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afrexai-workforce-planningafrexai 劳动力规划

Agent Skill

afrexai-workforce-planning 用于查找、检索和筛选相关信息,适合在 OpenClaw 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

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安装说明

本站只整理中文说明和来源信息,不托管安装包,也不代用户安装。

GitHub

来源数

2

许可证

MIT-0

最后核验

2026-05-01

来源状态

来源可访问

安装方式

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请帮我安装这个 Agent Skill:afrexai-workforce-planning(afrexai 劳动力规划)
来源仓库:https://github.com/1kalin/afrexai-workforce-planning
安装命令:
openclaw skills install afrexai-workforce-planning
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简介

数据驱动的劳动力规划工具,整合需求预测与技能差距分析。

  • 适用于组织架构调整、继任计划与应急人力储备管理。
  • 提供可视化看板与情景模拟支持战略决策制定。
  • 需校准历史数据准确性并考虑业务波动因素影响。
  • 建议每季度更新模型参数以保持预测时效性。afrexai-workforce-planning 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

SKILL.md

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:

DimensionWhat to Capture
HeadcountFilled vs open vs frozen positions by department
Skills inventoryTechnical + soft skills rated 1-5 per employee
Tenure riskYears in role, flight risk score (low/med/high)
Cost profileFully loaded cost (salary + benefits + overhead)
UtilizationBillable/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:

MetricFormula
Headcount gapDemand forecast - Current headcount - Pipeline hires
Skills gapRequired skill level - Current avg skill level (by competency)
Experience gapRoles requiring 5+ years - Employees with 5+ years
Diversity gapTarget representation - Current representation
Budget gapRequired 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 TypeStrategyTimelineCost Index
Critical skill, long-term needFull-time hire45-90 days1.0x
Critical skill, short-term needContract/freelance5-15 days1.5-2.0x
Emerging skill, current teamUpskilling/reskilling3-6 months0.2x
Leadership pipelineInternal promotion + coaching6-12 months0.3x
Volume scalingOutsource/offshore30-60 days0.4-0.6x
Repetitive tasksAI agent automation2-8 weeks0.1x 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:

CategoryTypical %Best For
Full-time employees70-80%Core competencies, IP, culture
Contractors/freelancers10-15%Specialized skills, surge capacity
Outsourced teams5-10%Non-core operations, scale
AI agents5-15%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

QuarterFocus
Q1Full plan build, budget approval, hiring roadmap
Q2Mid-year check — actual vs plan, adjust for business changes
Q3Succession review, performance calibration, retention risk
Q4Next-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

- Recruitment Pack: hiring pipelines, candidate scoring, interview frameworks - Professional Services Pack: utilization tracking, capacity planning, resource allocation

  • Agent Setup Wizard — Deploy workforce automation in minutes
  • Bundles: Pick 3 for $97 | All 10 for $197 | Everything Bundle $247

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