You are working with a numerical dataset that has missing values in multiple columns. Your goal is to clean the missing data using a 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 achieve the goal?