financial-analysis
Financial Analysis
Overview
Financial analysis evaluates economic viability and business model health through metrics, projections, and benchmarking. This skill covers key financial frameworks for market and business analysis.
Required Frameworks
| Framework | Output Section | Required | Condition |
|---|---|---|---|
| Unit Economics | Unit Economics | yes | — |
| Revenue Model Classification | Revenue Model | yes | — |
| Pricing Strategy | Pricing Analysis | yes | — |
| Cost Structure | Cost Structure | yes | — |
| Rule of 40 | Profitability Assessment | yes | — |
Trend Indicators: Load and apply the trend indicator definitions from protocols/TREND-INDICATORS.md.
Core Metrics
Unit Economics
Customer Acquisition Cost (CAC)
- Total sales & marketing spend ÷ new customers acquired
- Benchmark: Varies by industry ($50-$500+ for SaaS)
Lifetime Value (LTV)
- Average revenue per customer × gross margin × customer lifetime
- Simplified: ARPU ÷ churn rate × gross margin
LTV:CAC Ratio
- Target: 3:1 or higher
- <1:1 = unsustainable
-
5:1 = may be under-investing
Payback Period
- CAC ÷ (ARPU × gross margin)
- Target: <12 months for SaaS
Revenue Metrics
Monthly Recurring Revenue (MRR)
- Sum of all recurring subscription revenue
Annual Recurring Revenue (ARR)
- MRR × 12
Average Revenue Per User (ARPU)
- Total revenue ÷ number of customers
Net Revenue Retention (NRR)
- (Starting MRR + expansion - contraction - churn) ÷ Starting MRR
- Target: >100% (expansion exceeds churn)
Growth Metrics
Month-over-Month Growth
- (Current MRR - Previous MRR) ÷ Previous MRR
Year-over-Year Growth
- (Current ARR - Previous Year ARR) ÷ Previous Year ARR
Compound Annual Growth Rate (CAGR)
- ((End Value ÷ Start Value)^(1/years)) - 1
Revenue Models
Subscription (SaaS)
- Recurring monthly/annual payments
- Metrics: MRR, ARR, churn, NRR
- Trend: INC (dominant model)
Usage-Based
- Pay per consumption
- Metrics: Usage growth, ARPU, expansion rate
- Trend: INC (growing adoption)
Transactional
- Per-transaction fees
- Metrics: Transaction volume, take rate, AOV
- Trend: CONST
Marketplace
- Commission on GMV
- Metrics: GMV, take rate, liquidity
- Trend: CONST
Enterprise Licensing
- Large upfront + maintenance
- Metrics: Deal size, renewal rate, services %
- Trend: DEC (shifting to SaaS)
Pricing Analysis
Pricing Strategies
| Strategy | Description | Best For |
|---|---|---|
| Cost-plus | Cost + margin | Commodities |
| Value-based | % of customer value | Differentiated products |
| Competitive | Relative to alternatives | Crowded markets |
| Penetration | Low to gain share | New entrants |
| Premium | High for positioning | Luxury/enterprise |
Pricing Power Indicators
- Strong: Price increases stick, low churn
- Moderate: Some price sensitivity, competitive pressure
- Weak: Commodity, price-driven decisions
Cost Structure Analysis
Fixed vs. Variable Costs
| Cost Type | Examples | Trend Implication |
|---|---|---|
| Fixed | Rent, salaries, infrastructure | High fixed = operating leverage |
| Variable | COGS, commissions, hosting | Scales with revenue |
| Semi-variable | Support staff, marketing | Partially scales |
Gross Margin Analysis
Software/SaaS: 70-85% typical Services: 30-50% typical Marketplace: Depends on take rate
Operating Leverage
High fixed costs + low variable = High operating leverage
- Good when growing (profits scale faster)
- Risky when declining (losses amplify)
Profitability Analysis
Income Statement Ratios
| Metric | Formula | Benchmark |
|---|---|---|
| Gross Margin | (Rev - COGS) / Rev | 70%+ for SaaS |
| Operating Margin | Operating Income / Rev | 20%+ mature |
| Net Margin | Net Income / Rev | 10%+ profitable |
Rule of 40 (SaaS)
Growth Rate % + Profit Margin % ≥ 40%
- Growing 50%? Can be -10% margin
- Growing 20%? Need 20% margin
- Below 40 = concern for investors
Financial Projections
Projection Components
-
Revenue Forecast
- Customer growth × ARPU
- Include expansion/contraction
- Apply trend indicators (INC/DEC/CONST)
-
Cost Forecast
- Fixed costs + (variable rate × revenue)
- Step functions for scaling costs
-
Cash Flow
- Operating cash generation
- Capital requirements
- Runway calculation
Scenario Modeling
| Scenario | Revenue Growth | Margin | Cash Position |
|---|---|---|---|
| Bear | 5% | 12% | $850M |
| Base | 12% | 18% | $1.2B |
| Bull | 22% | 25% | $1.8B |
Benchmarking
SaaS Benchmarks by Stage
| Metric | Early | Growth | Scale |
|---|---|---|---|
| Growth Rate | >100% | 50-100% | 20-50% |
| Gross Margin | 60%+ | 70%+ | 75%+ |
| NRR | >100% | >110% | >120% |
| LTV:CAC | >3:1 | >3:1 | >4:1 |
| Payback | <18mo | <12mo | <12mo |
Output Structure
## Financial Analysis Summary
### Business Model
- **Type**: [Subscription/Usage/etc.]
