A Phi coefficient is a non-parametric test used to measure the strength of association between two dichotomous (binary) variables. It analyzes the variables in a 2x2 contingency table to determine if there is a non-random pattern across the four cells. The Phi coefficient ranges in value from -1 to 1, similar to a correlation coefficient, with values closer to 1 or -1 indicating a stronger association.