Babysitter workforce-planning

Forecast workforce needs and plan talent supply strategies

install
source · Clone the upstream repo
git clone https://github.com/a5c-ai/babysitter
Claude Code · Install into ~/.claude/skills/
T=$(mktemp -d) && git clone --depth=1 https://github.com/a5c-ai/babysitter "$T" && mkdir -p ~/.claude/skills && cp -r "$T/library/specializations/domains/business/human-resources/skills/workforce-planning" ~/.claude/skills/a5c-ai-babysitter-workforce-planning && rm -rf "$T"
manifest: library/specializations/domains/business/human-resources/skills/workforce-planning/SKILL.md
source content

Workforce Planning Skill

Overview

The Workforce Planning skill provides capabilities for forecasting workforce needs and developing talent supply strategies. This skill enables demand forecasting, supply analysis, gap identification, and scenario-based workforce planning.

Capabilities

Demand Forecasting

  • Create workforce demand forecasts
  • Model headcount by business scenarios
  • Project skill requirements
  • Factor growth and attrition
  • Align with business planning

Supply Analysis

  • Analyze internal talent supply
  • Track current workforce composition
  • Project internal movement
  • Assess development pipeline
  • Model retirement and turnover

Gap Analysis

  • Calculate workforce gaps by skill/role
  • Identify critical shortages
  • Project future gap evolution
  • Prioritize gap closure strategies
  • Estimate gap costs

Scenario Modeling

  • Model scenario-based workforce plans
  • Compare strategic alternatives
  • Assess risk and contingencies
  • Evaluate build vs. buy vs. borrow
  • Support strategic decision-making

Headcount Planning

  • Generate headcount planning templates
  • Support annual planning cycles
  • Enable rolling forecasts
  • Track plan vs. actual
  • Manage requisition approval

Dashboard and Reporting

  • Build workforce dashboards
  • Create executive summaries
  • Track planning assumptions
  • Monitor plan execution
  • Report on workforce metrics

Usage

Demand Forecast

const demandForecast = {
  timeHorizon: {
    years: 3,
    periods: 'quarterly'
  },
  baseScenario: {
    revenuegrowth: [10, 12, 15],
    productivityImprovement: [2, 3, 3]
  },
  departmentModels: [
    {
      department: 'Engineering',
      driver: 'product-roadmap',
      currentHeadcount: 100,
      projectedGrowth: [15, 20, 25]
    },
    {
      department: 'Sales',
      driver: 'revenue-ratio',
      revenuePerSalesperson: 1000000,
      projectedRevenue: [50000000, 60000000, 75000000]
    },
    {
      department: 'Customer Success',
      driver: 'customer-ratio',
      customersPerCSM: 50,
      projectedCustomers: [500, 650, 850]
    }
  ],
  assumptions: {
    attrition: 15,
    internalMobility: 10,
    leadTime: 90
  }
};

Gap Analysis

const gapAnalysis = {
  planning Period: '2026-2028',
  scope: 'critical-skills',
  skills: [
    {
      name: 'Machine Learning',
      currentSupply: 10,
      futuredemand: { y1: 15, y2: 25, y3: 40 },
      internalPipeline: 3,
      externalAvailability: 'scarce'
    },
    {
      name: 'Cloud Architecture',
      currentSupply: 20,
      futureDemand: { y1: 25, y2: 30, y3: 35 },
      internalPipeline: 5,
      externalAvailability: 'moderate'
    }
  ],
  strategies: {
    build: { timeToReady: 18, costPerPerson: 25000 },
    buy: { timeToHire: 4, costPerHire: 50000 },
    borrow: { availability: 'contractors', premiumRate: 1.5 }
  }
};

Process Integration

This skill integrates with the following HR processes:

ProcessIntegration Points
workforce-planning-forecasting.jsFull planning workflow
succession-planning.jsSupply analysis
training-needs-analysis.jsSkill gap input

Best Practices

  1. Business Alignment: Link workforce plans to business strategy
  2. Multiple Scenarios: Plan for base, optimistic, and pessimistic cases
  3. Regular Updates: Refresh forecasts at least quarterly
  4. Skills Focus: Plan for skills, not just headcount
  5. Lead Time: Account for hiring and development lead times
  6. Finance Integration: Align with financial planning processes

Metrics and KPIs

MetricDescriptionTarget
Forecast AccuracyActual vs. planned headcountWithin 10%
Time to FillAverage days to fill positions<60 days
Critical Role CoverageFilled critical roles100%
Skills Gap ClosureGaps addressed on time>80%
Internal Fill RatePositions filled internally>40%

Related Skills

  • SK-019: Turnover Analytics (attrition forecasting)
  • SK-009: Training Needs (skill development)
  • SK-011: Succession Planning (pipeline input)