Let’s say I am interested in predicting the probability of surviving after the Titanic sunk across different social classes. Since this isn’t an RCT, the groups are unlikely to be balanced, so I also want to account for any differences in surviving that arise from gender and age. I ran a logit model, but I find communicating odds ratios difficult whilst, risk differences and risk ratios are a little easier for laypeople to understand. My questions are: