thus, for contractors that
elect only to certify compliance with
section 60–2.17(b)(3), OFCCP will
evaluate their compensation practices
without regard to their compensation
self-evaluation. This Alternative
Compliance Certification is an
alternative to the contractor disclosing
the self-evaluation and results to
OFCCP. It is not to be construed as a
limit on contractors’ discretion to
implement any self-evaluation
technique it deems appropriate in order
to comply with 41 CFR 60–2.17(b)(3).
Signed at Washington, DC this 12th day of
June, 2006.
Victoria A. Lipnic,
Assistant Secretary for the Employment
Standards.
Charles E. James, Sr.,
Deputy Assistant Secretary for Federal
Contract Compliance.
[FR Doc. 06–5457 Filed 6–15–06; 8:45 am]
BILLING CODE 4510–CM–P
E:\FR\FM\16JNN3.SGM
16JNN3
Agencies
[Federal Register Volume 71, Number 116 (Friday, June 16, 2006)]
[Notices]
[Pages 35114-35122]
From the Federal Register Online via the Government Printing Office [www.gpo.gov]
[FR Doc No: 06-5457]
[[Page 35113]]
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Part V
Department of Labor
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Employment Standards Administration
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Office of Federal Contract Compliance Program; Voluntary Guidelines for
Self-Evaluation of Compensation Practices for Compliance With
Nondiscrimination Requirements of Executive Order 11246 With Respect to
Systemic Compensation Discrimination; Notice
Federal Register / Vol. 71, No. 116 / Friday, June 16, 2006 /
Notices
[[Page 35114]]
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DEPARTMENT OF LABOR
Employment Standards Administration
Office of Federal Contract Compliance Programs; Voluntary
Guidelines for Self-Evaluation of Compensation Practices for Compliance
With Nondiscrimination Requirements of Executive Order 11246 With
Respect to Systemic Compensation Discrimination
AGENCY: Office of Federal Contract Compliance Programs, Employment
Standards Administration, Department of Labor.
ACTION: Notice of final voluntary guidelines for self-evaluation of
compensation practices for compliance with Executive Order 11246 with
respect to systemic compensation discrimination.
-----------------------------------------------------------------------
SUMMARY: The Office of Federal Contract Compliance Programs is
publishing final voluntary guidelines for self-evaluation of
compensation practices for compliance with Executive Order 11246, as
amended, with respect to systemic compensation discrimination. This
document sets forth the final voluntary guidelines and discusses
comments that OFCCP received in response to proposed voluntary
guidelines published in the Federal Register on November 16, 2004.
DATES: Effective Date: June 16, 2006.
FOR FURTHER INFORMATION CONTACT: Director, Division of Policy,
Planning, and Program Development, Office of Federal Contract
Compliance Programs, 200 Constitution Avenue, NW., Room N3422,
Washington, DC 20210. Telephone: (202) 693-0102 (voice) or (202) 693-
1337 (TTY).
SUPPLEMENTARY INFORMATION: In this preamble, OFCCP summarizes the
proposed voluntary self-evaluation guidelines, discusses the comments
received in response to publication of the proposed voluntary
guidelines, and provides a substantive discussion of the final
voluntary self-evaluation guidelines. The substantive discussion of the
final voluntary self-evaluation guidelines substantially restates the
preamble of the proposed voluntary guidelines, except that
modifications or clarifications were added in response to the comments.
I. Summary of the Proposed Voluntary Self-Evaluation Guidelines
On November 16, 2004, OFCCP published a Notice in the Federal
Register in which the agency proposed voluntary guidelines for self-
evaluation of compensation practices for compliance with Executive
Order 11246 with respect to systemic compensation discrimination. 69 FR
67252 (November 16, 2004). The proposed voluntary self-evaluation
guidelines had four principal components, which are summarized below.
First, the proposed voluntary self-evaluation guidelines proposed
that contractors may continue to choose whatever form of self-
evaluation they deem appropriate in order to comply with OFCCP
regulations requiring contractors to perform a self-evaluation of their
compensation practices. 69 FR 67253.
Second, the proposed voluntary self-evaluation guidelines provided
that contractors have the option, at their discretion, of conducting a
self-evaluation that conforms to the proposed voluntary guidelines. 69
FR 67253. As an incentive for contractors to voluntarily choose this
option, the proposed voluntary guidelines provided that OFCCP would
conform its compliance monitoring activities with the contractor's
self-evaluation program. Id. That is, if the contractor in good faith
implemented a self-evaluation program that reasonably comports with the
voluntary guidelines, OFCCP would not conduct an independent evaluation
of the contractor's compensation practices during a compliance review.
Id. The proposed voluntary guidelines made clear that contractors who
choose this option must retain certain records so that OFCCP can
determine whether the contractor in fact implemented a self-evaluation
program that reasonably adhered to the voluntary guidelines. 69 FR
67254. The proposed voluntary guidelines also permitted OFCCP to
recommend in writing that the contractor make changes to its self-
evaluation program, if the program is only marginally reasonable under
the voluntary guidelines. Id.
Third, the proposed voluntary self-evaluation guidelines outlined
general principles to which a self-evaluation system must reasonably
adhere in order to comport with the proposed voluntary guidelines:
(1) The self-evaluation must be based on ``similarly-situated
employee groupings'' or ``SSEGs.'' SSEGs were defined as groupings of
employees who perform similar work, and occupy positions with similar
responsibility levels and involving similar skills and qualifications.
69 FR 67253-67254. The SSEGs must contain at least 30 employees and at
least 5 employees from each comparison group (i.e., females/males,
minorities/non-minorities). 69 FR 67254. The proposed voluntary
guidelines noted that there may be certain employees who occupy unique
positions that are not similar to any other position. Id. The
contractor must use non-statistical methods to evaluate the
compensation of such unique employees. Id. However, OFCCP would
carefully scrutinize the statistical and non-statistical analysis if
the statistical analysis does not encompass at least 80% of the
employees in the workplace or affirmative action program. Id. (2) The
self-evaluation must use some form of statistical analysis that permits
assessment of SSEGs, while accounting for the legitimate factors that
influence compensation, such as experience, education, performance,
productivity, location, etc. 69 FR 67254. The self-evaluation must also
permit tests of statistical significance. Id. For contractors with 250
or more employees, the statistical analysis must be multiple regression
analyses. Id. (3) The self-evaluation must be conducted on an annual
basis. 69 FR 67253. The contractor must investigate any statistically-
significant compensation disparities disclosed by the self-evaluation
and provide appropriate remedies if the disparities cannot be explained
by legitimate factors. Id.
