workforce-planning

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USE THIS SKILL when the user asks about headcount planning, workforce strategy, skills gap analysis, capacity modeling, future of work, talent strategy, workforce segmentation, build/buy/borrow/bot analysis, workforce cost modeling, attrition forecasting, labor market analysis, contingent workforce, automation impact, FTE planning, or workforce right-sizing. Also trigger for "skills taxonomy," "talent supply chain," "strategic workforce planning," "workforce analytics," "labor productivity," or any request to project workforce needs over 12-24 months tied to business strategy, digital transformation, M&A integration, or cost reduction.

Kaakati By Kaakati schedule Updated 3/1/2026

name: workforce-planning description: > USE THIS SKILL when the user asks about headcount planning, workforce strategy, skills gap analysis, capacity modeling, future of work, talent strategy, workforce segmentation, build/buy/borrow/bot analysis, workforce cost modeling, attrition forecasting, labor market analysis, contingent workforce, automation impact, FTE planning, or workforce right-sizing. Also trigger for "skills taxonomy," "talent supply chain," "strategic workforce planning," "workforce analytics," "labor productivity," or any request to project workforce needs over 12-24 months tied to business strategy, digital transformation, M&A integration, or cost reduction.

Strategic Workforce Planning

Required Inputs

Input Description Required?
Business strategy Strategic plan, growth targets, transformation roadmap Yes
Current headcount data By function, level, location, employment type, cost Yes
Organizational structure Org chart, reporting lines, spans of control Yes
Financial targets Revenue plan, cost targets, productivity goals Yes
Skills inventory Current skills database or competency assessments Recommended
Attrition data Historical voluntary and involuntary turnover by segment Recommended
Labor market data Availability, compensation trends, competitor hiring Recommended
Technology roadmap Planned automation, AI, system implementations Recommended
Demographic data Age distribution, tenure, retirement eligibility Recommended

Execution Steps

1. Current State Workforce Analysis

Headcount Profile:

Dimension Segments Data Points
Function Engineering, Sales, Operations, Finance, HR, etc. HC, FTE, % of total, YoY change
Level Executive, Senior, Mid, Junior, Entry HC, avg tenure, avg comp, span of control
Location HQ, regional offices, remote, offshore HC, cost differential, local labor market
Employment type FT, PT, contractor, temp, outsourced HC, FTE equivalent, cost per FTE
Tenure <1yr, 1-3yr, 3-5yr, 5-10yr, 10yr+ HC, % of total, attrition rate per band
Demographics Age bands, diversity dimensions (where legally collected) Distribution, retirement risk, representation

Skills Inventory Assessment:

Skill Category Current Supply (FTEs) Proficiency Distribution Strategic Importance (H/M/L) Scarcity (H/M/L)
[Technical skill] Beginner X% / Intermediate X% / Advanced X% / Expert X%
[Leadership skill]
[Digital skill]

Cost Structure Analysis:

Component Amount ($) % of Total Per-FTE Average Benchmark
Base salary
Variable compensation
Benefits (health, retirement)
Payroll taxes
Training and development
Recruitment costs
Technology (per employee)
Facilities (per employee)
Fully-loaded cost per FTE $[X] 100% $[X] $[X]

Calculate fully-loaded cost by level and function: Fully-loaded cost = Base + Variable + Benefits + Taxes + Allocated Overhead

2. Future Demand Modeling

Strategy-Driven Demand Methodology:

Strategic Driver Workforce Implication Demand Impact (FTEs) Timing
Revenue growth target of X% Sales + delivery capacity +[X] FTEs Q1-Q4
New market entry Local presence, regulatory skills +[X] FTEs Q2-Q3
Digital transformation Digital skills, reduced manual roles +[X] / -[X] FTEs Q1-Q8
M&A integration Consolidation, redundancy, new capabilities +/-[X] FTEs Q1-Q4
Cost reduction program Productivity improvement, restructuring -[X] FTEs Q1-Q6
New product/service launch R&D, marketing, support +[X] FTEs Q3-Q8

