Compensation, Compensation, Compensation: How to Survive an OFCCP Compliance Review
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1 Compensation, Compensation, Compensation: How to Survive an OFCCP Compliance Review David S. Fortney, Esq. Fortney & Scott, LLC David B. Cohen DCI Consulting Inc. H. Juanita M. Beecher Fortney & Scott, LLC
2 Agenda OFCCP and Compensation Establishing the Attorney-Client Privilege Conducting a Proactive EEO Pay Analysis Employee Groupings Conducting the Analysis Making Adjustments New Scheduling Letter
3 OFCCP and Compensation
4 Scoping Which Employees are Subject to Audit? OFCCP audits are limited to employees in a specific AAP: Single establishment or FAAPs Almost always conflicts with corporate-wide FAAPs may include employees from multiple establishments, subject to the legal standards 4
5 OFCCP Directive 307 Directive 307 (renumbered ): Effective Date: February 28, 2013 Subject: Procedures for Reviewing Compensation Systems and Practices Purpose: To outline the procedures for reviewing contractor compensation systems and practices during a compliance evaluation Now incorporated into new sex regulations effective August 15, 2016 as
6 Our Take on Directive 307 Large analytical units that will almost always yield statistically significant differences Arbitrary removal of legitimate non-discriminatory variables Steering, steering and more steering investigations Compensation interviews and an increase in on-site investigations Politics and the support of the White House 6
7 Directive 307: The Good From an enforcement perspective, small group cohorts may be a thing of the past The mere fact that there are pay differences between comparators, without any other evidence of pretext or other indicia of possible discrimination, generally is not sufficient to find a violation of E.O Individual or small group pay disparities typically are analyzed under the disparate treatment theory of discrimination. It appears that OFCCP is screening in less contractors after the desk audit phase of the review 7
8 Large multiple regression analyses using pay analysis groups as the level of analysis Emphasis on steering and placement issues No requirement to find anecdotal evidence of discrimination The ability for the CO to remove legitimate non-discriminatory variables Tainted Directive 307: The Ugly Non-significant in the model No way for a contractor to model what OFCCP will do during the course of a compliance review 8
9 OFCCP s Approaches Stage 1: Analyze for Potential Systemic Discrimination in Large Groups Stage 2: May Analyze for Smaller Group or Unit Discrimination Stage 3: May Analyze for Individual (cohort) Discrimination 9
10 Establishing the Attorney-Client Privilege
11 OFCCP s Obligation Directive 307 states that in every case there are three key questions to answer Is there a measurable [statistically significant] difference in compensation on the basis of sex, race, or ethnicity? Is the difference in compensation between employees who are comparable [and similarly situated] under the contractor's wage or salary system? Is there a legitimate (i.e., nondiscriminatory) explanation for the difference? 11
12 Covered Contractor Obligations Contractors have an obligation to evaluate their compensation system(s) to determine whether there are gender-, race-, or ethnicity-based disparities (b)(3) Employers often align with their compensation review cycle Not an obligation to pay employees equally but to pay employees in a non-discriminatory manner 12
13 New Sex Regulations Prohibits paying different wages to similarly situated employees using Directive 307 s definition of similarly situated Case specific and based on some, but not all of the following factors: task performed, skills, effort, levels of responsibility, working conditions, job difficulty, and minimum qualifications Broader than Title VII Prohibits steering Grant or deny higher-paying wage rates, salaries, positions, job classifications, work assignments, shifts, development opportunities, or other opportunities because of sex 13
14 New Sex Regulations (cont.) Prohibits providing or denying earnings opportunities Overtime hours, commissions, pay increases, incentive compensation or any other additions to regular earnings Prohibits implementing practices that have an adverse impact and that are not shown to be job-related and consistent with business necessity Expands statute of limitations using Lilly Ledbetter standard 14
15 Conducting Privileged Compensation Self-Audits Properly conducted compensation compliance self-audits are a key tool in understanding and assessing legal compliance and related risks Benefits to the contractor: Opportunity to undertake self-directed remedial actions, and thereby mitigate or eliminate possible legal risks Understand and address, in advance, the legal challenges that could be faced in an OFCCP audit, or Title VII or Equal Pay Act claims by the EEOC or private claimants Good faith compliance 15