Fourth, the proposed voluntary self-evaluation guidelines provided
a ``Compliance Certification Alternative,'' under which OFCCP would not
seek a contractor's self-evaluation analysis if the contractor
certified in writing that it believes that the self-evaluation is
subject to protection from disclosure under the attorney-client
privilege and/or the attorney work product doctrine. 69 FR 67255. The
proposed voluntary guidelines made clear that a contractor that chooses
this option would not receive the benefit of compliance coordination
because OFCCP would be unable to assess whether the contractor's self-
evaluation program comported with the voluntary guidelines. Id.
II. Discussion of the Comments Received
OFCCP received 26 comments on the Notice of proposed voluntary
guidelines for self-evaluation of compensation practices for compliance
with Executive Order 11246 with respect to systemic compensation
discrimination. In response to the comments, OFCCP made several
modifications to the proposed voluntary self-evaluation guidelines,
discussed below. In addition, many of the commenters asked for
clarification of OFCCP's intent with respect to various aspects of the
voluntary self-evaluation guidelines, which OFCCP provides as
appropriate below.
[[Page 35115]]
For the following discussion, OFCCP has grouped the comments around
the following major subjects: (A) Similarly Situated Employee Groupings
(SSEGs); (B) Statistical Analysis, Including Multiple Regression
Analysis; (C) Factors included in the Statistical Analysis; (D)
Appropriate Remedies; (E) Relationship with Item 11 of the Scheduling
Letter; (F) Confidentiality of Compensation and Personnel Information;
(G) Discoverability and the Alternative Compliance Certification; and
(H) Adverse Inference.
A. Similarly Situated Employee Groupings (SSEGs)
Several commenters, including HR Analytical Services and National
Industry Liaison Group (NILG), requested that OFCCP provide more
guidance on how contractors should develop SSEGs. OFCCP agrees that
further clarification of this issue will be helpful to interested
parties. Contractors must form SSEGs based on the facts about the jobs
performed by the particular employees who will be encompassed in the
self-evaluation program. Contractors should form SSEGs by determining
which employees are similarly situated based on their job duties,
responsibility levels, and skills and qualifications involved in the
positions, and other pertinent factors (as discussed directly below).
The most important aspect of this process is ensuring accurate
information about employees' job duties, the responsibility level,
skills, and qualifications involved in their positions, and the other
pertinent factors. It may also be helpful for contractors to retain
counsel for assessment of applicable caselaw as an aid to making such
determinations. This review of caselaw typically will involve research
for cases that discuss positions that are factually similar to the
positions at issue in the contractor's workforce.\1\
---------------------------------------------------------------------------
\1\ In the preamble of the final interpretive standards, OFCCP
has cited cases that discuss whether specific positions are
similarly situated. There are hundreds of other Federal court cases
that discuss whether other positions are similarly situated based on
facts about the specific positions involved in each of those cases.
---------------------------------------------------------------------------
Several commenters, such as Equal Employment Advisory Council
(EEAC), agreed that similarity in work performed, and in responsibility
level, skills, and qualifications involved in the positions, is a
necessary condition for employees to be similarly situated, but also
argued that similarity in these factors is not a sufficient condition
for employees to be similarly situated in all cases. These commenters
argued that there may be other factors in particular cases that may
make individuals dissimilar who would otherwise meet the proposed
standard for similarly situated. For example, these commenters noted
that otherwise similarly-situated employees may be paid differently for
a variety of reasons: they work in different departments or other
functional divisions of the organization with different budgets or
different levels of importance to the business; they fall under
different pay plans, such as team-based pay plans or incentive pay
plans; they are paid on a different basis, such as hourly, salary or
through sales commissions; some are covered by wage scales set through
collective bargaining, while others are not; they have different
employment statuses, such as full-time or part-time; etc. OFCCP agrees
with these commenters that such factors may be important to whether
employees are similarly situated. See, e.g., EEOC Compliance Manual on
``Compensation Discrimination,'' EEOC Directive No. 915.003 (December
5, 2000), at 10-6 (``the fact that employees work in different
departments or other organizational units may be relevant, but is not
controlling.''); see also Cooper v. Southern Co., 390 F.3d 695, 717
(11th Cir. 2004)(noting that plaintiffs' expert ``did not tailor her
analysis to the specific positions, job locations, or departmental or
organizational structures in question; however, the wide-ranging and
highly diversified nature of the defendants' operations requires that
employee comparisons take these distinctions into account in order to
ensure that the black and white employees being compared are similarly
situated''); Goodwin v. General Motors Corp., 275 F.3d 1005, 1012 n.8
(10th Cir. 2002)(holding employees similarly situated for compensation
discrimination claim under Title VII because ``[a]ll four
representatives had the same supervisor, performed identical job duties
and were subject to the same company standards and policies''); Webb v.
Merck & Co., Inc., 206 F.R.D. 399, 408 (E.D. Pa. 2002)(``We agree with
defendant that [the plaintiffs'' expert's] analysis of hourly (union)
workers is unreliable and irrelevant because it fails to control for
the mandated wage rate set by collective bargaining agreements for an
employee's position * * *''). OFCCP has added a provision in the final
voluntary self-evaluation guidelines to make clear that contractors
should consider the applicability of such factors in developing SSEGs,
in addition to similarity in work performed and in responsibility
level, skills, and qualifications involved in the positions.
Several commenters were concerned that the proposed voluntary
guidelines would force contractors to group employees who were not
similarly situated or otherwise that many employers could not meet the
SSEG standards.\2\ In particular, these commenters took issue with the
provision that OFCCP would carefully scrutinize the self-evaluation
analyses of a contractor that could not encompass 80% of the workforce
or AAP within the statistical analyses. These commenters argued that
80% was far too high of a percentage of the workforce or AAP for which
appropriate grouping under the voluntary guidelines could be expected.
Several commenters also believed that the 30/5 size requirements for
SSEGs (SSEGs must include at least 30 employees, and five employees
from each comparator group (females/males; minorities/non-minorities))
were also unrealistic in light of the diversity of occupations in many
workplaces. Several commenters questioned whether OFCCP would permit
contractors to develop self-evaluation programs that encompassed
several AAPs or establishments, which would help address some of these
concerns.
---------------------------------------------------------------------------
\2\ See, e.g. American Bankers Association, American Society of
Employers, Association of Corporate Counsel, Equal Employment
Advisory Council, Gayle B. Ashton, Glenn Barlett Consulting
Services, HR Analytical Services, Maly Consulting LLP, National
Industry Liaison Group, Northeast Region Corporate Industry Liaison
Group, ORC Worldwide, Silicon Valley Industry Liaison Group, Society
for Human Resource Management, Sonalysts, and TOC Management
Services.
