What OFCCP Evaluators Are Looking For — and What Unaudited Data Hides
OFCCP compliance evaluations focus on unexplained pay disparities — gaps in compensation between protected class members and similarly situated employees that can't be explained by legitimate, job-related factors like tenure, performance, or role. Compensation data in Workday is structured for HR administration, not statistical analysis. Variables are inconsistently coded, job groupings reflect org-chart logic rather than comparability, and the controls needed for a proper regression — tenure, grade, geography, performance rating — may live in separate tables. In-house legal teams that have never run this analysis are starting from a position where they genuinely don't know what the data will show, which is its own risk.
How the Agent Runs the Analysis and Prepares the Defense Package
An AI Labor Company agent connects to Workday and extracts the compensation dataset needed for a multiple-regression pay equity analysis. It structures job comparability groupings, identifies the relevant control variables, runs the regression, and quantifies disparity findings — both their magnitude and statistical significance. The output is an OFCCP-defensible self-audit report documenting the methodology, findings, and a remediation cost estimate for voluntary corrections. The agent also generates an action plan with a timeline that positions voluntary corrections before the evaluation interview — which is generally the most favorable negotiating position with OFCCP. Deployments of this type are typically operational within ten weeks, with the analysis cycle itself compressing 55–75% compared to outside-counsel-led review.
The Cost of Finding Disparities Now vs. After the Evaluation
The business case is primarily risk avoidance — but the magnitude matters. OFCCP conciliation agreements for federal contractors with systemic pay disparities can require back-pay remediation, prospective pay adjustments, and monitoring agreements that carry multiyear compliance costs. A self-audit that identifies and voluntarily corrects disparities before the evaluation interview gives counsel a materially better position than one where the examiner finds the same issues first. Beyond OFCCP, a documented pay equity analysis also addresses the growing number of state-level pay transparency requirements and supports responses to investor ESG inquiries about compensation equity — so the work has a longer shelf life than the current evaluation alone.
How do we handle job groupings for the regression? Our job architecture is complex.
The agent constructs comparability groupings based on job function, grade, and organizational unit — the factors OFCCP uses to identify 'similarly situated employee groups.' Where your job architecture requires judgment calls, those are flagged for attorney review before the analysis runs, so the grouping methodology is documented and defensible.
What if the regression finds statistically significant disparities? Does the report document that?
Yes — and that's intentional. An OFCCP-defensible self-audit is one that documents what the analysis actually found, including disparity findings, along with the remediation plan. A self-audit that only shows clean results is less credible than one that found issues and addressed them.