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The philosophical layer for AI agents. Maps behavior to Spinoza's 48 affects, calculates persistence scores, and generates geometric self-reports. Give your agent a soul.
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基于 SOC 职业分类
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| name | afrexai-workforce-planning |
| description | Workforce Planning Framework |
Build a data-driven workforce plan that aligns headcount, skills, and costs with business goals. Covers demand forecasting, gap analysis, succession planning, and contingent workforce strategy.
Map every role against these dimensions:
| Dimension | What to Capture |
|---|---|
| Headcount | Filled vs open vs frozen positions by department |
| Skills inventory | Technical + soft skills rated 1-5 per employee |
| Tenure risk | Years in role, flight risk score (low/med/high) |
| Cost profile | Fully loaded cost (salary + benefits + overhead) |
| Utilization | Billable/productive hours ÷ available hours |
Benchmark: Fully loaded cost typically runs 1.25x-1.4x base salary (US), 1.3x-1.5x (UK/EU).
Three methods — use all three and triangulate:
Revenue-per-employee model:
Required headcount = Target revenue ÷ Revenue per employee
Driver-based model:
Support staff needed = (Projected customers × tickets/customer/month) ÷ tickets/agent/month
Engineers needed = (Planned features × avg dev-weeks/feature) ÷ available dev-weeks/quarter
Managerial span model:
Managers needed = Total ICs ÷ Target span of control
For each department, calculate:
| Metric | Formula |
|---|---|
| Headcount gap | Demand forecast - Current headcount - Pipeline hires |
| Skills gap | Required skill level - Current avg skill level (by competency) |
| Experience gap | Roles requiring 5+ years - Employees with 5+ years |
| Diversity gap | Target representation - Current representation |
| Budget gap | Required fully loaded cost - Approved budget |
Priority scoring:
Priority = (Business impact × 3) + (Time to fill × 2) + (Availability risk × 1)
Each factor scored 1-5. Anything scoring 20+ gets immediate action.
Match each gap to the right channel:
| Gap Type | Strategy | Timeline | Cost Index |
|---|---|---|---|
| Critical skill, long-term need | Full-time hire | 45-90 days | 1.0x |
| Critical skill, short-term need | Contract/freelance | 5-15 days | 1.5-2.0x |
| Emerging skill, current team | Upskilling/reskilling | 3-6 months | 0.2x |
| Leadership pipeline | Internal promotion + coaching | 6-12 months | 0.3x |
| Volume scaling | Outsource/offshore | 30-60 days | 0.4-0.6x |
| Repetitive tasks | AI agent automation | 2-8 weeks | 0.1x ongoing |
2026 stat: Companies using AI agents for workforce tasks report 30-40% reduction in administrative HR workload (TimeTrex, Feb 2026).
For every critical role (role where vacancy causes >$50K/month revenue impact):
Key number: Replacing a senior employee costs 100-200% of annual salary. Succession planning cuts this by 50-70%.
Map your workforce mix target:
| Category | Typical % | Best For |
|---|---|---|
| Full-time employees | 70-80% | Core competencies, IP, culture |
| Contractors/freelancers | 10-15% | Specialized skills, surge capacity |
| Outsourced teams | 5-10% | Non-core operations, scale |
| AI agents | 5-15% | Data processing, scheduling, reporting |
Compliance flags:
WORKFORCE PLAN — [COMPANY] — [YEAR]
Executive Summary:
- Current headcount: [X]
- Planned end-of-year headcount: [Y]
- Net change: [+/- Z]
- Total labor budget: $[amount]
- Key risks: [top 3]
Department Plans:
[For each department]
- Current: [X] FTEs, [Y] contractors
- Planned: [X'] FTEs, [Y'] contractors
- Key hires: [role, level, Q target]
- Skills to develop: [skill, # employees, program]
- Automation opportunities: [task, estimated savings]
- Budget: $[amount] (+/-% vs current)
Succession Pipeline:
- Critical roles at risk: [count]
- Roles with ready-now successor: [count] ([%])
- Development investments needed: $[amount]
Contingent Workforce:
- Current mix: [X]% FTE / [Y]% contractor / [Z]% outsourced
- Target mix: [X']% / [Y']% / [Z']%
- Estimated savings from mix optimization: $[amount]
| Quarter | Focus |
|---|---|
| Q1 | Full plan build, budget approval, hiring roadmap |
| Q2 | Mid-year check — actual vs plan, adjust for business changes |
| Q3 | Succession review, performance calibration, retention risk |
| Q4 | Next-year demand forecast, budget submission, strategic shifts |
Each review should answer: