Dear community,
In the first model I applied binary dependent and independent variables (see pictures attached), in the second model I applied dependent and independent variables measured in 4 categories. It seems that binary model is better in terms of log likelihood (Log likelihood for binary model = -12509.156; Log likelihood for categorical model = -26665.522) , however I am still concerned about which model is better to choose.

Could you advise me on that please?