Survey data dashboard

The survey data contained missing values and errors (such as typos or incorrect responses) that affected the accuracy and quality of my analysis and visualization.

I replaced the missing values with estimated values based on other available data or simply remove incomplete records. To identify and correct incorrect data, I compared the survey data against the original survey form and used statistical tests to detect errors.