{ "schemaVersion": "1.0", "item": { "slug": "afrexai-workforce-planning", "name": "Workforce Planning Framework", "source": "tencent", "type": "skill", "category": "效率提升", "sourceUrl": "https://clawhub.ai/1kalin/afrexai-workforce-planning", "canonicalUrl": "https://clawhub.ai/1kalin/afrexai-workforce-planning", "targetPlatform": "OpenClaw" }, "install": { "downloadMode": "redirect", "downloadUrl": "/downloads/afrexai-workforce-planning", "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=afrexai-workforce-planning", "sourcePlatform": "tencent", "targetPlatform": "OpenClaw", "installMethod": "Manual import", "extraction": "Extract archive", "prerequisites": [ "OpenClaw" ], "packageFormat": "ZIP package", "includedAssets": [ "README.md", "SKILL.md" ], "primaryDoc": "SKILL.md", "quickSetup": [ "Download the package from Yavira.", "Extract the archive and review SKILL.md first.", "Import or place the package into your OpenClaw setup." ], "agentAssist": { "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.", "steps": [ "Download the package from Yavira.", "Extract it into a folder your agent can access.", "Paste one of the prompts below and point your agent at the extracted folder." ], "prompts": [ { "label": "New install", "body": "I downloaded a skill package from Yavira. 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Read SKILL.md from the extracted folder and install it by following the included instructions. Then review README.md for any prerequisites, environment setup, or post-install checks. Tell me what you changed and call out any manual steps you could not complete." }, { "label": "Upgrade existing", "body": "I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Then review README.md for any prerequisites, environment setup, or post-install checks. Summarize what changed and any follow-up checks I should run." } ] }, "documentation": { "source": "clawhub", "primaryDoc": "SKILL.md", "sections": [ { "title": "Workforce Planning Framework", "body": "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." }, { "title": "When to Use", "body": "Annual or quarterly headcount planning\nPost-merger workforce integration\nScaling teams for new product lines\nReducing labor costs without layoffs\nBuilding succession pipelines for critical roles" }, { "title": "1. Current State Audit", "body": "Map every role against these dimensions:\n\nDimensionWhat to CaptureHeadcountFilled vs open vs frozen positions by departmentSkills inventoryTechnical + soft skills rated 1-5 per employeeTenure riskYears in role, flight risk score (low/med/high)Cost profileFully loaded cost (salary + benefits + overhead)UtilizationBillable/productive hours ÷ available hours\n\nBenchmark: Fully loaded cost typically runs 1.25x-1.4x base salary (US), 1.3x-1.5x (UK/EU)." }, { "title": "2. Demand Forecasting", "body": "Three methods — use all three and triangulate:\n\nRevenue-per-employee model:\n\nRequired headcount = Target revenue ÷ Revenue per employee\n\nSaaS benchmark: $200K-$350K revenue per employee (2026)\nProfessional services: $150K-$250K\nManufacturing: $180K-$300K\n\nDriver-based model:\n\nSupport staff needed = (Projected customers × tickets/customer/month) ÷ tickets/agent/month\nEngineers needed = (Planned features × avg dev-weeks/feature) ÷ available dev-weeks/quarter\n\nManagerial span model:\n\nManagers needed = Total ICs ÷ Target span of control\n\nEngineering: 5-8 ICs per manager\nSales: 6-10 reps per manager\nSupport: 10-15 agents per manager" }, { "title": "3. Gap Analysis", "body": "For each department, calculate:\n\nMetricFormulaHeadcount gapDemand forecast - Current headcount - Pipeline hiresSkills gapRequired skill level - Current avg skill level (by competency)Experience gapRoles requiring 5+ years - Employees with 5+ yearsDiversity gapTarget representation - Current representationBudget gapRequired fully loaded cost - Approved budget\n\nPriority scoring:\n\nPriority = (Business impact × 3) + (Time to fill × 2) + (Availability risk × 1)\n\nEach factor scored 1-5. Anything scoring 20+ gets immediate action." }, { "title": "4. Supply Strategies", "body": "Match each gap to the right channel:\n\nGap TypeStrategyTimelineCost IndexCritical skill, long-term needFull-time hire45-90 days1.0xCritical skill, short-term needContract/freelance5-15 days1.5-2.0xEmerging skill, current teamUpskilling/reskilling3-6 months0.2xLeadership pipelineInternal promotion + coaching6-12 months0.3xVolume scalingOutsource/offshore30-60 days0.4-0.6xRepetitive tasksAI agent automation2-8 weeks0.1x ongoing\n\n2026 stat: Companies using AI agents for workforce tasks report 30-40% reduction in administrative HR workload (TimeTrex, Feb 2026)." }, { "title": "5. Succession Planning", "body": "For every critical role (role where vacancy causes >$50K/month revenue impact):\n\nIdentify 2-3 internal successors rated on readiness (ready now / 6 months / 12+ months)\nBuild development plans with specific skill gaps and training\nSet emergency coverage — who steps in tomorrow if this person leaves?