---------------------------------------------------------------------------
OFCCP agrees with these commenters that it may be expected that
certain employees cannot be included in an SSEG because they are not
similarly situated to any other employee in the organization,
workplace, or AAP. Under no circumstances should a contractor attempt
to group employees into an SSEG who do not meet the standards for
similarly situated under these final voluntary self-evaluation
guidelines.\3\ OFCCP added a provision to the final voluntary
guidelines to clarify its intent on this issue.
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\3\ This should not be read as a limitation or criticism of any
type of self-evaluation technique or analysis that contractors
choose to implement at their discretion. This limitation only
applies to the self-evaluation methods outlined in the final
voluntary self-evaluation guidelines.
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OFCCP does not have any expectation that a certain proportion of
employees in every workforce or AAP could be appropriately grouped into
an SSEG. The proposed 80% threshold was simply a way to allocate agency
resources based on OFCCP's judgment that exclusion of a small
percentage of employees from the SSEGs did not warrant further OFCCP
scrutiny. In
[[Page 35116]]
response to the commenters' concerns that 80% is unrealistic because of
the occupational diversity in many workplaces, OFCCP has slightly
lowered this threshold to 70% in the final voluntary guidelines.
OFCCP also agrees that some of these concerns may be addressed by
self-evaluation programs that encompass a group of employees larger
than a particular AAP or establishment.\4\ Therefore, in the final
voluntary self-evaluation guidelines, OFCCP provides that the self-
evaluation program must at least encompass employees within an AAP or
establishment. However, a self-evaluation program which encompasses
larger groups of employees (e.g., by including several (or many)
establishments or AAPs) will also comport with the voluntary self-
evaluation guidelines, if the other conditions of these voluntary
guidelines are satisfied. Contractors have the discretion of selecting
the grouping of employees to be included in each self-evaluation
program, although no grouping can be smaller than the AAP or
establishment level.
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\4\ In this paragraph, OFCCP's use of the terms ``encompass,''
``groups,'' and ``groupings'' relates only to the employees included
in the overall self-evaluation program, and should not be confused
with SSEGs or units for conducting regression analyses (i.e., by
SSEG, or by combining several SSEGs into a pooled regression that
includes particular SSEG membership variables).
---------------------------------------------------------------------------
Several commenters, such as Berkshire Associates, Tyson Foods,
Inc., and Maly Consulting LLC, requested clarification about the types
of non-statistical analysis that should be used to evaluate
compensation practices involving employees who cannot be combined into
an SSEG. OFCCP affords the contractor discretion in determining the
type of non-statistical analysis which would be reasonable to use in a
particular case. This could include comparison of the employee's
compensation to that of other employees who are similarly situated to
the employee, if any, or assessment of the decisions which determined
the employee's compensation, with a goal of assessing whether
legitimate, nondiscriminatory reasons explain each decision. As later
explained in part I, Voluntary Guidelines, section E, contractors are
obligated to keep the data and documents resulting from these non-
statistical methods.
B. Statistical Analysis, Including Multiple Regression Analysis
Several commenters, including Berkshire Associates and DCI
Consulting, requested that OFCCP provide more guidance on the types of
statistical analysis that the agency would find acceptable under the
proposed voluntary guidelines, where a multiple regression analysis is
not required. OFCCP affords contractors flexibility in determining the
type of statistical analyses which would be reasonable to use in a
particular case. However, the statistical analysis must compare
compensation within SSEGs and it must take into account legitimate
factors that affect compensation of employees in each SSEG. The
statistical analysis must also permit tests of statistical significance
that are generally accepted in the statistics profession.
Many commenters expressed concern about the proposed voluntary
guidelines' requirement that contractors with 250 or more employees
must use multiple regression analysis as the method of self-
evaluation.\5\ These commenters noted that multiple regression analysis
is complex and that the requirement would force contractors to hire
costly experts to develop and maintain such self-evaluation programs.
These commenters also noted that multiple regression analysis requires
significant personnel information in electronic format, which
contractors do not normally collect and include in their HRIS
databases. In order to develop a self-evaluation program that comports
with the proposed voluntary guidelines, these commenters argued,
contractors would have to expend significant resources attempting to
collect relevant personnel information and entering such information
into a database. Many of the commenters who expressed these concerns
argued that the burdens involved with multiple regression analysis were
simply too great for many contractors and that the 250-employee
threshold was far too low. In order to address these concerns, several
commenters recommended increasing the threshold significantly. Other
commenters recommended that OFCCP allow contractors to use a tiered
approach in the self-evaluation, much as OFCCP does in its compliance
review process. Under the tiered approach, the contractor would be
required to conduct a multiple regression analysis only after a less-
sophisticated analysis indicated that there was a possible compensation
disparity. Several commenters noted that the requirement to conduct the
self-evaluation on an annual basis added to the burden of the multiple
regression analysis and suggested that OFCCP could reduce this burden
by requiring the self-evaluation be conducted less frequently.
---------------------------------------------------------------------------
\5\ See, e.g., American Bankers Association, American Society of
Employers, Association of Corporate Counsel, Berkshire Associates,
DCI Consulting, Equal Employment Advisory Council, Gayle B. Ashton,
Glenn Barlett Consulting Services, HR Analytical Services, Maly
Consulting LLC, National Industry Liaison Group, ORC Worldwide,
Silicon Valley Industry Liaison Group, Society for Human Resource
Management, Sonalysts, TOC Management Services, and Tyson Foods,
Inc.
---------------------------------------------------------------------------
OFCCP is cognizant of the complexity involved in performing a
multiple regression analysis, and the burden of gathering information
entailed therein. In response to the comments, the final Voluntary
Self-Evaluation Guidelines only require a multiple regression analysis
for those establishments or AAPs that have 500 or more employees.
Moreover, OFCCP emphasizes that a multiple regression analysis is not
required under 41 CFR 60-2.17(b)(3); rather, a contractor can opt to
perform a multiple regression if it desires to obtain the compliance
coordination incentive provided by these Voluntary Guidelines.
Specifically, if a contractor performs a multiple regression analysis,
which reasonably meets the standards outlined in the voluntary
guidelines and the analysis finds no discrimination, OFCCP will
consider the contractor's compensation practices to be in compliance
with Executive Order 11246; in other words, OFCCP will not further
investigate the contractor's compensation practices. If a contractor
decides that performing a multiple regression is too burdensome or
otherwise undesirable, it can choose another self-evaluation technique
without any adverse consequences from OFCCP. By choosing not to perform
a multiple regression analysis, the contractor is merely choosing not
to take advantage of the compliance coordination incentive.
In the final voluntary guidelines OFCCP does not accept a tiered
approach to self evaluation as suggested by several commenters.
