The Chi-Square Test: My Go-To for Categorical Data

Even after working with the chi-square test for ten years, it still feels like a fresh discovery every time I use it. As a social researcher, I am often surrounded by the messy, beautiful complexity of people’s stories, choices, and lived experiences. On most of my analysis journeys, the chi-square test acts as a steady, patient colleague who quietly guid es me through the noise. It is not usually the one delivering the headline-grabbing answers. Unlike regression or t-tests that often demand rigid rules and perfectly clean numbers, the chi-square actually flourishes in the messy, categorical reality of social life. That is where it shines. Instead of bold conclusions, it helps me ask better questions and spot connections I might have missed. It gently points me to patterns and insights that are easy to overlook. Time and again, i t help s me make sense of complex lives through data. For me, t...