Scenario-Based Demand Projections:

Function Current HC Base Case (+12mo) Base Case (+24mo) Upside (+24mo) Downside (+24mo)
Sales
Engineering
Operations
Finance
HR
IT
Total [X] [X] [X] [X] [X]

3. Supply Forecasting

Attrition Modeling:

Segment Historical Attrition (3yr avg) Predicted Attrition (12mo) Predicted Attrition (24mo) Risk Factors
By function X% [X] FTEs [X] FTEs [Drivers]
By level X% [X] FTEs [X] FTEs [Drivers]
By tenure band X% [X] FTEs [X] FTEs [Drivers]
By performance rating X% [X] FTEs [X] FTEs [Drivers]

Attrition projection formula: Projected Attrition = Current HC x Attrition Rate x (1 + Trend Adjustment)

Internal Pipeline Analysis:

Level Current HC Promotable (12mo) Promotable (24mo) Lateral Move Candidates Retirement Eligible (24mo)
Executive
Senior
Mid-level
Junior

Labor Market Analysis:

Critical Role Internal Supply External Availability Time to Fill (avg) Market Compensation Premium Required
[Role] [X] candidates Scarce / Moderate / Abundant [X] days $[X] [X]% above current

4. Gap Analysis Framework

Quantitative Gaps (Headcount):

Function / Role Demand (24mo) Projected Supply (24mo) Gap (Surplus) Gap Type Priority
[Function] [X] [X] [+/- X] Shortage / Surplus Critical / High / Medium

Qualitative Gaps (Skills):

Skill Required Proficiency Current Proficiency Gap Severity (1-5) # People Affected Urgency
[Skill] Advanced Beginner 4 [X] Immediate / 6mo / 12mo

Location Gaps:

Location Need Current Presence Gap Constraint Solution Option
[Market/Region] [X] FTEs [+/- X] [Visa, cost, talent pool] Hire / Relocate / Remote

Timing Gaps:

Role Needed By Earliest Available (Build) Earliest Available (Buy) Gap (Weeks)
[Role] [Date] [Date] [Date] [X] weeks

5. Build / Buy / Borrow / Bot Analysis

Decision Framework:

Strategy Definition Best When Cost Profile Time to Capability Risk
Build Develop existing employees through training, rotation, stretch assignments Skill is adjacent to current capabilities; long-term need; cultural fit matters Low direct cost; high opportunity cost 6-24 months Attrition before ROI
Buy Recruit externally (permanent hires) Skill does not exist internally; urgent and ongoing need; market supply adequate High (recruitment + premium + onboarding) 3-6 months Cultural fit; retention
Borrow Engage contingent workers, consultants, gig talent, outsourcing Temporary or project-based need; specialized expertise; demand uncertainty Variable (day rate or project fee) 1-4 weeks Knowledge loss; dependency
Bot Automate through RPA, AI, workflow automation Task is rules-based, repetitive, high-volume; data-driven decision Capex + maintenance; low marginal cost 3-12 months Change resistance; edge cases

Gap-by-Gap Decision Matrix:

Gap Build Buy Borrow Bot Recommended Strategy Rationale
[Gap 1] Feasible? Cost? Time? Feasible? Cost? Time? Feasible? Cost? Time? Feasible? Cost? Time? [Strategy] [Why]

6. Skills Taxonomy Development

Taxonomy Structure:

Level 1: Skill Domain (e.g., Digital, Leadership, Technical, Functional)
  Level 2: Skill Category (e.g., Data & Analytics, Change Leadership)
    Level 3: Specific Skill (e.g., Machine Learning, Stakeholder Management)
      Level 4: Proficiency Level (Foundational / Intermediate / Advanced / Expert)

Proficiency Definitions:

Level Definition Observable Behaviors
Foundational Basic awareness; can perform with guidance Follows procedures, asks for help, learning
Intermediate Competent; performs independently in standard situations Works independently, handles routine variation
Advanced Expert; handles complex/novel situations, coaches others Solves novel problems, mentors, improves processes
Expert Recognized authority; shapes strategy and innovation Industry thought leader, designs frameworks, strategic advisor