- **Revenue Streams**: [List]
- **Pricing Strategy**: [Type]
### Key Metrics
| Metric | Value | Benchmark | Assessment |
|--------|-------|-----------|------------|
| Gross Margin | X% | Y% | Above/Below |
| LTV:CAC | X:1 | 3:1 | Healthy/Concerning |
| NRR | X% | 100% | Strong/Weak |
### Unit Economics
- CAC: $X
- LTV: $X
- Payback: X months
- LTV:CAC: X:1
### Trend Indicators
- Revenue Growth: INC/DEC/CONST
- Margin Trajectory: INC/DEC/CONST
- Unit Economics: INC/DEC/CONST
### Financial Health Assessment
[Overall assessment with key findings]
### Projections
[3-year scenario projections]
### Recommendations
1. [Financial recommendation]
2. [Financial recommendation]
Best Practices
- Use multiple data sources for validation
- Note data recency and reliability
- Distinguish reported vs. estimated figures
- Consider industry-specific benchmarks
- Apply appropriate trend indicators
Additional Resources
For detailed templates, see:
references/unit-economics.md- Deep dive on LTV/CACreferences/saas-metrics.md- SaaS-specific metricsexamples/financial-analysis.md- Sample analysis
Orchestration Hints
Confidence tiers (universal scale):
- High: 3+ independent, recent (<12mo) sources that converge
- Medium: 2 sources OR sources >12mo old OR indirect evidence
- Low: Single source, inference, or extrapolation
Dimension-specific confidence criteria below REFINE (not replace) these universal definitions.
- Cross-reference dimensions: sizing (market size validates revenue potential), competitive (competitor revenue and pricing)
- Alert triggers:
- Unit economics infeasibility (LTV:CAC < 1)
- Revenue model mismatch with market expectations
- Margin compression trend threatening viability
- Confidence rules:
- High: Public financial data (SEC filings, earnings) with 2+ quarters
- Medium: Credible analyst estimates or partial public data
- Low: Estimated from proxies or single data point
- Conflict detection:
- Revenue projections vs sizing dimension's TAM/SAM figures
- Pricing assumptions vs customer dimension's willingness-to-pay
- Cost structure vs tech dimension's build-vs-buy analysis
More from zircote/sigint
regulatory review
This skill should be used when the user asks to "analyze regulations", "regulatory landscape", "compliance requirements", "legal considerations", "regulatory risk", "industry regulations", "compliance analysis", "regulatory trends", or needs guidance on understanding regulatory environments, compliance requirements, or legal market factors.
9regulatory-review
This skill should be used when the user asks to "analyze regulations", "regulatory landscape", "compliance requirements", "legal considerations", "regulatory risk", "industry regulations", "compliance analysis", "regulatory trends", or needs guidance on understanding regulatory environments, compliance requirements, or legal market factors.
4trend analysis
This skill should be used when the user asks to "identify trends", "analyze market trends", "trend forecasting", "macro trends", "micro trends", "emerging patterns", "future projections", "industry trends", or needs guidance on trend identification, pattern recognition, or market forecasting methodologies.
2trend modeling
This skill should be used when the user asks to "model trends with limited data", "three-valued logic analysis", "scenario generation", "transitional graphs", "qualitative trend analysis", "uncertain data analysis", "minimal-information modeling", or needs guidance on trend-based modeling using INC/DEC/CONST logic, scenario planning with limited quantitative data, or generating transitional scenario graphs.
2report writing
This skill should be used when the user asks to "write a report", "executive summary", "research report format", "report structure", "present findings", "business writing", "analysis documentation", or needs guidance on structuring research outputs, executive communication, or professional report formatting.
2market sizing
This skill should be used when the user asks to "calculate market size", "TAM SAM SOM analysis", "estimate market opportunity", "market sizing", "total addressable market", "serviceable market", "market potential", or needs guidance on market size estimation methodologies, market opportunity calculations, or growth projections.
2