AI Skill Report Card
Building Dcf Models
Quick Start
DCF Model Structure:
Revenue Growth: Historical 3yr avg → Forward projections
EBITDA Margin: Normalize for cyclicality
CapEx: % of revenue (maintenance vs growth)
Working Capital: Days sales outstanding analysis
Tax Rate: Normalized effective rate
WACC: Risk-free + Beta × Market premium + Debt cost
Terminal: 2-3% growth OR 10-12x EV/EBITDA exit
Recommendation▾
Add concrete numerical examples for WACC calculations (e.g., 'Risk-free 4% + Beta 1.2 × 7% premium = 12.4% cost of equity')
Workflow
Phase 1: Historical Analysis
- Gather 5+ years financials (10-K, 10-Q)
- Normalize one-time items and accounting changes
- Calculate key ratios: Revenue growth, margins, ROIC, working capital turns
- Identify cyclical patterns and business drivers
Phase 2: Projections (5-10 years)
- Revenue: Build bottoms-up by segment/geography
- EBITDA: Apply normalized margins with improvement trajectory
- D&A: Straight-line or accelerated based on asset base
- CapEx: Maintenance (3-4% revenue) + Growth investments
- Working Capital: Model AR, inventory, AP separately
- Tax: Use normalized rate (21-25% US corporate)
Phase 3: WACC Calculation
- Risk-free rate: 10-year Treasury
- Beta: 2-year regression vs S&P 500, unlevered/relevered
- Market risk premium: 6-7% historical
- Cost of debt: Current borrowing rates + credit spread
- Tax shield: Marginal tax rate
Phase 4: Terminal Value
- Growth method: 2-3% perpetual growth
- Exit multiple: 8-15x EBITDA based on comps
- Cross-check both methods for reasonableness
Phase 5: Sensitivity & Scenarios
- Two-way sensitivity: WACC vs Terminal growth/multiple
- Key driver analysis: Revenue growth, EBITDA margin
- Scenario analysis: Bull/Base/Bear cases
Recommendation▾
Include specific Excel formulas for key calculations like terminal value and working capital changes
Examples
Example 1: SaaS Company Input: $100M ARR, 25% growth, 20% EBITDA margin Output:
- Terminal growth: 3%
- WACC: 12% (high beta)
- 5yr FCF CAGR: 35%
- Valuation range: $800M-1.2B
Example 2: Manufacturing Input: $500M revenue, cyclical margins 8-15% Output:
- Normalized EBITDA: 12%
- High CapEx years 1-3 for modernization
- Terminal multiple: 10x (industry standard)
- LBO feasibility: 3x debt/EBITDA max
Recommendation▾
Provide a downloadable template structure or link to reference model architecture
Best Practices
Model Architecture:
- Separate assumptions, calculations, and output tabs
- Color code: Blue (inputs), Black (formulas), Green (links)
- Build annual then quarterly detail if needed
- Include data validation and error checks
Key Assumptions:
- Revenue growth: Triangulate top-down market vs bottoms-up capacity
- Margins: Consider operating leverage and competitive dynamics
- CapEx: Distinguish maintenance vs growth, model major projects separately
- Working capital: Model underlying business drivers, not just % of sales
Benchmarking:
- Compare ROIC, FCF conversion, and multiples to peers
- Stress test assumptions against historical ranges
- Validate terminal assumptions against long-term industry outlook
Common Pitfalls
- Don't model to a number - Let assumptions drive valuation, not vice versa
- Avoid hockey stick projections - Growth should be sustainable and defensible
- Don't ignore cyclicality - Use mid-cycle metrics for terminal value
- Terminal value sanity check - Shouldn't be >70% of enterprise value
- WACC precision false comfort - Focus on reasonable range, not exact number
- Working capital timing - Model the cash flow impact in correct periods
- Circular references - Structure debt/interest calculations properly
- Currency consistency - Match all inputs to same reporting currency
Football Field Components:
- DCF: Base, bull, bear scenarios
- Trading comps: Current multiples adjusted for differences
- Transaction comps: Include control premiums and synergies
- LBO analysis: Test feasibility at 15-25% IRR thresholds