Exercise 11: Chi-square and categorical association

Use data/employee_survey.csv.

1. Create a contingency table of manager by department.
2. Calculate row percentages.
3. Run the chi-square test of independence.
4. Inspect expected counts.
5. Calculate Cramér’s V.
6. Write two sentences interpreting the pattern without causal language.