What-if analysis is primarily performed in Microsoft Excel using tools like Goal Seek, Data Tables, Scenario Manager, and Solver. These tools allow users to model different scenarios and see how changing input values affect outcomes. While other Office applications have analysis capabilities, Excel is specifically designed for numerical and data analysis.