Although OFCCP will use the tiered approach in its analysis of a
compensation system pursuant to the Final Interpretive Standards for
Systemic Compensation Discrimination the use of a tiered approach in
the Systemic Standards is for purposes of OFCCP's allocation of
resources. OFCCP is unable to conduct a full-scale compensation review
of all of the approximately 100,000 contractor establishments within
its jurisdiction. Therefore, OFCCP unavoidably will fail to detect
existing discrimination in those establishments that cannot be
reviewed. However, OFCCP can maximize the number of establishments
subject to some form of compensation review by using a tiered approach
to target OFCCP investigations toward establishments with a higher
likelihood of a potential discrimination problem.
[[Page 35117]]
But in using a tiered approach, OFCCP inevitably will miss
discrimination in certain cases. OFCCP accepts this risk of ``false
negatives.'' However, a contractor is not required to perform a
multiple regression for its self-evaluation. If a contractor chooses to
do so, and performs a multiple regression that reasonably meets the
general standards outlined in the voluntary guidelines, the contractor
will be found in compliance on compensation. In OFCCP's view, because a
contractor is incurring a substantial gain if it does a reasonable
multiple regression analysis, a contractor should have to conduct a
rigorous analysis. A less-sophisticated analysis may miss a potential
discrimination problem that would be revealed by the more accurate
multiple regression analysis, and a contractor who seeks to avoid OFCCP
review should insure against potentially missing discrimination by
performing a multiple regression analysis.
OFCCP also believes that it is important for contractors to conduct
the self-evaluation analysis on an annual basis. Annual self-evaluation
will prevent patterns of discrimination from emerging and will allow
the contractor to correct any potential discrimination problems in a
timely manner.
Several commenters argued that contractors should have the ability
to investigate whether statistically-significant disparities revealed
by the regression model were caused by legitimate factors or unique
circumstances. OFCCP agrees with these comments. In the final voluntary
self-evaluation guidelines, OFCCP retained the provision of the
proposed voluntary guidelines that ``[t]he contractor must adequately
determine whether such statistical disparities are explained by
legitimate factors or otherwise are not the product of unlawful
discrimination.'' Thus, contractors must investigate any statistically-
significant disparities, determine whether there are legitimate, non-
discriminatory explanations for the disparities, and correct the
disparities where appropriate.
Several commenters requested that OFCCP provide, post online, or
otherwise make available to contractors, the statistical software that
contractors can use to evaluate their compensation systems and to
discern if discrimination exists. OFCCP uses SAS software to evaluate
contractors' compensation systems, and such software was purchased
through the normal procurement process. Other software may be available
to perform these types of evaluations. This listing does not constitute
any endorsement of SAS software, but rather is provided pursuant to
several commenters' requests.
Several commenters also requested that OFCCP provide a grace period
or a pilot stage before full implementation of the final voluntary
guidelines. As OFCCP has explained, the agency does not require the
contractor to perform a multiple regression analysis. Rather, a
contractor can opt to perform a multiple regression if it desires to
obtain the compliance coordination incentive provided by the voluntary
guidelines. If a contractor decides that performing a multiple
regression is too burdensome or otherwise undesirable, it can choose
another self-evaluation technique without any adverse consequences from
OFCCP. Because OFCCP is not requiring contractors to engage in any
activity to implement these final voluntary guidelines, OFCCP disagrees
that a grace or pilot period are appropriate.
C. Factors Included in the Statistical Analysis (Including Multiple
Regression Analysis)
Several commenters, such as HR Analytical Services, requested that
OFCCP provide more guidance on the factors that contractors should
include in the statistical analysis in order to comport with the
voluntary guidelines. OFCCP cannot provide additional guidance to
contractors on the factors to include in the statistical analysis
because those factors must be determined based on the facts of the
particular case. Contractors should assess the factors that influence
employees' compensation in their workforce. These factors may not be
the same for all employees, and even where they are the same, their
influence may be significantly different by class of employee. OFCCP
listed several of the typical factors to provide some general idea of
the types of factors that may be used, not to identify an exhaustive
list that is presumed applicable in every case.
Several commenters argued that OFCCP should defer to the
contractor's choice of factors used in the multiple regression model
and should not require contractors to include every conceivable factor
that might have a bearing on compensation. These commenters also asked
whether OFCCP would allow contractors to use proxies instead of actual
information on a factor where that information is not readily available
to the contractor. OFCCP will not simply defer to the contractor in its
determination of the appropriate factors. However, if the contractor
has made reasonable judgments about the appropriate factors to include
in the statistical analyses, based on facts about the factors that
influence compensation for the employees encompassed within the
analyses, then OFCCP will find that the contractor's self-evaluation
program comports with these voluntary guidelines, if the other
conditions of the voluntary guidelines are reasonably satisfied. OFCCP
does not expect contractors to include all conceivable factors in the
analyses. Nor does OFCCP prohibit the use of proxies, but cautions
contractors to use proxies with great care. In a particular case,
proxies may be reasonable, in light of the availability of actual data,
the burden involved with obtaining actual data, and the expected
relationship between the proxy and the actual data (i.e., the proxy
``tracks'' the actual data reasonably well). OFCCP suggests that
contractors may test how closely a particular proxy ``tracks'' the
actual data by comparing the proxy to a sample of the actual data. This
test may reveal that the proxy tracks the data reasonably well or can
be weighted or otherwise modified to reasonably track the actual data.
D. Appropriate Remedies
Several commenters, such as Association of Corporate Counsel,
Morgan, Lewis & Bockius, and ORC Worldwide, requested that OFCCP
provide more guidance on the circumstances in which a remedy is
required under the voluntary guidelines and how the remedy should be
determined. OFCCP agrees that general guidance on these issues will be
helpful to interested parties. Under the final voluntary self-
evaluation guidelines, the contractor must take appropriate remedial
action to correct statistically-significant compensation disparities
between employees in an SSEG where such disparities are not explained
by legitimate, non-discriminatory factors.\6\ The remedial action that
is appropriate will depend on the facts of the case but should include
back pay and other make whole relief. See Franks v. Bowman
Transportation Co., 424 U.S. 747 (1976). OFCCP recommends that
contractors tailor the remedy for each employee as to whom compensation
disparities cannot be explained by legitimate factors. See Rudebusch v.
Hughes, 313 F.3d 506, 523-24 (9th Cir. 2002) (``Thus, the real question
is not whether Rudebusch should have been brought up to the mean, but
whether using the predicted salary of similarly situated white male
faculty for the minority and
[[Page 35118]]
female adjustments somehow overcompensated these minority and women
faculty members, i.e., whether the adjustments were more than
remedial.''). As in all questions of whether the contractor's self-
evaluation program comports with the voluntary guidelines, OFCCP will
assess whether the contractor's actions were reasonable in light of the
particular facts.
