技能创建器
skill-creator
创建、改进和评估自定义技能,把专业流程转化为可重复使用的 AI 能力。
cost-benefit【数据与研究】Use this skill when the user says 'cost-benefit analysis', 'ROI', 'TCO', 'cost analysis', 'business case', 'financial analysis', 'break-even', 'payback period', 'NPV', 'cost justification', or needs financial evaluation of technology decisions. Covers: ROI calculation, TCO modeling, break-even analysis, cost comparison, and business case creation. Do…
独立 GitHub 快照 · 自动分类 · 以原作者文档为准
Evaluate technology investments through ROI, TCO, break-even, and NPV analysis to support data-driven decision-making. Covers financial modeling, sensitivity analysis, strategic alignment, and stakeholder communication.
The cost-benefit methodology follows five phases:
Phase 1: Scope definition
- Define investment boundaries.
- Identify alternatives (including do-nothing).
- Set time horizon (1, 3, 5 years).
Phase 2: Cost identification
- One-time costs (licensing, migration, setup).
- Recurring costs (infrastructure, personnel, maintenance).
- Hidden costs (training, opportunity cost, transition overhead).
Phase 3: Benefit quantification
- Direct savings (cost reduction, headcount reallocation).
- Revenue benefits (new capability, faster time-to-market).
- Risk reduction benefits (compliance, security, reliability).
Phase 4: Financial calculation
- ROI, NPV, TCO, break-even, payback period.
- Discounted cash flow for multi-year analysis.
- Sensitivity analysis across scenarios.
Phase 5: Decision and communication
- Recommendation with confidence level.
- Strategic alignment assessment.
- Risk and mitigation documentation.
ROI (Return on Investment):
ROI = (Total Benefit - Total Cost) / Total Cost x 100
Positive ROI means value > cost.
TCO (Total Cost of Ownership):
Sum of all costs over the investment lifetime.
Includes acquisition, operation, maintenance, and disposal.
NPV (Net Present Value):
NPV = sum(C_t / (1 + r)^t) - C_0
C_t = net cash flow at time t, r = discount rate, t = time period
Positive NPV = value-creating investment.
Payback Period:
Time until cumulative benefits equal cumulative costs.
Shorter payback = lower risk. Typically 12-24 months for technology.
Break-Even Point:
The volume or time at which total revenue equals total cost.
What type of decision is being made?
├── Simple cost comparison (buy vs buy)
│ └── TCO — total cost over lifetime, simplest comparison
├── Investment with measurable benefits
│ ├── Time horizon < 1 year
│ │ └── ROI + Payback Period — quick comparison
│ └── Time horizon > 1 year
│ └── NPV + IRR — accounts for time value of money
├── Build vs buy decision
│ └── TCO + Opportunity Cost + Time-to-Market
├── Volume-dependent decision (pricing, capacity)
│ └── Break-Even Analysis — find the volume where costs equal revenue
├── Risk assessment of investment
│ └── Sensitivity Analysis + Monte Carlo — test multiple scenarios
└── Strategic decision with hard-to-quantify benefits
└── Multi-Criteria Analysis + Cost-Effectiveness
Can a commercial solution meet the requirements?
├── Yes, fully
│ └── Is the TCO of buying less than building?
│ ├── Yes → Buy (SaaS or license)
│ └── No → Build
├── Yes, with customization
│ └── Is customization cost < 50% of build cost?
│ ├── Yes → Buy + customize
│ └── No → Build
└── No, not available
└── Build
└── Is this part of core business differentiation?
├── Yes → Build with internal team
└── No → Consider outsourcing or partnership
Why discount?
A dollar today is worth more than a dollar tomorrow.
Discount rate reflects cost of capital and risk.
