where Yi∗ is an unobserved response on eating out;
Xi is matrix of explanatory variables comprising socio demographic factors;
β is a vector of unknown parameters;
α is the intercept; and
εi is the error term.
Based on the variable used in the present study, the empirical model was specified and estimated to predict the likelihood or probability of the factors influencing eating out, as follows