Also, is it somehow possible that the fact that I'm talking about more than a 2X2 contingency table disqualifies odds ratios? I have more than 3 category options for both my predictors and dependent variables. I have used these regressions in the past and SPSS just codes my independent variable categories as dummies (binary), no matter how many category choices there actually were. Does this mean it is automatically solving for this issue? Is it even an issue (I read this online but very likely may have been confused)? Keep in mind I also have low expected values for some cells because there are very few respondents belonging to certain predictor and dependent variable categories.