Typical discount rates:
Low-risk project (infrastructure upgrade): 8-10%
Moderate risk (new product feature): 12-15%
High risk (new market entry): 18-25%
Example:
Year 1 benefit: $100,000 | Discount rate: 12%
Present value: $100,000 / (1.12 ^ 1) = $89,286
Year 2 benefit: $100,000 | Present value: $79,719
"cost-benefit analysis", "ROI", "TCO", "cost analysis", "business case", "NPV", "payback period", "break-even", "cost justification", "financial analysis", "make vs buy", "build vs buy".
Cost-benefit analysis with TCO model, ROI calculation, break-even timeline, and sensitivity analysis.
150 lines
Identify the decision to be made and alternatives. Set time horizon appropriate for investment type. Determine discount rate based on company cost of capital.
List all cost categories. Separate one-time from recurring. Estimate engineering hours at loaded cost rate. Include training, migration, and transition costs.
Map each benefit to a measurable outcome. Use conservative estimates for benefit quantification. Separate hard savings (cost reduction) from soft savings (efficiency).
Build cash flow projection for each year. Calculate ROI, NPV, payback period, and break-even. Compare against company investment thresholds.
Model best case, expected case, worst case scenarios. Identify which variables have most impact on outcome. Document assumptions and confidence levels.
Assess alignment with company strategy and OKRs. Identify non-financial benefits and risks. Provide recommendation with rationale.
Structure findings for the audience. Highlight key numbers and tradeoffs. Include risk mitigation recommendations.
For high-stakes decisions, run Monte Carlo simulation: define probability distributions for each input variable (costs, benefits, timeline), run 10,000+ iterations, analyze output distribution for NPV/ROI, calculate probability of positive return, identify key drivers through sensitivity analysis. Use tools like @RISK, Crystal Ball, or Python (numpy).
For benefits that are hard to monetize: use shadow pricing (estimate what the benefit would cost to purchase), use willingness-to-pay surveys, apply industry benchmarks for similar benefits, document assumptions transparently. If quantification is too speculative, include as a qualitative factor in the multi-criteria analysis.
Track actual costs and benefits after implementation. Compare against projections at 6, 12, and 24 months. Document variance reasons. Use learnings to improve future estimates. Update the business case with actual data for ongoing governance.
| Method | Best For | Weakness |
|---|---|---|
| ROI | Simple comparisons | Ignores time value of money |
| NPV | Long-term investments | Requires discount rate |
| TCO | Ownership cost comparison | Doesn't measure benefits |
| Payback period | Risk assessment | Ignores post-payback value |
| Break-even | Volume-dependent decisions | Limited to cost recovery |
| Cost-effectiveness | Hard-to-monetize benefits | Doesn't show financial return |
| Multi-criteria analysis | Strategic decisions | Subjective weight selection |
| Monte Carlo | High-uncertainty decisions | Complex setup |
Category | One-time | Year 1 | Year 2 | Year 3 | Total
Licensing | $XX,XXX | $X,XXX | $X,XXX | $X,XXX | $XX,XXX
Engineering | $XX,XXX | $X,XXX | $X,XXX | $X,XXX | $XX,XXX
Infrastructure | $XX,XXX | $X,XXX | $X,XXX | $X,XXX | $XX,XXX
Training | $X,XXX | $0 | $0 | $0 | $X,XXX
Transition | $X,XXX | $0 | $0 | $0 | $X,XXX
Total | $XX,XXX | $X,XXX | $X,XXX | $X,XXX | $XX,XXX
Benefit | Year 1 | Year 2 | Year 3 | Total | Methodology
Cost reduction | $X,XXX | $X,XXX | $X,XXX | $X,XXX | 20% fewer hours