16 Conducting Privileged Compensation Self-Audits Conduct compensation analyses under the attorney-related privileges Audit is undertaken at the direction of in-house or outside counsel Structure the analyses under privilege at the outset Communications are kept confidential and restricted to need to know Outside consultants retained on attorney-privileged basis Determine the appropriate team to handle 16
17 Key Takeaways on Attorney Privilege Privilege is an important step in protecting your organization from liability Understand whom you need to talk to, and when, in order to establish the privilege In-house counsel, outside counsel Follow the instructions and procedures put in place to maintain the privilege and to avoid wavier 17
18 Conducting a Proactive EEO Pay Analysis
19 EEO Pay Analysis Process Build a database and determine the factors that will be included in the analysis Decide how to group jobs for analysis Structurally control for job/department differences Statistically control in the regression Conduct analyses Regression Fisher s exact tests Cohort analysis Research titles that have statistically significant group differences Make salary adjustments if differences cannot be explained 19
20 Pay Variables to be Analyzed Base Pay Bonus Merit Increase Starting Salary Stock Options Overtime Commission W2 Total Comp 20
21 Type of Compensation Factors Human Capital vs. Establishment approach Human Capital factors are the things that an individual brings to the table Education, Certifications, Prior Experience, etc. Establishment factors are the variables that a company controls and says they pay for Time in Job, Performance, Training, etc. Plaintiffs and EEOC/OFCCP may argue that establishment factors are inherently tainted 21
22 Potential Salary Predictors Experience Time in Company Time in Grade Time in Current Job Previous Relevant Experience Performance Ratings Career Path New Hire Promotion/Demotion Training Education Certifications/Licenses Skills Security Clearance Market Information Salary Survey Median Geographic Adjustments Line of Business Merger/Acquisition 22
23 Directive 307 and Factors When using factors as controls in a regression analysis, the statistical analyst tests the factors to make certain they are predictive for pay and that the factors are not potentially tainted by discrimination. 9 The statistical analysts and OFCCP investigators work together, and consult with RSOL as needed, to determine what factors to include in the final analytical model. When conducting a comparative analysis, the CO likewise evaluates factors offered by the contractor as to their relevance to compensation and whether they were consistently applied. 9 Where statistical testing identifies evidence that a factor results in adverse impact, further investigation may be needed to determine whether it is appropriate to incorporate it into the model. 23
24 Employee Groupings
25 Directive 307: Pay Analysis Group Pay Analysis Group A group of employees (potentially from multiple job titles, units, categories and/or job groups) who are comparable for purposes of the contractor's pay practices. Regression analysis may be performed on different types of pay analysis groups. A pay analysis group may be limited to a single job or title, or may include multiple distinct units or categories of workers. A pay analysis group may combine employees in different jobs or groups, with statistical controls to ensure that workers are similarly situated. Similarly Situated Employees The determination of which employees are similarly situated is case specific. Relevant factors in determining similarity may include tasks performed, skills, effort, level of responsibility, working conditions, job difficulty, minimum qualifications, and other objective factors. Employees are similarly situated where they are comparable based on the factors relevant to the investigation, even if they are not comparable based on other factors. 25
26 Pay Analysis Group Example Example of a data set used to conduct an analysis of all Engineers in one model Time in Time in Time in Electrical Chemical Race Sex Company Grade Job Age Job Title Engineer Engineer W M Electrical Engineer 1 0 B M Software Engineer 0 0 A F Chemical Engineer 0 1 N F Software Engineer 0 0 W F Electrical Engineer 1 0 H F Chemical Engineer
27 Pay Analysis Group Example Start at the job title Job titles meeting 20 and 3 rule are own PAG Be careful that jobs with the same title are actually the same job Others jobs can be Lumped together into one SSEG, or Broken into job families or functions If you have to cross grades Start with serial titles (Engineer I, Engineer II) Then group according to family or function Be sure to include either grade midpoint or a dummy-coded variable in your regression 27
28 Pay Analysis Group Example Job Title Job Family Broad Group Grade Fin Analyst I (10) Accountant I (9) Finance (19) HR Rep I (5) Benefits Rep I (6) Mechanical Eng I (45) Electrical Eng I (35) HR (11) Engineering (80) Admin (30) Exempt 1 (141) Electrician (21) HVAC Specialist (10) Maintenance (31) Technical (111) 28
29 Conducting the Analysis
