jnachi
Learning Hub
Finance & FinOps AI9 min readAdvanced

Automated DCF, WACC & LBO Schedules with Python Execution

Construct end-to-end Discounted Cash Flow (DCF) and Leveraged Buyout (LBO) models: Unlevered Free Cash Flow projections, WACC discounting, and debt paydown cascades.

Works with:NumPy FinancialPandasOpenPyXLQuantLib

Key Takeaways

  • DCF models discount projected Unlevered Free Cash Flow (UFCF) by the Weighted Average Cost of Capital (WACC)
  • Terminal value can be modeled via the Gordon Growth Method or Exit Multiple method, cross-checked for reasonableness
  • LBO models simulate sponsor returns (IRR and MoIC) across senior debt tranches, mezzanine financing, and cash sweep waterfalls
  • AI agents automate the construction of 2-way sensitivity tables across revenue growth rates and exit multiples

The Diagnostic Context

Discounted Cash Flow (DCF) and Leveraged Buyout (LBO) models are the quantitative backbone of investment banking and private equity. Combining LLMs for assumption extraction with programmatic calculation engines automates full model delivery in seconds.

The Core Technique

Programmatic DCF Valuation Engine in Python

PYTHON
import numpy as np

def calculate_dcf_valuation(
    ebit_projections: list[float],
    tax_rate: float,
    d_and_a: list[float],
    capex: list[float],
    nwc_change: list[float],
    wacc: float,
    terminal_growth_rate: float
) -> dict:
    years = len(ebit_projections)
    ufcf = []
    
    for i in range(years):
        nopat = ebit_projections[i] * (1 - tax_rate)
        fcf = nopat + d_and_a[i] - capex[i] - nwc_change[i]
        ufcf.append(fcf)
        
    discount_factors = [(1 + wacc) ** (t + 1) for t in range(years)]
    pv_fcf = [ufcf[t] / discount_factors[t] for t in range(years)]
    cumulative_pv_fcf = sum(pv_fcf)
    
    # Gordon Growth Terminal Value
    terminal_fcf = ufcf[-1] * (1 + terminal_growth_rate)
    terminal_value = terminal_fcf / (wacc - terminal_growth_rate)
    pv_terminal_value = terminal_value / discount_factors[-1]
    
    enterprise_value = cumulative_pv_fcf + pv_terminal_value
    
    return {
        "projected_ufcf": ufcf,
        "pv_fcf_sum": round(cumulative_pv_fcf, 2),
        "terminal_value": round(terminal_value, 2),
        "pv_terminal_value": round(pv_terminal_value, 2),
        "enterprise_value": round(enterprise_value, 2)
    }

LBO Return Metrics

  • IRR (Internal Rate of Return): The annualized effective compounded return rate on sponsor equity.
  • MoIC (Multiple on Invested Capital): Total cash returned divided by initial equity invested (e.g. 2.5x).
  • Cash Sweep: Allocating 100% of excess cash flow toward prepaying high-interest senior debt.
5-Minute Activation Challenge

Try This Right Now

Run the DCF function with a 5-year EBIT projection of [$50M, $60M, $72M, $85M, $100M], 21% tax rate, 9.5% WACC, and 2.5% terminal growth rate to find Enterprise Value!

Tip: Knowledge only becomes capability once you run the prompt yourself.

Comprehension Check

Test Your Instincts (1 Questions)

1

In a Discounted Cash Flow (DCF) model, why must Capital Expenditures (CapEx) be subtracted when calculating Unlevered Free Cash Flow?