\nTrack flight risk quarterly — compensation competitiveness, engagement scores, tenure patterns\n\nKey number: Replacing a senior employee costs 100-200% of annual salary. Succession planning cuts this by 50-70%." }, { "title": "6. Contingent Workforce Strategy", "body": "Map your workforce mix target:\n\nCategoryTypical %Best ForFull-time employees70-80%Core competencies, IP, cultureContractors/freelancers10-15%Specialized skills, surge capacityOutsourced teams5-10%Non-core operations, scaleAI agents5-15%Data processing, scheduling, reporting\n\nCompliance flags:\n\nIRS 20-factor test (US) — misclassification penalties up to $50/filing\nIR35 (UK) — inside/outside determination required before engagement\nEU Working Time Directive — applies to some contractor arrangements" }, { "title": "7. Annual Workforce Plan Template", "body": "WORKFORCE PLAN — [COMPANY] — [YEAR]\n\nExecutive Summary:\n- Current headcount: [X]\n- Planned end-of-year headcount: [Y]\n- Net change: [+/- Z]\n- Total labor budget: $[amount]\n- Key risks: [top 3]\n\nDepartment Plans:\n[For each department]\n- Current: [X] FTEs, [Y] contractors\n- Planned: [X'] FTEs, [Y'] contractors\n- Key hires: [role, level, Q target]\n- Skills to develop: [skill, # employees, program]\n- Automation opportunities: [task, estimated savings]\n- Budget: $[amount] (+/-% vs current)\n\nSuccession Pipeline:\n- Critical roles at risk: [count]\n- Roles with ready-now successor: [count] ([%])\n- Development investments needed: $[amount]\n\nContingent Workforce:\n- Current mix: [X]% FTE / [Y]% contractor / [Z]% outsourced\n- Target mix: [X']% / [Y']% / [Z']%\n- Estimated savings from mix optimization: $[amount]" }, { "title": "8. Quarterly Review Cadence", "body": "QuarterFocusQ1Full plan build, budget approval, hiring roadmapQ2Mid-year check — actual vs plan, adjust for business changesQ3Succession review, performance calibration, retention riskQ4Next-year demand forecast, budget submission, strategic shifts\n\nEach review should answer:\n\nAre we on track with hiring plan? (within 10% = green)\nAny critical roles unfilled >60 days?\nHas business direction changed enough to reforecast?\nAre we spending within 5% of labor budget?\nAny retention risks that need immediate action?" }, { "title": "Resources", "body": "AI Revenue Leak Calculator — Find where AI agents can reduce workforce costs\nAI Agent Context Packs — Industry-specific frameworks ($47/pack)\n\nRecruitment Pack: hiring pipelines, candidate scoring, interview frameworks\nProfessional Services Pack: utilization tracking, capacity planning, resource allocation\n\n\nAgent Setup Wizard — Deploy workforce automation in minutes\nBundles: Pick 3 for $97 | All 10 for $197 | Everything Bundle $247" } ], "body": "Workforce Planning Framework\n\nBuild 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.\n\nWhen to Use\nAnnual or quarterly headcount planning\nPost-merger workforce integration\nScaling teams for new product lines\nReducing labor costs without layoffs\nBuilding succession pipelines for critical roles\nHow It Works\n1. Current State Audit\n\nMap every role against these dimensions:\n\nDimension\tWhat to Capture\nHeadcount\tFilled vs open vs frozen positions by department\nSkills inventory\tTechnical + soft skills rated 1-5 per employee\nTenure risk\tYears in role, flight risk score (low/med/high)\nCost profile\tFully loaded cost (salary + benefits + overhead)\nUtilization\tBillable/productive hours ÷ available hours\n\nBenchmark: Fully loaded cost typically runs 1.25x-1.4x base salary (US), 1.3x-1.5x (UK/EU).\n\n2. Demand Forecasting\n\nThree methods — use all three and triangulate:\n\nRevenue-per-employee model:\n\nRequired headcount = Target revenue ÷ Revenue per employee\n\nSaaS benchmark: $200K-$350K revenue per employee (2026)\nProfessional services: $150K-$250K\nManufacturing: $180K-$300K\n\nDriver-based model:\n\nSupport staff needed = (Projected customers × tickets/customer/month) ÷ tickets/agent/month\nEngineers needed = (Planned features × avg dev-weeks/feature) ÷ available dev-weeks/quarter\n\n\nManagerial span model:\n\nManagers needed = Total ICs ÷ Target span of control\n\nEngineering: 5-8 ICs per manager\nSales: 6-10 reps per manager\nSupport: 10-15 agents per manager\n3. Gap Analysis\n\nFor each department, calculate:\n\nMetric\tFormula\nHeadcount gap\tDemand forecast - Current headcount - Pipeline hires\nSkills gap\tRequired skill level - Current avg skill level (by competency)\nExperience gap\tRoles requiring 5+ years - Employees with 5+ years\nDiversity gap\tTarget representation - Current representation\nBudget gap\tRequired fully loaded cost - Approved budget\n\nPriority scoring:\n\nPriority = (Business impact × 3) + (Time to fill × 2) + (Availability risk × 1)\n\n\nEach factor scored 1-5. Anything scoring 20+ gets immediate action.