AI Skill Report Card

Building Dcf Models

A-85·Jan 24, 2026
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')

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

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

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
  • 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
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Grade A-AI Skill Framework
Scorecard
Criteria Breakdown
Quick Start
11/15
Workflow
11/15
Examples
15/20
Completeness
15/20
Format
11/15
Conciseness
11/15