Rechercher

PythonReactSEOPDF
OpenClaw

Afrexai Workforce Planning

Workforce Planning Framework

1kalin0 installations selon la source☆ 0 Étoiles du dépôt

Installation

Suivez les instructions du dépôt pour votre agent. Consultez les fichiers et dépendances avant l’installation.

SkillHub CLI

skillhub install 1kalin/afrexai-workforce-planning

Examinez la source et la compatibilité, puis suivez les étapes d’installation.

Donnez le lien à votre agent et demandez-lui d’examiner instructions et dépendances avant d’expliquer les étapes.

Voir la source ↗Guides

Instructions

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...

Informations sur la source

Source
github
Repository
openclaw/skills
Path
skills/1kalin/afrexai-workforce-planning
Version
—
Commit
60e0354c26353644385cc0314bb0bfa802ec7b76
Source de classification
rules
Statut
active
Visibilité
public

Ces informations proviennent de l’analyse indexée et peuvent être anciennes. Vérifiez les fichiers actuels.

README

Workforce Planning Framework

Data-driven headcount planning, skills gap analysis, succession pipelines, and contingent workforce strategy — built for ops leaders and HR teams who need numbers, not theory.

Covers demand forecasting (3 models), gap analysis with priority scoring, supply strategies with cost benchmarks, succession planning, and quarterly review cadence.

What's inside:

  • Revenue-per-employee and driver-based demand models
  • Skills inventory and gap analysis with priority scoring
  • Supply channel matrix (hire vs contract vs upskill vs automate)
  • Succession planning framework with flight risk tracking
  • Contingent workforce compliance (IRS, IR35, EU WTD)
  • Full annual workforce plan template
  • Quarterly review cadence

Quick Start

Install: clawhub install afrexai-workforce-planning

Then ask your agent: "Build a workforce plan for Q2 — we're targeting $5M revenue with 35 current employees"

Part of the AfrexAI Business Framework

→ AI Revenue Leak Calculator — Find automation savings
→ Industry Context Packs — Deep frameworks for 10 verticals ($47/pack)
→ Agent Setup Wizard — Deploy AI agents fast

Bundles: Pick 3 $97 | All 10 $197 | Everything $247

Contenu extrait

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:

| 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...
README
# Workforce Planning Framework

Data-driven headcount planning, skills gap analysis, succession pipelines, and contingent workforce strategy — built for ops leaders and HR teams who need numbers, not theory.

Covers demand forecasting (3 models), gap analysis with priority scoring, supply strategies with cost benchmarks, succession planning, and quarterly review cadence.

**What's inside:**
- Revenue-per-employee and driver-based demand models
- Skills inventory and gap analysis with priority scoring
- Supply channel matrix (hire vs contract vs upskill vs automate)
- Succession planning framework with flight risk tracking
- Contingent workforce compliance (IRS, IR35, EU WTD)
- Full annual workforce plan template
- Quarterly review cadence

## Quick Start

Install: `clawhub install afrexai-workforce-planning`

Then ask your agent: *"Build a workforce plan for Q2 — we're targeting $5M revenue with 35 current employees"*

## Part of the AfrexAI Business Framework

→ [AI Revenue Leak Calculator](https://afrexai-cto.github.io/ai-revenue-calculator/) — Find automation savings  
→ [Industry Context Packs](https://afrexai-cto.github.io/context-packs/) — Deep frameworks for 10 verticals ($47/pack)  
→ [Agent Setup Wizard](https://afrexai-cto.github.io/agent-setup/) — Deploy AI agents fast  

**Bundles:** Pick 3 $97 | All 10 $197 | Everything $247

Skills associés

OpenClaw

bambu-studio-ai

heyixuan2

Bambu Lab 3D printer control and automation. Activate when user mentions: printer status, 3D printing, slice, analyze model, generate 3D, AMS filament, print monitor, Bambu Lab, or any 3D printing task. Full pi...

OpenClaw

geo-optimization

capt-marbles

Generative Engine Optimization (GEO) for AI search visibility. Optimize content to appear in ChatGPT, Perplexity, Claude, and Google AI Overviews. Use when optimizing websites, pages, or content for LLM discove...

OpenClaw

0protocol

0isone

Agents can sign plugins, rotate credentials without losing identity, and publicly attest to behavior.

OpenClaw

0x0-messenger

eijiac24

Send and receive P2P messages using disposable numbers and PINs. No servers, no accounts. Use for human notifications, approval flows, and agent-to-agent communication.