---------------------------------------------------------------------------
\6\ Not all of the legitimate factors need be included in the
statistical analyses, as analyses of individual disparities may
reveal legitimate factors that are qualitative, unquantifiable, or
unique to a particular employee.
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E. Relationship With Item 11 of the Scheduling Letter
Several commenters, such as DCI Consulting and Glenn Barlett
Consulting Services, requested that OFCCP explain how the voluntary
self-evaluation guidelines will be coordinated with OFCCP's compliance
review process. In particular, these commenters questioned how the
proposed voluntary guidelines would be coordinated with Item 11 of the
OFCCP Scheduling Letter. In response to these commenters, OFCCP added a
provision in the final voluntary self-evaluation guidelines to clarify
this issue. The first step of the compliance review process is that
OFCCP sends a Scheduling Letter to the contractor. The Scheduling
Letter contains an itemized listing of documents and information that
the contractor must submit to OFCCP. Item 11 of the itemized listing
requests ``annualized compensation data (wages, salaries, commissions,
and bonuses) by either salary range, rate, grade, or level showing
total number of employees by race and gender and total compensation by
race and gender.'' Under the final voluntary self-evaluation
guidelines, a contractor that desires the compliance coordination
incentive--and, therefore, has attempted to develop and implement a
self-evaluation program that reasonably comports with the voluntary
guidelines--will not be required to submit compensation data in
response to Item 11. Instead, the contractor should respond to the Item
11 request by noting that the contractor ``seeks compliance
coordination under the OFCCP voluntary compensation self-evaluation
guidelines.'' OFCCP staff will then call the contractor to discuss the
contractor's self-evaluation program and, based on that initial
discussion, OFCCP will determine what documents and information it will
review in the particular case.
F. Confidentiality of Compensation and Personnel Information
Several commenters, such as Association of Corporate Counsel, NILG,
and U.S. Chamber of Commerce, expressed concern about the
confidentiality of compensation and personnel information that
contractors must maintain and make available to OFCCP to take advantage
of the compliance coordination offered in the proposed voluntary self-
evaluation guidelines. These commenters requested that OFCCP provide
express assurances that the agency would not disclose such information
to third-parties or other enforcement agencies. In response to these
comments, OFCCP has added a provision to the final voluntary self-
evaluation guidelines under which ``OFCCP will treat compensation and
other personnel information provided by the contractor to OFCCP under
these voluntary guidelines as confidential to the maximum extent the
information is exempt from public disclosure under the Freedom of
Information Act, 5 U.S.C. 552.'' OFCCP borrowed this text from its
regulations at 41 CFR 60-2.18(d).
G. Discoverability and the Alternative Compliance Certification
The Alternative Compliance Certification (ACC) is a method by which
a contractor is permitted under certain circumstances to certify its
compliance with 41 CFR 60-2.17(b)(3) in lieu of producing the
methodology or results of the compensation self-evaluation to OFCCP
during a compliance review. Several commenters, such as EEAC and
Berkshire Associates Inc. expressed confusion about the ACC provision
in the proposed voluntary guidelines. For example, several commenters
questioned whether the discussion of the ACC implied that contractors
were afforded only two ways to comply with the compensation self-
evaluation requirement contained in OFCCP's regulations at 41 CFR 60-
2.17(b)(3), i.e., either (1) conduct a self-evaluation analysis that
comports with the voluntary guidelines, or (2) certify compliance
through the ACC. EEAC appeared to favor this interpretation and argued
that contractors in reality have a third option: Conduct any form of
self-evaluation they deem appropriate. Several commenters, such as Maly
Consulting LLC, were concerned that the proposed voluntary guidelines'
use of mandatory language in describing self-evaluation methods
appeared to contradict provisions which indicated that the voluntary
guidelines are indeed voluntary. In response to these comments, OFCCP
has clarified this provision in the final voluntary guidelines to make
clearer the agency's intent regarding the ACC. The ACC was designed to
address only the issue of disclosure of the self-evaluation, not the
methods of self-evaluation contractors might use to comply with the
self-evaluation requirement in OFCCP's regulations. As to the latter
issue, the first sentence of the proposed voluntary guidelines provided
that ``OFCCP will continue to permit contractors to choose any form of
compensation self-evaluation techniques to comply with 41 CFR 60-
2.17(b)(3).'' 69 FR 67253. The purpose of the ACC was to provide
contractors with a way to comply with 41 CFR 60-2.17(b)(3) without
engaging OFCCP's scrutiny of their self-evaluation method. However, if
a contractor chooses to do an ACC, the contractor would not be eligible
for the compliance coordination incentive under the voluntary
guidelines. OFCCP has also clarified several other provisions in the
final voluntary self-evaluation guidelines to reinforce OFCCP's intent
that the voluntary guidelines are indeed strictly voluntary.
Several commenters, such as Association of Corporate Counsel and
Morgan, Lewis & Bockius LLP argued that contractors who opt for the ACC
should still be eligible for the compliance coordination incentive if
they certify that they have implemented a compensation self-evaluation
program that complies with the voluntary guidelines. Recognizing that
OFCCP would be unable to review the contractor's self-evaluation
program if the contractor were permitted to certify, the Association of
Corporate Counsel suggested that OFCCP could address this problem by
conducting compensation evaluations of a random sample of the
contractors that certified. OFCCP does not agree that this approach
would be a reasonable enforcement policy. OFCCP expects that many
contractors would opt to certify under the suggested approach, because
they would obtain the benefit of the compliance coordination incentive
without any direct scrutiny of their self-evaluation program. If large
numbers of contractors certified, OFCCP would have to divert a rather
sizeable portion of its investigation resources toward random
compensation reviews. This would defeat the purpose of the voluntary
self-evaluation guidelines, which was to afford contractors a
compliance coordination incentive for conducting a self-evaluation that
comports with the voluntary guidelines.
Several commenters requested additional clarification as to the
terms ``reasonably meet'' the general standards and ``marginally
reasonable,'' as used in Section II. Procedure, Paragraph B. However,
each self-evaluation involves a contractor's response to a variety of
factual issues, such as the composition of SSEGs, the factors to
include in a regression, and how to follow-up on
[[Page 35119]]
statistical disparities. The wide variety of possible responses to the
myriad of possible fact patterns makes greater specificity in this
terminology impossible.
Morgan, Lewis & Bockius argued that the ACC should not require the
contractor to certify that it conducted any self-evaluation
``analysis,'' which implies that the contractor's chosen self-
evaluation technique involved a quantitative or statistical method.