30 Multiple Regression Analysis Variability in Salary Time in Grade 35% 35% Time in Company Performance Education 5% 10% 15% Other 2016 The OFCCP Institute 30
31 Regression Example Electrical Engineering Job Title Average Salary of Men $50,000 Average Salary of Women $40,000 Difference $10,000 Is the $10,000 difference in base salary differences between men and women significant? Yes What should we do next? Conduct a Multiple Regression Analysis that controls for legitimate non-discriminatory factors 2014 The OFCCP Institute 31
32 Regression Outputs This model explains 51% of the variance in pay This model is significant (<.05) 32
33 What if Our R 2 is Low? Two criteria Significant F Magnitude of R 2 If low R 2 Have we grouped the jobs properly? Do we have the right variables in the equation? Do we have outliers? In salary? In one of the merit variables? Implications of a low R 2 Cannot use regression to make salary adjustments Is our pay practice subjective? Starting salaries Raises 33
34 Is Sex Still Significant? Even after controlling for 5 legitimate variables, salary differences are still significantly different 34
35 Possible Regression Outcomes Merit variables reduce t-value for sex or race below 2.0 Merit variables reduce t-value for sex or race but it is still above 2.0 Merit variables increase a previously non-significant t- value for sex or race above
36 Making Adjustments
37 Making Adjustments If any of the pay groups have statistically significant sex or race/ ethnicity differences in salary, further research should be conducted Research areas Are we missing any important variables? Are there people included in the pay group that should not be? Are there any errors in the data? Are there legitimate outliers that should be removed? Make appropriate pay adjustments if statistical indicators cannot be justified 37
38 New Scheduling Letter
39 Old Item Please provide annualized compensation data (wages, salaries, commissions, and bonuses) by salary range, rate, grade or level showing total number of employees** by race and gender and total compensation by race and gender. Present these data in a manner that is most consistent with your compensation system. If the information is maintained in electronic format, please submit in that format. See 41 CFR (a)(1). You may also include any other information you have already prepared that would assist us in understanding your compensation system(s). **For this purpose, the method used to determine employee totals by the contractor should be the same as that used to determine employee totals in the workforce analysis for the AAP. 39
40 New Item Employee level compensation data for all employees (including but not limited to full-time, part-time, contract, per diem or day labor, temporary) as of the date of the workforce analysis in your AAP. Provide gender and race/ethnicity information and hire date for each employee as well as job title, EEO-1 Category and job group in a single file. Provide all requested data electronically, if maintained in an electronic format. See Note 1, below. a. For all employees, compensation includes base salary and or wage rate, and hours worked in a typical workweek. Other compensation or adjustments to salary such as bonuses, incentives, commissions, merit increases, locality pay or overtime should be identified separately for each employee. b. You may provide any additional data on factors used to determine employee compensation, such as education, past experience, duty location, performance ratings, department or function, and salary level/band/range/grade. c. Documentation and policies related to compensation practices of the contractor should also be included in the submission, particularly those that explain the factors and reasoning used to determine compensation. 40
41 Strategies for Submitting Item 19 Do you provide more than base/hourly pay? Should you organize your data consistent with what you believe are similarly situated pay analysis groups? How do you deal with fact that the data provided looks back 12 months from date of WFA? Do you provide data beyond what is specifically requested if you know it helps to explain differences? 41
42 Compensation Interviews OFCCP appears to be using two formats for the compensation interview Traditional Interview Compensation Checklist Things to avoid in the interview Committing to the factors that influence pay Base pay is nuanced and it always depends Committing to pay analysis groups suggested by OFCCP (e.g., Job Groups) Most audits still seem to focus on base pay 42