Revenue increase | $X,XXX | $X,XXX | $X,XXX | $X,XXX | 5% conversion lift
Efficiency gain | $X,XXX | $X,XXX | $X,XXX | $X,XXX | 10% team throughput
Risk reduction | $X,XXX | $X,XXX | $X,XXX | $X,XXX | Avoid 1 breach/yr
Total | $XX,XXX | $XX,XXX | $XX,XXX | $XX,XXX
Scenario | Benefit | Cost | ROI | NPV | Payback
Optimistic | $400K | $200K | 100% | $150K | 12 months
Expected | $300K | $200K | 50% | $75K | 18 months
Pessimistic | $200K | $200K | 0% | -$25K | 36 months
Factor | Weight | Build Score | Buy Score
Unique capability | 30% | 5 | 2
Time to market | 25% | 2 | 4
TCO (3-year) | 20% | 3 | 4
Customization | 15% | 5 | 3
Vendor lock-in risk | 10% | 4 | 2
Total | 100% | 3.8 | 3.0
## Total Cost of Ownership — {Project Name}
Time Horizon: {3-5 years} | Discount Rate: {n}%
### Direct Costs
| Category | Year 1 | Year 2 | Year 3 | Year 4 | Year 5 | Total |
|----------|--------|--------|--------|--------|--------|-------|
| Software licenses | $ | $ | $ | $ | $ | $ |
| Hardware/infrastructure | $ | $ | $ | $ | $ | $ |
| Implementation | $ | $ | $ | $ | $ | $ |
| Integration | $ | $ | $ | $ | $ | $ |
| Training | $ | $ | $ | $ | $ | $ |
| **Direct Total** | $ | $ | $ | $ | $ | $ |
### Indirect Costs
| Category | Year 1 | Year 2 | Year 3 | Year 4 | Year 5 | Total |
|----------|--------|--------|--------|--------|--------|-------|
| Internal staffing | $ | $ | $ | $ | $ | $ |
| Maintenance & support | $ | $ | $ | $ | $ | $ |
| Downtime/transition | $ | $ | $ | $ | $ | $ |
| Opportunity cost | $ | $ | $ | $ | $ | $ |
| **Indirect Total** | $ | $ | $ | $ | $ | $ |
### Total Cost: sum of Direct + Indirect
### Discounted Total (NPV): PV of all cash flows at discount rate
## Return on Investment — {Project Name}
Time Horizon: {3-5 years}
### Investment (denominator)
Initial investment: {total upfront costs}
Ongoing investment (discounted): {NPV of ongoing costs}
Total Investment: $X
### Returns (numerator)
Cost savings:
- Labor efficiency: {hours saved x hourly rate} per year
- Infrastructure savings: {difference vs. current solution}
- Process improvement: {reduction in cycle time x cost per unit}
Revenue impact:
- Additional revenue: {estimated from increased capability}
- Customer retention: {reduced churn x LTV x impacted customers}
- Time-to-market improvement: {faster delivery x revenue per unit time}
Total Annual Return (Year 1): $Y1
Total Annual Return (Year 2): $Y2
Total Annual Return (Year 3): $Y3
### ROI Calculation
Simple ROI: (Total Returns - Total Investment) / Total Investment x 100%
Discounted ROI: (NPV of Returns - NPV of Investment) / NPV of Investment x 100%
Break-even: {X months} (when cumulative returns = total investment)
## Sensitivity Analysis — {Project Name}
Base Case Scenario: {most likely assumptions}
### Variable Ranges
| Variable | Pessimistic | Base Case | Optimistic |
|----------|-------------|-----------|------------|
| Implementation cost | +30% | Budgeted | -10% |
| Adoption rate | 40% | 65% | 85% |
| Efficiency gain | 10% | 25% | 40% |
| Maintenance cost/year | +25% | Budgeted | -10% |
| Revenue impact | 50% of base | Base | 150% of base |
### Scenario Results
| Metric | Pessimistic | Base Case | Optimistic |
|--------|-------------|-----------|------------|
| Total Investment | $ | $ | $ |
| 3-Year Returns | $ | $ | $ |
| ROI | X% | Y% | Z% |
| Break-even | {n} months | {n} months | {n} months |
| NPV at {n}% discount | $ | $ | $ |
### Key Sensitivity Drivers
1. {Variable with highest impact on outcome} — {magnitude of effect}
2. {Second most sensitive variable} — {magnitude of effect}
3. {Third most sensitive variable} — {magnitude of effect}
### Conclusion
The analysis is MOST sensitive to changes in {key variable}.
