While the Blinder-Oaxaca decomposition technique is easy to apply if the outcome variable is continuous like earnings, a problem arises if the outcome is binary (like union membership) and the coefficients are from a (non-linear) probit model because these coefficients cannot be used directly in the standard Blinder-Oaxaca decomposition equations (Fairlie 2006: 1).