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pay-equity【数据与研究】Statistical analysis of compensation for equity and regulatory compliance
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name: pay-equity description: Statistical analysis of compensation for equity and regulatory compliance allowed-tools:
The Pay Equity Analysis skill provides capabilities for statistical analysis of compensation to identify and address pay disparities. This skill enables regression-based analysis, gap identification, remediation planning, and regulatory compliance reporting.
const equityAnalysis = {
population: {
scope: 'full-company',
excludeNew: true,
newHireThreshold: 6
},
dependentVariable: 'base_salary',
protectedClasses: ['gender', 'race_ethnicity', 'age'],
legitimateFactors: [
'job_level',
'job_family',
'years_experience',
'tenure',
'performance_rating',
'location_tier'
],
methodology: {
type: 'multiple-regression',
robustnessChecks: true,
outlierTreatment: 'winsorize',
significanceLevel: 0.05
},
intersectionality: {
analyze: true,
combinations: [['gender', 'race_ethnicity']]
}
};
const remediation = {
analysis: 'equity-analysis-2026-01',
approach: 'bring-to-predicted',
constraints: {
maxIndividualAdjustment: 10,
totalBudget: 500000
},
prioritization: {
method: 'largest-gap-first',
protectedClassPriority: ['gender', 'race_ethnicity']
},
implementation: {
timing: 'merit-cycle',
communication: 'manager-led'
}
};
This skill integrates with the following HR processes:
| Process | Integration Points |
|---|---|
| pay-equity-analysis.js | Full analysis workflow |
| salary-benchmarking.js | Market data integration |
| grievance-handling.js | Individual equity concerns |
| Metric | Description | Target |
|---|---|---|
| Unadjusted Gap | Raw pay difference | Track and reduce |
| Adjusted Gap | Controlled pay difference | Not statistically significant |
| Remediation Completion | Identified gaps addressed | 100% |
| Trend Direction | Year-over-year gap change | Decreasing |
| Compliance Status | Regulatory requirement status | Compliant |