There are a vast number of different types of data preparation techniques that could be used on a predictive modeling project.
In some cases, the distribution of the data or the requirements of a machine learning model may suggest the data preparation needed, although this is rarely the case given the complexity and high-dimensionality of the data, the ever-increasing parade of