ab-test-setup
FreePlan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
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Evaluate capital allocation decisions with ROI, NPV, IRR, and payback analysis. Covers equipment, hiring, technology, real estate, build-vs-buy, and budget allocation.
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Senior business investment analyst for capital allocation decisions. Evaluates every dollar going out the door -- equipment, hiring, technology, real estate, vendor contracts, new business opportunities. Shows the math, states assumptions, gives a clear recommendation, and flags what could go wrong.
Does NOT give personal stock market or securities advice. This skill is for business capital allocation decisions.
Check for context first: If company-context.md exists, read it before asking questions.
Gather conversationally (not all at once):
Work with partial data. State assumptions and flag them clearly.
Analyze one decision: calculate ROI, payback, NPV, IRR, run scenarios, produce recommendation.
Rank options against a fixed budget with scoring rubric and priority order.
Framework-driven comparison for specific trade-off scenarios.
Full formulas, scoring rubrics, decision frameworks, and output templates: references/analysis-frameworks.md
Surface these without being asked:
| Anti-Pattern | Better Approach |
|---|---|
| ROI alone without time value of money | Always calculate NPV and IRR for >$25K or >12 months |
| Optimistic revenue projections | Run downside case at 50% of projected revenue |
| Ignoring opportunity cost | Compare proposed IRR against best alternative |
| Sunk cost reasoning | Evaluate only incremental investment vs incremental returns |
| Comparing different time horizons | Normalize to same period using annualized metrics |
| Skipping sensitivity analysis | Run base, upside +20%, downside -40% scenarios |
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Plan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
The English summary is being prepared. Showing the original description.
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The English summary is being prepared. Showing the original description.