At {pessimistic value}, ROI drops to {X}% but remains positive/negative.
The investment is robust/sensitive to scenario variations.
Recommended confidence level for go decision: {Low | Medium | High}
Investment Decision
├── Do Nothing (baseline)
│ ├── Cost: $0
│ ├── Current cost continues: ${n}/year
│ └── Outcome: No improvement, risk of falling behind
│
├── Buy Commercial Solution
│ ├── Upfront: ${n}
│ ├── Annual: ${n}
│ ├── P(success): 80% to ROI = {X%}
│ ├── P(failure): 20% to ROI = {-Y%}
│ └── Weighted ROI: calculation
│
├── Build In-House
│ ├── Upfront: ${n (higher than buy)}
│ ├── Annual: ${n (lower than buy)}
│ ├── P(success): 60% to ROI = {X%}
│ ├── P(failure): 40% to ROI = {-Y%}
│ └── Weighted ROI: calculation
│
└── Hybrid (buy + customize)
├── Upfront: ${mid}
├── Annual: ${mid}
├── P(success): 75% to ROI = {X%}
├── P(failure): 25% to ROI = {-Y%}
└── Weighted ROI: calculation
Recommendation: {decision with rationale}
## Qualitative Assessment — {Project Name}
| Factor | Rating (1-5) | Weight | Weighted Score | Notes |
|--------|-------------|--------|---------------|-------|
| Strategic alignment | /5 | x 0.20 | | |
| Competitive advantage | /5 | x 0.15 | | |
| Technical feasibility | /5 | x 0.15 | | |
| Organizational readiness | /5 | x 0.10 | | |
| Regulatory compliance | /5 | x 0.10 | | |
| User satisfaction impact | /5 | x 0.10 | | |
| Team morale/retention | /5 | x 0.10 | | |
| Long-term flexibility | /5 | x 0.10 | | |
| **Total** | | **1.0** | | |
Threshold: >= 3.5 = proceed, 2.5-3.5 = conditional, < 2.5 = reconsider
### Risk-Adjusted Recommendation
- NPV of base scenario: ${n}
- NPV weighted by scenario probabilities: ${n}
- Qualitative score: {n}/5
- **Final recommendation:** {Go | No-go | Conditional}
## Cost-Benefit Analysis — {Decision Title}
Date: {date} | Prepared by: {name}
### Executive Summary
One-paragraph summary of the decision, key financials, and recommendation.
### Options Analyzed
1. {Option A} — {brief description}
2. {Option B} — {brief description}
3. Do nothing — {current state baseline}
### Quantitative Analysis
| Line Item | Option A | Option B | Do Nothing |
|-----------|----------|----------|------------|
| Initial investment | $ | $ | $0 |
| Annual operating cost | $ | $ | $ |
| Total 3-year cost | $ | $ | $ |
| Annual benefit year 1 | $ | $ | $0 |
| Annual benefit year 2 | $ | $ | $0 |
| Annual benefit year 3 | $ | $ | $0 |
| Total 3-year benefit | $ | $ | $0 |
| Net benefit (3-year) | $ | $ | $0 |
| ROI | % | % | --- |
| Break-even | {n} months | {n} months | --- |
| NPV (3yr @ {n}% discount) | $ | $ | $0 |
### Sensitivity Analysis
- Best case NPV: ${A} vs ${B}
- Base case NPV: ${A} vs ${B}
- Worst case NPV: ${A} vs ${B}
- Key driver: {variable}
### Non-Financial Assessment
- Strategic alignment: Option {x} is better because {reason}
- Risk profile: Option {x} has {higher/lower} risk because {reason}
- Implementation complexity: Option {x} is {simpler/more complex}
### Recommendation
**Recommended Option:** {Option X}
**Rationale:** {2-3 sentence justification}
**Risk mitigation:** {actions before proceeding}
**Approval required:** {role or level}
risk-management for cost-related risk assessment.
stakeholder for business case presentation.