Gender pay gap analysis — controlled vs raw

Ситуация: Annual analysis: women earn 18% less. CFO wants context: is this raw gap или после контроля за level/role?

Tech company. 1000 employees. Compensation analysis annually.

Доступные данные

• employees: id, gender, level, role, department, hire_date
• compensation: employee_id, ts, base_salary, bonus

Задачи

• Raw gap calculation.
• Controlled regression (level, role, tenure).
• Decomposition: structural vs compositional.
• Action recommendations.

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