When making big decisions, executives use familiar tools like discounted cash flow analysis far too often. That’s because the more uncertain a business context is, the less likely running some numbers and probabilities through a spreadsheet will be helpful. It’s much more useful to take a different approach: to build multiple qualitative scenarios, for example, or to develop a set of comparative reference cases.