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Formally, the model logistic regression model is that To see how well the logistic regression assumption holds up, let's compare this to a GAM.10.Assumptions. • Linearity in the logit – the regression equation should have a linear relationship with the logit form of the. DV. There is no assumption Firstly, it does not need a linear relationship between the dependent and independent variables. Logistic regression can handle all sorts of relationships, Some Logistic regression assumptions that will reviewed include: dependent variable structure, observation independence, absence of multicollinearity,