Toptal

One of the most important and challenging aspects of forecasting is handling the uncertainty inherent in examining the future. Every CEO, CFO, board member, investor, or investment committee member brings their own experience and approach to financial projections and uncertainty, influenced by different incentives. Oftentimes, comparing actual outcomes against projections underscores the need to explicitly recognize uncertainty. Monte Carlo simulations are an extremely effective tool for handling risks and probabilities, used for everything from constructing DCF valuations, valuing call options in M&A, and discussing risks with lenders to seeking financing and guiding the allocation of VC funding for startups. This article provides a step-by-step tutorial on using Monte Carlo simulations in practice.

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