What could be a structured approach to multivariate model building?

A structured approach to multivariate model building in data analysis involves several key steps:

1. Define the Problem and Objectives: Clearly articulate the research question or problem to address and identify the objectives of the model. This helps determine the appropriate variables to include and the type of multivariate analysis required.

2. Collect and Prepare Data: Gather relevant data from multiple sources. Ensure data quality by checking for missing values, outliers, and inconsistencies. Preprocess the data by normalizing or standardizing variables, handling missing values, and encoding _________ ______ _____ ______ _____.
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