7. Workforce Segmentation

Strategic Segmentation Model:

Segment Definition Examples Talent Strategy Investment Level
Strategic Roles that directly create competitive advantage; scarce, high-impact Chief Data Scientist, Key Account Director, Head of Innovation Attract, develop, retain aggressively; premium compensation; bespoke development Highest
Core Roles essential to business operations; require strong performance Engineers, Analysts, Project Managers, Sales Reps Structured career paths; competitive compensation; build bench strength High
Support Roles that enable operations; important but more substitutable Admin, Facilities, Standard IT Support, Payroll Efficient delivery; consider shared services, outsourcing, automation Moderate
Misaligned Roles no longer aligned to strategy; shrinking demand Legacy system specialists, redundant management layers Reskill to core/strategic, redeploy, or managed transition out Transitional

8. Capacity Modeling

FTE Equivalence Calculation:

Effective FTE = Gross FTE x Availability Factor x Productivity Factor

Where:
  Availability Factor = (Working Days - PTO - Holidays - Training - Admin) / Working Days
  Typical range: 0.75 - 0.85

  Productivity Factor = Actual Output / Expected Output
  Typical range: 0.80 - 1.10 (varies by role maturity)

Example: 100 Gross FTE x 0.82 Availability x 0.90 Productivity = 73.8 Effective FTE

Utilization Analysis:

Function Gross FTE Effective FTE Current Utilization Target Utilization Capacity Gap (FTEs)
[Function] X% X% [+/- X]

9. Workforce Action Plans

12-Month Action Plan:

Quarter Build Actions Buy Actions Borrow Actions Bot Actions Net HC Change Cumulative Cost
Q1 [Training programs launched] [X hires in pipeline] [X contractors engaged] [X automations scoped] +/- X $[X]
Q2
Q3
Q4

24-Month Strategic Workforce Roadmap:

Phase Focus Key Actions Target Outcomes Investment
Phase 1 (Mo 1-6) Foundation Skills assessment, critical hires, quick automations Close critical gaps, build planning capability $[X]
Phase 2 (Mo 7-12) Acceleration Development programs, strategic hires, process automation 50% of skill gaps addressed, productivity gains $[X]
Phase 3 (Mo 13-18) Transformation Role redesign, advanced automation, new capabilities New operating model staffed, automation scaled $[X]
Phase 4 (Mo 19-24) Optimization Fine-tuning, continuous improvement, talent pipeline Steady-state workforce aligned to strategy $[X]

10. Workforce Cost Modeling

Current vs. Future State Cost Comparison:

Cost Element Current ($M) Future State ($M) Delta ($M) Driver of Change
Permanent headcount cost HC change x avg loaded cost
Contingent workforce cost Borrow strategy
Recruitment cost Buy strategy volume
Training and development Build strategy investment
Automation investment Bot strategy capex
Severance / transition Surplus management
Total workforce cost $[X] $[X] $[X]
Revenue per employee $[X] $[X] Productivity improvement
Workforce cost as % revenue X% X% Efficiency gain

11. Contingent Workforce Strategy

Dimension Current State Target State Actions
Contingent as % of total workforce X% X% [Increase/Decrease with rationale]
Managed service providers (MSP) [Y/N] [Y/N] [Vendor selection/management]
Vendor management system (VMS) [Y/N] [Y/N] [Technology enablement]
Rate card governance [Describe] [Standardized rates by skill/level] [Rate negotiation]
Compliance (co-employment risk) [Assess] [Compliant] [Legal review, policy update]
Conversion pipeline [X]% convert to FTE [X]% target [Try-before-you-buy program]

12. Automation and AI Impact Assessment

Task-Level Analysis:

Role Task % of Role Time Automation Potential Technology Impact on Role Timeline
[Role] [Task] X% Full / Partial / None RPA / AI / ML / Workflow Eliminate / Augment / Unchanged [When]

Automation Impact Summary:

