analytics-insights
Deep dive into product analytics — investigate a question, surface insights, build a data narrative. Use when you need to go beyond dashboards to understand…
Run ROI, IRR, NPV, payback period, and cost-benefit analysis for product investments. Use when you need to quantify the financial case for building something.
$ npx -y skills add mrthames/lean-pm-skills --skill financial-analysis --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/financial-analysisContext preview
The summary Claude sees to decide when to auto-load this skill.
Run ROI, IRR, NPV, payback period, and cost-benefit analysis for product investments. Use when you need to quantify the financial case for building something.
name: financial-analysis description: Run ROI, IRR, NPV, payback period, and cost-benefit analysis for product investments. Use when you need to quantify the financial case for building something.
Quantify the financial case for a product investment using the methods finance teams and executives actually use — ROI, IRR, NPV, payback period, and cost-benefit analysis. Claude runs the models and sensitivity analysis. You provide the assumptions and defend the numbers.
| Step | Time | Claude Does | You Do | |---|---|---|---| | Define the investment | 15 min | Structure costs, timeline, and assumptions | Provide estimates, validate with finance/engineering | | Model the returns | 20 min | Calculate revenue impact, cost savings, risk reduction | Validate assumptions about adoption, conversion, retention | | Run financial metrics | 15 min | Calculate ROI, IRR, NPV, payback period | Choose discount rate and time horizon with finance | | Sensitivity analysis | 15 min | Model best/base/worst scenarios, identify key variables | Decide which assumptions to stress-test | | Build the case | 15 min | Draft investment summary for leadership/finance | Review numbers, add strategic context |
I need to build a financial case for [initiative]. Investment costs: - Development: [engineering headcount × duration, or contractor cost] - Design: [design resources needed] - Infrastructure: [hosting, tooling, third-party services] - Opportunity cost: [what the team can't build while building this] - Ongoing maintenance: [annual cost to keep it running — typically 15-20% of build cost] - Other: [training, migration, change management] Timeline: - Build duration: [weeks/months] - Time to first value: [when does the investment start generating returns?] - Full value realization: [when does it reach steady-state impact?] - Analysis horizon: [1 year / 2 years / 3 years / 5 years] Help me structure all costs into a year-by-year cash flow model. Distinguish between one-time costs and recurring costs.
This is where most financial cases are won or lost — the quality of your return assumptions.
Model the financial returns for this investment: Revenue impact: - New revenue: [new customers, upsells, or expansion enabled by this] - Estimated new ARR: [amount] with [adoption rate] assumption - Revenue retention: [churn prevented, renewals saved] - At-risk ARR: [amount] with [save rate] assumption - Revenue acceleration: [faster sales cycles, higher conversion rates] - Current conversion: [rate] → projected: [rate] Cost savings: - Operational efficiency: [manual work eliminated, headcount avoided] - Hours saved per [week/month]: [amount] × loaded cost per hour - Infrastructure savings: [reduced hosting, vendor consolidation] - Support cost reduction: [ticket volume reduction, faster resolution] Risk reduction (quantify where possible): - Compliance: [cost of non-compliance × probability] - Security: [breach cost × probability reduction] - Technical: [outage cost × frequency reduction] For each return: - What's the assumption behind this number? - How confident are we? (high / medium / low) - When does this return start? (month/quarter after launch) - Does it grow over time or stay flat?
Calculate the following financial metrics from the cash flow model: 1. ROI (Return on Investment): Formula: (Net returns - Total investment) / Total investment × 100 Calculate for: 1-year, 2-year, 3-year horizons 2. NPV (Net Present Value): Discount rate: [company's WACC or hurdle rate — typically 8-15%] Calculate the present value of all future cash flows minus the initial investment Interpretation: positive NPV = investment creates value 3. IRR (Internal Rate of Return): The discount rate that makes NPV = 0 Interpretation: if IRR > hurdle rate, the investment is financially justified 4. Payback Period: How many months until cumulative returns exceed cumulative investment Both simple payback and discounted payback 5. Cost-Benefit Ratio: Total discounted benefits / Total discounted costs Interpretation: ratio > 1.0 = benefits exceed costs Present as a summary table with all five metrics. Include the year-by-year cash flow model showing investment, returns, cumulative, and discounted values.
Every financial model is only as good as its assumptions. Show what happens when they're wrong.
Run sensitivity analysis on the financial model: Three scenarios: - Best case: [optimistic but defensible assumptions] - Base case: [most likely assumptions — use this as the primary case] - Worst case: [pessimistic but plausible assumptions] For each scenario, recalculate: ROI, NPV, IRR, payback period Key variable sensitivity: For each critical assumption, show the impact of ±20% variance: - Adoption rate: what if 20% higher / lower? - Development timeline: what if it takes 50% longer? - Revenue per customer: what if 20% higher / lower? - Churn impact: what if save rate is 20% higher / lower? Identify: - Break-even assumptions: at what point does NPV go negative
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