Tests for Proportions: Do Frequencies Align?

Students frequently confuse the degrees of freedom calculation, often using

k

(total categories) instead of

k-1

. Remember that since

\sum X_i = \sum E_i = n

, the last category is constrained by the previous ones, effectively removing one degree of freedom.

Institutional Reference: Statistical Inference I