10 Diagnosis

As in the case of linear regression, in order to be valid, the conclusions obtained from a logistic regression must verify that all assumptions are met:

  • No multicollinearity
  • Linear relationship between the numerical predictors and the log odds of the response variable.
  • No autocorrelation (Independence)
  • Outliers, high leverage or influential values
  • Sample size
  • Parsimony