OFCCP agrees that the contractor need not have relied on quantitative
or statistical techniques to comply with 41 CFR 60-2.17(b)(3), as OFCCP
has repeatedly noted that the contractor has the discretion to comply
by using any self-evaluation technique it deems appropriate. To ensure
that the ACC does not appear to conflict with this intent, OFCCP has
removed the term ``analyses'' in the ACC of the final voluntary
guidelines.
Several commenters were concerned that the ACC would not be
effective in protecting compensation self-evaluation analyses from
disclosure during third-party litigation. Some commenters argued that
the ACC could even jeopardize the contractor's privilege claims in such
litigation. The U.S. Chamber of Commerce, for example, argued that the
existence of the self-evaluation voluntary guidelines might support an
argument that the contractor conducted the self-evaluation for reasons
other than for obtaining legal advice or in preparation for potential
litigation. The fact that the self-evaluation at issue in such a case
looked like the self-evaluation outlined in the voluntary guidelines
might support the argument that the employer conducted the self-
evaluation to take advantage of the voluntary guidelines, not for
reasons which would support a recognized protection from disclosure.
OFCCP did not intend the voluntary guidelines to be a basis for
employers to lose applicable protections from disclosure. OFCCP
included the ACC in the voluntary guidelines to avoid protracted
litigation with contractors over the applicability of claimed
protections and as a clear statement to contractors that they would not
obtain the benefit of the compliance coordination incentive offered
under the voluntary guidelines if they did not disclose their self-
evaluation analyses to OFCCP. The voluntary guidelines provide only
general parameters for a self-evaluation, involving a few high-level
concepts, such as SSEGs and multiple regression analysis. Thus, the
argument that a self-evaluation which conformed to these general
principles must have been conducted under the OFCCP voluntary self-
evaluation guidelines is unreasonable. In addition, there are many
alternative sources upon which an employer (or the employer's counsel)
could draw to develop a self-evaluation method that looks similar to
the methods outlined in the voluntary self-evaluation guidelines. After
all, OFCCP looked to Title VII caselaw to define SSEGs and to determine
that multiple regression analysis is an appropriate statistical method
for assessing compensation.
Several commenters requested that OFCCP return the compensation and
personnel data after OFCCP concludes its evaluation. The Records
Disposal Act, 44 U.S.C 3301 et seq. forbids us from doing so, as the
Act provides the exclusive means for disposal of such records. 44
U.S.C. 3314. Records received by an agency of the government under
Federal Law constitute ``records'' for purposes of the Records Disposal
Act, see Section 3301, and ``once a document achieves the status of a
``record'' as defined by the Act, it may not be alienated or disposed
of without the consent of the Administrator of General Services, who
has delegated his authority in such matters to the Archivist of the
United States.'' Kissinger v. Reporters Committee for Freedom of the
Press, 445 U.S. 136, 147 (1980). See also, 36 CFR part 1220. Be
assured, however, that the records will ultimately be disposed of, as
provided by the Records Disposal Act.
The Chamber requested that OFCCP recognize a ``self-critical
privilege'' which would protect compensation self-evaluation analysis
from disclosure during third-party litigation. OFCCP believes that
employers are to be encouraged to implement robust compensation self-
evaluation programs, to prevent and timely correct potential
compensation discrimination problems. Based on the comments OFCCP
received, it is apparent that many employers perceive the possibility
of disclosure of compensation self-evaluations in litigation as a
compelling disincentive to conducting such analyses. However, OFCCP has
no authority to establish privileges applicable in litigation in
federal or state court.
H. Adverse Inference
Several commenters, including Gaucher Associates and the Chamber,
were concerned that the proposed voluntary self-evaluation guidelines
would create a standard for conducting self-evaluations against which
employers would be judged in third-party litigation or by OFCCP. These
commenters acknowledged that OFCCP has made compliance with the
voluntary guidelines entirely voluntary. Nonetheless, these commenters
worried that a judge, jury, or OFCCP compliance officer may draw an
adverse or negative inference if the employer chooses not to conduct a
self-evaluation in the form outlined in the voluntary guidelines. These
commenters asked that OFCCP provide in the final voluntary guidelines
that the self-evaluation methods outlined in the voluntary guidelines
are not the only acceptable methods that an employer could use to
conduct a self-evaluation. OFCCP does not intend the voluntary self-
evaluation guidelines to provide the basis for any adverse or negative
inference against a contractor who decides not to take advantage of the
voluntary guidelines. OFCCP has added a provision in the final
voluntary self-evaluation guidelines to make clear that the guidelines
are entirely voluntary and to express OFCCP's formal policy that the
contractor's declining to adopt the methods outlined in the voluntary
guidelines will not be used as a basis for any negative or adverse
inference about the contractor's compliance status. However, if a
contractor fails to adopt any self-evaluation method, such failure will
be the basis for a finding of noncompliance with 41 CFR 60-2.17(b)(3).
OFCCP agrees with these commenters that there are many methods of
conducting a compensation self-evaluation; that application of general
self-evaluation methods, such as those outlined in the final voluntary
self-evaluation guidelines, will entail significant variability based
on the unique facts of each workplace and workforce; and that whether a
particular method is more appropriate than another method must be based
on a significant understanding of the facts of the particular case.
III. Substantive Discussion Regarding the Final Voluntary Self-
Evaluation Guidelines
On May 4, 2000, OFCCP proposed substantial revisions to affirmative
action program requirements. 65 FR 26089 (May 4, 2000). As OFCCP
explained in the preamble to these May 4, 2000 proposed revisions:
More recently, an additional objective of the proposed revision
has been to advance the Department of Labor's goal of pay equity;
that is, ensuring that employees are compensated equally for
performing equal work* * * . This NPRM encourages contractors to
analyze their own compensation packages to ensure that all their
employees are being paid fairly.
65 FR 26089 (May 4, 2000).
[[Page 35120]]
On November 13, 2000, OFCCP published a Final Rule revising the
regulatory requirements for written affirmative action programs. 65 FR
68022 (November 13, 2000). OFCCP adopted a requirement that covered
contractors evaluate their ``[c]ompensation system(s) to determine
whether there are gender-, race-or ethnicity-based disparities.'' 65 FR
68046 (November 13, 2000) (referencing 41 CFR 60-2.17(b)(3).
OFCCP received many comments in response to the Proposed Rule on
this compensation self-evaluation requirement. As explained in the
Preamble to the November 13, 2000 Final Rule:
Many of the comments focused on the requirement to review
compensation systems, with several commenters asserting that OFCCP
does not have authority to enforce equal pay concerns, that analysis
of compensation systems is not required by the current regulations,
that compensation analyses impose an additional burden, or that
OFCCP did not specify the types of analyses it would find
acceptable. Commenters also expressed confusion about how the
information gained from [the compensation analysis] should be used
by contractors, and how the contractor's actions will be evaluated
by OFCCP.
