Pay equity by occupation. comp gaps with statistical confidence
Most tools punt on pay equity because the data is sensitive. This dashboard surfaces it cleanly. with the caveats your legal team expects.
Schedule a demoGender pay gap by occupation. median comp, women vs men (same SOC, same org)
Sample data. illustrative only. Negative = women earn less within same occupation.
- Software Developers (15-1252): -11.4% gender gap. statistically significant at 99% CI. 8 women, 40 men in the group. Estimated remediation: $94K/yr.
- Sales Reps, Wholesale (41-3099): -9.1% gap, significant at 95% CI. Likely driven by commission structure; adjusted analysis recommended before remediation.
- Registered Nurses (29-1141): +1.2% gap (women earn more) . significant. Largest occupation by headcount; equity is solid.
- Accountants (13-2011): -3.4% gap, not significant at 95% CI. Flag for monitoring at next compensation review.
AI-generated report (sample)
Four occupations carry statistically significant pay gaps on the unadjusted basis. Software Developers and Sales Reps are the primary concerns. The Software Developer gap ($94K estimated remediation) is likely structural. the cohort shows a clear tenure-and-level distribution imbalance, not just pay difference. Recommendation: conduct an adjusted regression analysis controlling for level, tenure, and performance rating before determining the true gap. Bring legal counsel into that analysis before sharing findings broadly.
Why this matters for HR leaders
- Most HRIS tools won't show this at all because it's politically sensitive . But HR leaders who can't quantify it can't defend the org if a claim is filed.
- Statistical confidence intervals separate "noise" from real gaps. so you're not remediation-chasing random variance.
- The dashboard flags but doesn't prescribe. legal review before action is built into the workflow, not bolted on.
Pay equity detail by occupation
| Occupation | SOC | N | Gender Gap | Significance | Ethnicity Gap | Significance | Est. Remediation |
|---|---|---|---|---|---|---|---|
| Software Developers | 15-1252 | 48 | -11.4% | Significant | -6.2% | Marginal | $94,200 |
| Sales Reps, Wholesale | 41-3099 | 27 | -9.1% | Significant | -2.1% | Not Sig. | $62,400 |
| First-Line Supv, Prod | 51-1011 | 14 | -5.8% | Marginal | -8.3% | Significant | $30,600 |
| Market Research Analyst | 13-1161 | 8 | -7.2% | Marginal | -1.4% | Not Sig. | $18,400 (if confirmed) |
| Accountants | 13-2011 | 9 | -3.4% | Not Sig. | -2.8% | Not Sig. | Monitor |
| Registered Nurses | 29-1141 | 62 | +1.2% | Not Sig. | -1.1% | Not Sig. | : |
| Customer Service Reps | 43-4051 | 34 | -2.1% | Not Sig. | -0.8% | Not Sig. | : |
| HR Specialists | 13-1071 | 7 | -1.8% | Not Sig. | -1.2% | Not Sig. | : |
Sample data. illustrative only. Gaps < 5% with N < 15 have low statistical power; interpret with caution. Consult legal counsel before any remediation action.
Surface the gaps before a claim does.
Pay equity analysis runs from your existing HRIS data. Role-based access ensures only authorized HR and legal personnel see this dashboard.