Mode Imputation Method

What is Mode Imputation?

Mode Imputation replaces missing values with the mode (most frequent value) of the non-missing values.

When to Use

  • Categorical Data: Best for non-numeric variables
  • Discrete Variables: When values are distinct categories
  • Simple Baseline: Quick imputation method

Limitations

  • May over-represent the most common category
  • Doesn't account for relationships between variables

Related Terms

  • Mean Imputation: For continuous data
  • Median Imputation: Robust alternative for continuous data