Requirements
- Target platform
- OpenClaw
- Install method
- Manual import
- Extraction
- Extract archive
- Prerequisites
- OpenClaw
- Primary doc
- SKILL.md
Create and manage data-driven workforce plans using demand forecasting, skills gap analysis, succession planning, and contingent workforce strategies aligned...
Create and manage data-driven workforce plans using demand forecasting, skills gap analysis, succession planning, and contingent workforce strategies aligned...
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
I downloaded a skill package from Yavira. 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.
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.
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.
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
Map every role against these dimensions: DimensionWhat 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 รท available hours Benchmark: Fully loaded cost typically runs 1.25x-1.4x base salary (US), 1.3x-1.5x (UK/EU).
Three methods โ use all three and triangulate: Revenue-per-employee model: Required headcount = Target revenue รท 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 ร tickets/customer/month) รท tickets/agent/month Engineers needed = (Planned features ร avg dev-weeks/feature) รท available dev-weeks/quarter Managerial span model: Managers needed = Total ICs รท Target span of control Engineering: 5-8 ICs per manager Sales: 6-10 reps per manager Support: 10-15 agents per manager
For each department, calculate: MetricFormulaHeadcount 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 Priority scoring: Priority = (Business impact ร 3) + (Time to fill ร 2) + (Availability risk ร 1) Each factor scored 1-5. Anything scoring 20+ gets immediate action.
Match each gap to the right channel: Gap 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 2026 stat: Companies using AI agents for workforce tasks report 30-40% reduction in administrative HR workload (TimeTrex, Feb 2026).
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 โ who steps in tomorrow if this person leaves? Track flight risk quarterly โ 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%.
Map your workforce mix target: CategoryTypical %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 Compliance flags: IRS 20-factor test (US) โ misclassification penalties up to $50/filing IR35 (UK) โ inside/outside determination required before engagement EU Working Time Directive โ applies to some contractor arrangements
QuarterFocusQ1Full plan build, budget approval, hiring roadmapQ2Mid-year check โ actual vs plan, adjust for business changesQ3Succession review, performance calibration, retention riskQ4Next-year demand forecast, budget submission, strategic shifts Each review should answer: Are we on track with hiring plan? (within 10% = green) Any critical roles unfilled >60 days? Has business direction changed enough to reforecast? Are we spending within 5% of labor budget? Any retention risks that need immediate action?
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