\n\n4. Supply Strategies\n\nMatch each gap to the right channel:\n\nGap Type\tStrategy\tTimeline\tCost Index\nCritical skill, long-term need\tFull-time hire\t45-90 days\t1.0x\nCritical skill, short-term need\tContract/freelance\t5-15 days\t1.5-2.0x\nEmerging skill, current team\tUpskilling/reskilling\t3-6 months\t0.2x\nLeadership pipeline\tInternal promotion + coaching\t6-12 months\t0.3x\nVolume scaling\tOutsource/offshore\t30-60 days\t0.4-0.6x\nRepetitive tasks\tAI agent automation\t2-8 weeks\t0.1x ongoing\n\n2026 stat: Companies using AI agents for workforce tasks report 30-40% reduction in administrative HR workload (TimeTrex, Feb 2026).\n\n5. Succession Planning\n\nFor every critical role (role where vacancy causes >$50K/month revenue impact):\n\nIdentify 2-3 internal successors rated on readiness (ready now / 6 months / 12+ months)\nBuild development plans with specific skill gaps and training\nSet emergency coverage — who steps in tomorrow if this person leaves?\nTrack flight risk quarterly — compensation competitiveness, engagement scores, tenure patterns\n\nKey number: Replacing a senior employee costs 100-200% of annual salary. Succession planning cuts this by 50-70%.\n\n6. Contingent Workforce Strategy\n\nMap your workforce mix target:\n\nCategory\tTypical %\tBest For\nFull-time employees\t70-80%\tCore competencies, IP, culture\nContractors/freelancers\t10-15%\tSpecialized skills, surge capacity\nOutsourced teams\t5-10%\tNon-core operations, scale\nAI agents\t5-15%\tData processing, scheduling, reporting\n\nCompliance flags:\n\nIRS 20-factor test (US) — misclassification penalties up to $50/filing\nIR35 (UK) — inside/outside determination required before engagement\nEU Working Time Directive — applies to some contractor arrangements\n7. Annual Workforce Plan Template\nWORKFORCE PLAN — [COMPANY] — [YEAR]\n\nExecutive Summary:\n- Current headcount: [X]\n- Planned end-of-year headcount: [Y]\n- Net change: [+/- Z]\n- Total labor budget: $[amount]\n- Key risks: [top 3]\n\nDepartment Plans:\n[For each department]\n- Current: [X] FTEs, [Y] contractors\n- Planned: [X'] FTEs, [Y'] contractors\n- Key hires: [role, level, Q target]\n- Skills to develop: [skill, # employees, program]\n- Automation opportunities: [task, estimated savings]\n- Budget: $[amount] (+/-% vs current)\n\nSuccession Pipeline:\n- Critical roles at risk: [count]\n- Roles with ready-now successor: [count] ([%])\n- Development investments needed: $[amount]\n\nContingent Workforce:\n- Current mix: [X]% FTE / [Y]% contractor / [Z]% outsourced\n- Target mix: [X']% / [Y']% / [Z']%\n- Estimated savings from mix optimization: $[amount]\n\n8. Quarterly Review Cadence\nQuarter\tFocus\nQ1\tFull plan build, budget approval, hiring roadmap\nQ2\tMid-year check — actual vs plan, adjust for business changes\nQ3\tSuccession review, performance calibration, retention risk\nQ4\tNext-year demand forecast, budget submission, strategic shifts\n\nEach review should answer:\n\nAre we on track with hiring plan? (within 10% = green)\nAny critical roles unfilled >60 days?\nHas business direction changed enough to reforecast?\nAre we spending within 5% of labor budget?\nAny retention risks that need immediate action?\nResources\nAI Revenue Leak Calculator — Find where AI agents can reduce workforce costs\nAI Agent Context Packs — Industry-specific frameworks ($47/pack)\nRecruitment Pack: hiring pipelines, candidate scoring, interview frameworks\nProfessional Services Pack: utilization tracking, capacity planning, resource allocation\nAgent Setup Wizard — Deploy workforce automation in minutes\nBundles: Pick 3 for $97 | All 10 for $197 | Everything Bundle $247" }, "trust": { "sourceLabel": "tencent", "provenanceUrl": "https://clawhub.ai/1kalin/afrexai-workforce-planning", "publisherUrl": "https://clawhub.ai/1kalin/afrexai-workforce-planning", "owner": "1kalin", "version": "1.0.0", "license": null, "verificationStatus": "Indexed source record" }, "links": { "detailUrl": "https://openagent3.xyz/skills/afrexai-workforce-planning", "downloadUrl": "https://openagent3.xyz/downloads/afrexai-workforce-planning", "agentUrl": "https://openagent3.xyz/skills/afrexai-workforce-planning/agent", "manifestUrl": "https://openagent3.xyz/skills/afrexai-workforce-planning/agent.json", "briefUrl": "https://openagent3.xyz/skills/afrexai-workforce-planning/agent.md" } }