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Financial Modeling & Forecasting Flashcards

7 cards from real CFP practice questions. Tap to flip, then mark Knew It or Still Learning โ€” missed cards come back until you master them.

Read the first 7 Financial Modeling & Forecasting flashcards as text
  1. A fintech model forecasts customer lifetime value (LTV). If monthly churn increases from 2% to 4%, what happens to LTV assuming constant ARPU?

    Answer: LTV is halved

    LTV = ARPU / Churn Rate, so doubling churn from 2% to 4% cuts LTV in half since customer lifespan is halved.

  2. Which Excel function is most appropriate for creating dynamic model assumptions that pull from a separate assumptions tab?

    Answer: Named ranges or structured table references

    Named ranges and structured table references create maintainable links to assumption inputs without fragile hardcoded cell references.

  3. In a fintech IPO valuation model, the EV/Revenue multiple is preferred over P/E ratio because:

    Answer: High-growth fintechs often have negative earnings but positive revenue

    Pre-profit growth fintechs lack meaningful earnings, making EV/Revenue the practical valuation benchmark against comparable public companies.

  4. A financial model's circular reference occurs when forecasting interest expense. What is the standard approach to resolve this?

    Answer: Use an iterative calculation toggle or a prior period debt balance

    Modelers resolve the interest-debt circularity by either enabling Excel iterative calculations or using the prior period ending debt balance as the interest base.

  5. When stress testing a fintech lending model, a 'base, bear, bull' scenario framework is applied. What does the bear scenario typically assume?

    Answer: Adverse conditions with higher defaults and lower originations

    A bear scenario models downside risk by stress-testing elevated credit losses, reduced loan demand, and tighter funding conditions.

  6. In a unit economics model for a neobank, which ratio directly measures how efficiently the bank acquires customers relative to their value?

    Answer: LTV to CAC ratio

    The LTV/CAC ratio compares lifetime customer value to acquisition cost; a ratio above 3x is generally considered a healthy SaaS/fintech benchmark.

  7. A fintech model uses regression analysis to forecast default rates. The R-squared value is 0.85. What does this indicate?

    Answer: 85% of the variance in default rates is explained by the independent variables

    R-squared of 0.85 means the regression model's independent variables explain 85% of the variation in default rates, indicating strong explanatory power.