Function Current FTEs Tasks Automatable (FTE equiv.) Net FTE Change Roles Eliminated Roles Augmented New Roles Created
[Function] [X] [X] [-X] [X] [X] [X]

Automation Readiness Criteria:

Criterion Weight Score (1-5)
Process standardization 20%
Data quality and availability 20%
Volume and frequency 20%
Rule-based vs. judgment-based 20%
Change readiness of workforce 10%
Technology infrastructure 10%

Output Template

# Strategic Workforce Plan: [Organization / BU]

**Date:** [Date]
**Planning Horizon:** [12 / 24] months
**Scope:** [X] FTEs across [X] functions, [X] locations
**Business Strategy:** [One-line summary]

---

## 1. Executive Summary

[2-3 paragraphs: workforce challenge, key gaps, recommended strategy, investment required]

**Current Workforce:** [X] FTEs, $[X]M fully-loaded cost
**Projected Demand (24mo):** [X] FTEs (base case)
**Projected Supply (24mo):** [X] FTEs (after attrition)
**Net Gap:** [X] FTEs ([X] skill gaps, [X] location gaps)
**Recommended Strategy Mix:** Build [X]% / Buy [X]% / Borrow [X]% / Bot [X]%
**Total Investment Required:** $[X]M over [X] months

---

## 2. Current State Analysis

### Workforce Profile
[Headcount tables by function, level, location, employment type]

### Skills Inventory Summary
[Top skill strengths and gaps]

### Cost Structure
[Fully-loaded cost per FTE by level and function]

---

## 3. Future Demand Projections

### Scenario Summary
[Base / Upside / Downside demand by function]

### Key Strategic Drivers
[Strategy-to-workforce linkage table]

---

## 4. Supply Forecast

### Attrition Projections
[By segment with risk factors]

### Internal Pipeline
[Promotable talent, retirement risk]

### Labor Market Assessment
[Critical role availability and competition]

---

## 5. Gap Analysis

### Headcount Gaps
[Surplus/shortage by function and role]

### Skills Gaps
[Critical skill gaps with severity and urgency]

---

## 6. Build / Buy / Borrow / Bot Recommendations

[Decision matrix for each critical gap]

---

## 7. 24-Month Workforce Action Plan

[Phased roadmap with quarterly milestones]

---

## 8. Cost Model

[Current vs. future state cost comparison, ROI of workforce investments]

---

## 9. Automation Impact Assessment

[Task-level analysis, FTE displacement/augmentation projections]

---

## 10. Risk and Contingency

| Risk | Likelihood | Impact | Mitigation |
|------|-----------|--------|------------|
| Attrition exceeds forecast | | | |
| Skills not available in market | | | |
| Automation delays | | | |
| Budget constraints | | | |

---

## 11. Recommended Next Steps

1. [Immediate action with owner and deadline]
2. [Second action]
3. [Third action]

Quality Checks

  • Workforce plan explicitly links to business strategy -- every headcount change traced to a strategic driver
  • Planning horizon is 12-24 months with quarterly milestones, not just a point-in-time snapshot
  • Build/Buy/Borrow/Bot analysis provides decision criteria for each gap -- not a blanket recommendation
  • Attrition modeling uses historical data with trend adjustment -- not a single flat rate
  • Skills gaps are assessed at the proficiency level, not just skill presence/absence
  • Cost model uses fully-loaded cost per FTE (base + variable + benefits + taxes + overhead) -- not salary alone
  • Workforce segmentation distinguishes strategic from core from support roles
  • Automation assessment is at the task level within roles -- not role-level generalizations
  • Capacity modeling accounts for availability and productivity factors -- not gross FTE
  • Contingent workforce strategy addresses compliance, governance, and conversion pipeline
  • Scenario planning includes base, upside, and downside cases with different workforce implications
  • Labor market analysis covers availability, compensation, and time-to-fill for critical roles
  • Plan includes risk register with mitigation strategies for execution risks
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npx skills add https://github.com/Kaakati/managing-director --skill workforce-planning
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