Data Analysis

Descriptive Statistics

The section that shows you understand your sample before testing it.

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Descriptives are treated as a formality and then quietly sink a results chapter — outliers nobody mentioned, missing data handled invisibly, a mean reported for a variable where the median was the honest choice. This section is where you show the examiner you know your own data. We write it so the tests that follow are already justified.

What you get

  • Demographics in one readable table
  • Means, medians and spread chosen appropriately
  • Missing data reported, not quietly dropped
  • Distributions checked before any test is run
  • Charts that clarify rather than decorate
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