65 FR 68036 (November 13, 2000).
OFCCP responded to these commenters in the Preamble to the November
13, 2000 Final Rule: ``[C]ontractors have the ability to choose a type
of compensation analyses that will determine whether there are gender-,
race-, or ethnicity-based disparities.'' 65 FR 68036 (November 13,
2000).
OFCCP has not, however, provided guidance to contractors or to
OFCCP personnel on suggested techniques for compliance with this
compensation self-evaluation requirement. These voluntary guidelines
are intended to provide suggested techniques for complying with the
compensation self-evaluation requirement, although these voluntary
guidelines are entirely voluntary. Thus, compliance with these
voluntary guidelines is not required for compliance with section 60-
2.17(b)(3). OFCCP has included an incentive for contractors to adopt
voluntarily the general methods outlined in these voluntary guidelines.
Specifically, if a contractor, in good faith, reasonably implements the
general methods outlined herein, OFCCP will coordinate its compliance
monitoring activities with the contractor's self-evaluation approach.
However, compliance with these voluntary guidelines is not the only way
to comply with section 60-2.17(b)(3).
While developing these voluntary guidelines for conducting
compensation self-evaluations, OFCCP recognizes the risk of liability
that an employer faces when making corrective compensation adjustments
under a self-evaluation process. For example, female or minority
employees may bring claims based on the theory that the employer's own
self-evaluation study established that the employer engaged in
discrimination or that the employer did not make sufficient
compensation adjustments to remedy the discrimination. See, e.g.,
Cullen v. Indiana Univ., 338 F.3d 693, 701-04 (7th Cir. 2003)(female
professor sued university alleging compensation discrimination and
basing her claim, in part, on university's pay equity study).
Similarly, male or non-minority employees may sue the employer alleging
violation of Title VII because the employer gave salary adjustments to
female or minority employees under the compensation self-evaluation.
See, e.g., Rudebusch v. Hughes, 313 F.3d 506, 515-16 (9th Cir.
2002)(employer's self-audit, regression analysis was not technically
sufficient to foreclose male professor's discrimination claim against
the employer); Maitland v. Univ. of Minn., 155 F.3d 1013, 1016-18 (8th
Cir. 1998)(same); Smith v. Virginia Commonwealth Univ., 84 F.3d 672,
676-77 (4th Cir. 1996)(same). OFCCP has attempted to provide voluntary
guidelines that are technically sufficient to withstand judicial
scrutiny, so that contractors do not face potential liability for
implementing a robust and effective self-evaluation program.
Accordingly, these voluntary guidelines are as follows:
Final Voluntary Guidelines--Voluntary Guidelines for Self-Evaluation of
Compensation Practices for Compliance With Executive Order 11246 With
Respect to Systemic Compensation Discrimination (``Voluntary
Guidelines'')
These Voluntary Guidelines consist of two sections: I. Voluntary
Guidelines and II. Procedures.
I. Voluntary Guidelines
OFCCP will continue to permit contractors to choose their own form
of compensation self-evaluation techniques to comply with 41 CFR 60-
2.17(b)(3). However, as an incentive for contractors to implement a
compensation self-evaluation system that conforms to these Voluntary
Guidelines, OFCCP will deem a contractor in compliance with section 60-
2.17(b)(3) and will coordinate its compliance monitoring activities as
explained in Section II of these Voluntary Guidelines, if the
contractor's compensation self-evaluation program meets the standards
outlined below. These guidelines are strictly voluntary. A contractor's
decision not to implement a self-evaluation program that comports with
these Voluntary Guidelines shall not be a consideration in OFCCP's
assessment of a contractor's compliance with Executive Order 11246 or
OFCCP's regulations. However, failure to adopt any self evaluation
method will be a basis for a finding of non-compliance with 41 CFR 60-
2.17(b)(3). The mandatory language used to describe methods of
compensation self-evaluation under these Voluntary Guidelines means
that these methods are required if the contractor wishes to obtain the
compliance coordination incentive offered under these Voluntary
Guidelines. Use of such mandatory terms in these Voluntary Guidelines
shall not be construed to imply that the methods outlined in these
Voluntary Guidelines are mandatory or to imply any limit on a
contractor's discretion to use any self-evaluation technique it deems
appropriate to comply with 41 CFR 60-2.17(b)(3). However, OFCCP will
deem a contractor in compliance with 41 CFR 60-2.17(b)(3), and will
coordinate its compliance monitoring activities as explained in Section
II of these Voluntary Guidelines, if the contractor's self-evaluation
program meets the following general standards :
A. The self-evaluation is performed by groupings of employees that
are similarly situated, referenced hereinafter as ``Similarly Situated
Employee Groupings,'' or ``SSEGs.'' Employees may be placed into the
same SSEG if they are ``similarly situated'; that is, if they perform
similar work and occupy positions which are similar in responsibility
level, and similar in the skills and qualifications involved in the
positions. Employees may not be grouped in an SSEG for purposes of
these Voluntary Guidelines unless the work performed, responsibility
level, and requisite skills and qualifications involved in their
positions are actually similar, regardless of any employer-created
designation, such as job title, job classification, pay grade or range,
etc. The fact that an employer has grouped employees into a particular
pay grade or range does not necessarily mean that these employees are
similarly situated; the determining factors are whether the employees
are performing similar work, have similar responsibility level, and
occupy positions involving similar skills and qualifications. In
addition to
[[Page 35121]]
work performed, responsibility level, and skills/qualifications
involved in the positions, other factors may have a significant bearing
on whether employees are similarly situated. Such additional factors
may include, for example, department or other functional unit of the
employer, employment status (e.g., full-time versus part-time),
compensation status (e.g., union versus non-union, hourly versus
salaried versus commissions), etc. Contractors should consider the
applicability of such factors in developing SSEGs, in addition to
similarity in work performed and in responsibility level, skills, and
qualifications involved in the positions.
B. The contractor must make a reasonable attempt to produce SSEGs
that are large enough for meaningful statistical analysis. However, the
SSEGs must in all events conform to Section IA of these Voluntary
Guidelines. In general, SSEGs should contain at least 30 employees
overall, and contain five or more incumbents who are members of either
of the following pairs: male/female or minority/non-minority. Some
employees will not be sufficiently similarly situated to other
employees to permit them to be grouped in an SSEG. Such employees may
be eliminated from the statistical evaluation process; however, the
contractor is expected to conduct a self-evaluation of pay decisions
related to such employees using non-statistical methods. Further, the
contractor should attempt to develop statistical analyses that
encompass a significant majority of the employees in the particular
affirmative action program (AAP) or establishment. Where the
statistical analyses do not encompass at least 70% of the employees in
the AAP or establishment, OFCCP will carefully scrutinize the
statistical analyses and associated non-statistical self-evaluations.
