Compensation Analytics and Pay Equity Strategy
1
Analysis Method
Regression-based pay equity
4
Pay Equity Types
Gender race ethnicity intersectional
50+
State Laws
Pay transparency legislation spreading
Statistical Pay Equity Analysis
Regression-based pay equity analysis is the gold standard. It controls for legitimate pay differentiators (tenure, education, performance rating, geographic location, job level) and isolates unexplained gaps that may indicate discrimination. Proactive pay equity audits before regulators or plaintiffs do them for you. The analysis examines gender, race, ethnicity, and intersectional categories. Pay compression (tenured employees earning less than new hires) and geographic differentials add complexity that the SCP must address systematically.
Pay Transparency and Remediation Strategy
Pay transparency legislation is spreading across states, requiring salary ranges in job postings and prohibiting salary history inquiries. The SCP builds compensation structures that can withstand public scrutiny. Remediation goes beyond one-time adjustments: fixing starting salary negotiation practices, standardizing promotion-related increases, auditing merit distribution for bias, and establishing ongoing monitoring dashboards. The compensation committee advisory role requires the SCP to present analysis that connects pay strategy to talent outcomes.
practice pay equity analysis scenarios
SCP-level SJIs on regression analysis, remediation strategy, and pay transparency compliance
Practice Pay Equity QuestionsExam Traps
systemic, not individualIndividual complaint triggers systemic audit
When one employee raises a pay equity concern, the SCP does not investigate just that one case. They conduct a regression analysis across all comparable positions to identify systemic patterns. Individual symptoms point to organizational conditions.
Regression-based analysis controls for legitimate factors
Simple averages comparing male and female pay are misleading. Regression analysis controls for tenure, education, performance, location, and job level to isolate unexplained pay gaps. The SCP uses statistical rigor, not anecdotal comparisons.
Remediation must be sustainable, not one-time adjustments
A single pay equity adjustment without fixing the underlying systems (starting salary practices, promotion velocity, merit distribution) means the gap reopens within 18 months. The SCP fixes the pipeline, not just the current snapshot.
Strategic SJI Angle
Employee raises a pay equity concern. The SCP conducts a systematic regression analysis across all comparable positions, not just the individual case. They control for legitimate factors, identify unexplained gaps, develop a remediation budget, and fix the underlying practices that created the disparity. The trap answer investigates only the individual complaint. The strategic response uses the complaint as a trigger for organizational diagnosis.
Audit Before You Are Audited
Proactive pay equity audits find and fix gaps before regulators or plaintiffs find them for you.
Fix the System, Not the Snapshot
One-time adjustments without fixing starting salary practices and promotion velocity means gaps return within 18 months.
A proactive pay equity audit is like an annual health checkup. You catch high blood pressure early, adjust your diet, and prevent the heart attack. Regular audits find gaps before they become lawsuits.
A reactive pay equity analysis (triggered by a complaint or lawsuit) is like going to the ER after chest pains. The damage is already happening. Treatment is expensive, stressful, and public.
Regression analysis is the blood test of pay equity. It controls for legitimate variables (tenure, performance, education, location) and isolates unexplained gaps. Simple averages are like checking your temperature and calling it a complete exam.
Sustainable remediation means changing the habits that created the gap. Starting salary negotiation practices, promotion velocity patterns, and merit distribution biases. Fix the lifestyle, not just the current reading.
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