Questionnaire Data Analysis

Likert scale data looks simple until you try to analyze it. Suddenly, results feel confusing, tests become unclear, and your supervisor keeps asking for revisions. This guide breaks down Likert scale analysis into simple steps so you can clean your data, run the right tests, and present results clearly. If you are stuck or under pressure, this will help you fix your analysis and move forward with confidence.