Purity analysis is a technique used to determine whether a variable in a program can be safely modified without affecting other parts of the program, ensuring that a function or method does not produce side effects. This analysis is crucial for optimizing compilers and for parallelizing code, as it helps in identifying independent computations that can be executed concurrently.