What-if analysis compares possible outcomes when assumptions or operating conditions change, such as demand, shift patterns, machine availability or material supply. A model or planning tool calculates scenarios to help teams understand trade-offs before committing resources. Results depend on the input data and assumptions; they are decision support, not a guarantee of what will happen.