You are working with a numerical dataset containing missing values in multiple columns. Your goal is to clean the missing data using an appropriate method that preserves the dimensionality of the feature set, ensuring the entire dataset is available for analysis.

Proposed Solution: Replace the missing values in each column with the median value of that column.

Does this solution meet the goal?