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Finance
2025-08-28
11 min read

Financial Modeling That Judges Trust

Turn assumptions into scenarios and sanity checks that withstand scrutiny.

Dzaki Hakim
Business Competition Expert & Mentor
Financial Modeling That Judges Trust

Financial Modeling That Judges Trust

Model Structure

  • Drivers → Revenue/cost drivers with sources
  • Mechanics → Sheets for demand, pricing, churn
  • Outputs → P&L, cash, runway

Sanity Checks

  • Top‑down vs bottom‑up demand
  • Benchmarks for margins and CAC/LTV
  • Sensitivity table for 3 critical levers

Presenting the Model

  • “What changes if X is 20% lower?” live scenario
  • One chart per conclusion, not per sheet
  • Call out uncertainties and next experiments

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Tags:
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