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This is an instruction-only workforce-planning framework whose requested artifacts and runtime instructions are consistent with its stated purpose and do not ask for credentials or install code.

安装（复制给龙虾 AI）

将下方整段复制到龙虾中文库对话中，由龙虾按 SKILL.md 完成安装。

请把本段交给龙虾中文库（龙虾 AI）执行：为本机安装 OpenClaw 技能「Workforce Planning Framework」。简介：Create and manage data-driven workforce plans using demand forecasting, skills …。
请 fetch 以下地址读取 SKILL.md 并按文档完成安装：https://raw.githubusercontent.com/openclaw/skills/refs/heads/main/skills/1kalin/afrexai-workforce-planning/SKILL.md
（来源：yingzhi8.cn 技能库）

SKILL.md

打开原始 SKILL.md（GitHub raw）

# 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.

## When to Use
- Annual or quarterly headcount planning
- Post-merger workforce integration
- Scaling teams for new product lines
- Reducing labor costs without layoffs
- Building succession pipelines for critical roles

## How It Works

### 1. Current State Audit

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).

### 2. Demand Forecasting

Three methods — use all three and triangulate:

**Revenue-per-employee model:**
```
Required headcount = Target revenue ÷ Revenue per employee
```
- SaaS benchmark: $200K-$350K revenue per employee (2026)
- Professional services: $150K-$250K
- Manufacturing: $180K-$300K

**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
```
- Engineering: 5-8 ICs per manager
- Sales: 6-10 reps per manager
- Support: 10-15 agents per manager

### 3. Gap Analysis

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.

### 4. Supply Strategies

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).

### 5. Succession Planning

For every critical role (role where vacancy causes >$50K/month revenue impact):

- **Identify 2-3 internal successors** rated on readiness (ready now / 6 months / 12+ months)
- **Build development plans** with specific skill gaps and training
- **Set emergency coverage** — who steps in tomorrow if this person leaves?
- **Track flight risk** quarterly — compensation competitiveness, engagement scores, tenure patterns

**Key number:** Replacing a senior employee costs 100-200% of annual salary. Succession planning cuts this by 50-70%.

### 6. Contingent Workforce Strategy

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:**
- IRS 20-factor test (US) — misclassification penalties up to $50/filing
- IR35 (UK) — inside/outside determination required before engagement
- EU Working Time Directive — applies to some contractor arrangements

### 7. Annual Workforce Plan Template

```
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]
```

### 8. Quarterly Review Cadence

| 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:**
1. Are we on track with hiring plan? (within 10% = green)
2. Any critical roles unfilled >60 days?
3. Has business direction changed enough to reforecast?
4. Are we spending within 5% of labor budget?
5. Any retention risks that need immediate action?

## Resources

- [AI Revenue Leak Calculator](https://afrexai-cto.github.io/ai-revenue-calculator/) — Find where AI agents can reduce workforce costs
- [AI Agent Context Packs](https://afrexai-cto.github.io/context-packs/) — Industry-specific frameworks ($47/pack)
  - Recruitment Pack: hiring pipelines, candidate scoring, interview frameworks
  - Professional Services Pack: utilization tracking, capacity planning, resource allocation
- [Agent Setup Wizard](https://afrexai-cto.github.io/agent-setup/) — Deploy workforce automation in minutes
- **Bundles:** Pick 3 for $97 | All 10 for $197 | Everything Bundle $247