Contractors are afforded discretion to develop self-evaluation programs
that encompass various groupings of employees other than AAPs or
establishments, subject to the requirements outlined in these Voluntary
Guidelines.
C. On an annual basis, the contractor must perform some type of
statistical analysis that evaluates SSEGs (as defined in Section IA of
these Voluntary Guidelines) and accounts for factors that legitimately
affect the compensation of the members of the SSEGs under the
contractor's compensation system, such as experience, education,
performance, productivity, location, etc. For establishments or AAPs
with 500 or more employees, the type of statistical analysis must be
multiple regression analysis. The contractor must ensure that any
factor within the contractor's control that is included in the analysis
is not itself subject to discrimination, although such a factor may be
included unless there is evidence that the factor actually was subject
to discrimination. Correlation between such a factor and a protected
characteristic does not automatically disqualify the factor, if the
employer has implemented formal standards to constrain subjective
decisionmaking. The analyses must include tests of statistical
significance that are generally recognized as appropriate in the
statistics profession.
D. The contractor must investigate any statistically-significant
compensation disparities identified by the self-evaluation analyses
that it has developed. OFCCP considers an identified disparity to be
statistically significant if the significance level of the disparity is
two or more standard deviations from a zero disparity level.\7\ The
contractor must adequately determine whether such statistical
disparities are explained by legitimate factors or otherwise are not
the product of unlawful discrimination. If the statistical disparities
cannot be explained, the contractor must provide appropriate remedies.
The remedies that are appropriate will depend on the time period in
which the disparities emerged. For the initial implementation of the
compensation self-evaluation program, the contractor may have to make
adjustments based on both current disparities and prior disparities.
OFCCP uses a two-year window for back pay corrections. For periodic
iterations of the self-evaluation program after the initial
implementation, the remedy would involve correcting current
disparities. Through the sources of information available to OFCCP
under Section IE of these Voluntary Guidelines, OFCCP will carefully
evaluate whether the contractor has properly investigated such
disparities and has adequately corrected any disparities that are not
explained by legitimate factors.
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\7\ This significance level roughly translates to a measured
absolute disparity that is more than two times the standard error of
the estimated value. See David H. Kaye & David A. Freedman,
Reference Guide on Statistics, in Federal Judicial Center, Reference
Manual on Scientific Evidence, at 124 n. 138 (2d ed. 2000). Using a
two-tailed test, a statistically significant disparity is a
disparity with a significance level of 0.05 or less (subject to the
consideration of what is a meaningful difference). This criterion
means that, e.g., a disparity in the pay between males and females
being either positive or negative, would have a less than a 1-in-20
chance of occurrence unrelated to potential discrimination.
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E. The contractor must contemporaneously create and retain the
following documents and data:
(1) Documents necessary to explain and justify its decisions with
respect to SSEGs, exclusion of certain employees, factors included in
the statistical analyses, and the form of the statistical analyses.
Such documents must be retained throughout the period in which OFCCP
would deem the contractor's compensation practices in compliance with
Executive Order 11246, as described in Section IIB of these Voluntary
Guidelines;
(2) The data used in the statistical analyses and the results of
the statistical analyses for two years from the date that the
statistical analyses are performed;
(3) The data and documents explaining the results of the non-
statistical methods that the contractor used to evaluate pay decisions
of those employees who were eliminated from the statistical evaluation
process, which must be retained throughout the period in which OFCCP
would deem the contractor's compensation practices in compliance with
Executive Order 11246, as described in Section IIB of these Voluntary
Guidelines;
(4) Documentation as to any follow-up investigation into
statistically-significant disparities, the conclusions of such
investigation, and any pay adjustments made to remedy such disparities.
These documents must be retained for a period of two years from the
date that the follow-up investigation is performed.
F. The contractor must make all of the documents and data
referenced in Section IE of these Voluntary Guidelines available to
OFCCP during a compliance review. OFCCP may also review any personnel
records and conduct any employee interviews necessary to determine the
accuracy of any representation made by the contractor in such
documentation or data.
II. Procedure
If the contractor's compensation self-evaluation program meets the
general standards set forth in Section I of these Voluntary Guidelines,
OFCCP will coordinate its compliance monitoring activities as follows:
A. During a compliance review, OFCCP will assess whether the
contractor's compensation self-evaluation program comports with the
general standards outlined in Section I of these Voluntary Guidelines.
A contractor that seeks the compliance coordination incentive under
these Voluntary Guidelines should respond to the Item 11 request in
OFCCP's Scheduling Letter by noting that the contractor ``seeks
compliance coordination under the voluntary
[[Page 35122]]
OFCCP compensation self-evaluation voluntary guidelines.''
B. If the contractor's compensation self-evaluation system
reasonably meets the general standards outlined in Section I of these
Voluntary Guidelines, OFCCP will consider the contractor's compensation
practices to be in compliance with Executive Order 11246. However,
OFCCP may suggest in a written letter that the contractor make
prospective modifications to improve the self-evaluation program's
conformity with the general standards outlined in Section I of these
Voluntary Guidelines, where OFCCP concludes that the self-evaluation
program is only marginally reasonable under these Voluntary Guidelines;
thereafter, during future compliance reviews, OFCCP will assess whether
the contractor made the suggested changes in determining the
contractor's prospective compliance with these Voluntary Guidelines.
If, during a future compliance review, OFCCP determines that the
contractor has not made the changes that OFCCP suggested during the
prior compliance review, the contractor's self-evaluation program will
no longer be deemed to comport with the general standards outlined in
Section I of these Voluntary Guidelines.
C. OFCCP may review the documents and data set forth in Section IE
to determine whether the contractor's compensation self-evaluation
program reasonably meets the general standards outlined in these
Voluntary Guidelines and, if applicable, whether the contractor
reasonably made the changes that OFCCP suggested during a prior
compliance review.
D. OFCCP personnel will direct technical issues about whether a
contractor's self-evaluation program meets the general standards
outlined in Section I of these Voluntary Guidelines to OFCCP's Director
of Statistical Analysis in the National Office, or his or her designee.
E. Confidentiality of Compensation and Personnel Information: OFCCP
will treat compensation and other personnel information provided by the
contractor to OFCCP under these Voluntary Guidelines as confidential to
the maximum extent the information is exempt from public disclosure
under the Freedom of Information Act, 5 U.S.C. 552. It is the practice
of OFCCP not to release data where the contractor is still in business,
and the contractor indicates, and through the Department of Labor
review proc