43 OFCCP SE Region Compensation Checklist Compensation checklist looking for yes/no answers. By saying Yes or No please indicate if the following compensation factors are relevant to how you pay your employees. 1. Job date? 2. Title? 3. Date of entry into job title? 4. EEO-1 category as listed in EEO-1 report? 5. Job group? 6. Base salary or wage rate excluding overtime and other incentives? 7. Hours worked in the workweek? 8. Work shift? 9. More than one shift? 10. Exempt vs nonexempt status? 11. Employment status (PT/FT/per diem/contract/etc)? 12. Do you have PT employees? 13. Date of birth as a proxy for experience? 14. Date of termination? 15. Do you have certifications that are job related? 16. Specialties (e.g., type of engineer: mechanical, electrical, etc)? 17. Do you pay a premium for critical skills? 18. Job related training? 19. Education highest level achieved? 20. Year highest level of education level received? 21. Major of highest level of degree? 22. Minor of highest level of degree? 23. Name of university of level of degree: 24. Past experience / years? 25. Past experience / type (e.g. management, technical, etc)? 27. Duty location of employee? 28. Performance rating in effect as of relevant snapshot date? 29. Department? 30. Business Unit? 31. Function role? 32. Salary band or grade? 33. Date of entry into salary band or grade? 34. Additional pay item relevant to pay: bonus pay? 35. Type of bonus? 36. Is type of bonus fixed and/or non-discretionary? 37. Name of the bonus plan the employee is eligible for? 38. Incentive pay? Type? Name? 39. Commission pay? Type? Name? 40. Merit increase pay? 41. Locality pay? 42. Shift differential pay? 43. OT pay? 44. OT eligibility? 45. Piece rate pay? 46. Tip pay? 47. Stock options? K eligible? 43
44 Other Audit Considerations Submitting additional compensation data Resumes Applications Etc. Responding to a Notice of Violation What pay analysis groups did they use? What explanatory factors did they use in the regression? Did they omit any factors that they should have? Have they identified any anecdotal evidence to support the statistical analysis? 44
45 David B. Cohen David Cohen is President of DCI Consulting Group, Inc. and Senior Vice President of The Center for Corporate Equality (CCE). He provides consulting services to employers and management law firms on a wide range of human resource risk management strategies, particularly in the areas of EEO/affirmative action program development, systemic compensation statistical analyses, comprehensive human resources self-audits, and employee selection and test validation. Recognized as a national EEO and affirmative action compliance expert, Mr. Cohen speaks frequently before corporate leaders from Fortune 500 companies, and at regional and national ILG conferences and OFCCP events. In 2006, he co-authored a book entitled Understanding Statistics: A Guide for I/O Psychologists and Human Resource Professionals, which was published by Thomson Wadsworth. Mr. Cohen is also the Associate Editor of the Applied HRM Research. dcohen@dciconsult.com 45
46 David S. Fortney David Fortney is a co-founder of Fortney & Scott, LLC, a Washington, D.C. based law firm counseling and advising clients on the full spectrum of work-place related matters. Fortney & Scott, LLC has been recognized as a leading management employment law firm in the highly prestigious Best Law Firms survey for by U.S. News & World Report and Best Lawyers for Washington, DC and the nation. Mr. Fortney is co-founder of The OFCCP Institute. His OFCCP practice includes representing and counseling federal contractors nationwide on complying with contractors nondiscrimination and affirmative action obligations enforced by OFCCP. He regularly advises and represents clients facing audits by OFCCP, including OFCCP s compensation audits, desk audits, on-site reviews, audits of Functional Affirmative Action Programs, and pre-award compliance evaluations. Mr. Fortney was invited to testify about federal contractors interests in a December 2013 Congressional oversight hearing on OFCCP. Mr. Fortney has consistently received the highest professional rankings, including CHAMBERS USA, Washington, DC Super Lawyers, The Best Lawyers in America, and Washington DC s Best Lawyers, as one of the leading employment lawyers in Washington, DC. dfortney@fortneyscott.com 46
47 H. Juanita (Nita) M. Beecher Nita Beecher is Of Counsel to Fortney & Scott, LLC with a focus on OFCCP regulatory affairs. Ms. Beecher s primary focus is labor and employment law with substantial experience with class investigations by the EEOC and OFCCP. From 2003 to 2015 Ms. Beecher led the ORC/Mercer Workforce Opportunity Network (WON), a network of senior diversity, EEO and affirmative action corporate practitioners. From 2000 to until its dissolution in 2011, Ms. Beecher led the Employment Law & Litigation Group (ELLG), a network of senior in-house labor and employment lawyers. Prior to ORC/Mercer, Ms. Beecher served as an in-house counsel labor and employment counsel for McDonnell Douglas/Boeing; Arch Mineral; Consolidation Coal and E. I. du Pont de Nemours & Co. for more than 20 years where she advised in-house clients on labor and employment law issues. A recognized expert on OFCCP regulatory matters, Ms. Beecher has been a regular speaker at the ILG National Conference since Ms. Beecher served on the expert panel at NAS that made recommendations to EEOC and OFCCP on collecting pay from employers. nbeecher@fortneyscott.com 47
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