Sklean pipeline order
The most common approach is a combination of these two strategies:


Domain expertise - Given knowledge about the dataset and the goal of the model, choose the order that best manipulates the data to accomplish the goal of the project.
Empirical evidence - Permutation the order and benchmark results. Pick the permutation that has the highest performance on the benchmarks.