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How do you interpret the coefficients of a logistic regression model?

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Behavioral
  • How do you interpret the coefficients of a logistic regression model?
  • What is the significance of the coefficients in a logistic regression analysis?
  • How are the coefficients of a logistic regression model understood in terms of their effect on the dependent variable?
  • What do the coefficients in a logistic regression indicate about the relationship between the predictors and the outcome?
  • How do the coefficients in a logistic regression model inform us about the odds of the outcome occurring?
  • What insights can be derived from the coefficients of a logistic regression in predicting an event's probability?
  • How do you read the coefficients of a logistic regression model in the context of the log-odds of the outcome?
  • What do the values of the coefficients represent in a logistic regression equation?
  • How can the coefficients in a logistic regression model be interpreted with respect to their influence on the response variable?
  • What does each coefficient in a logistic regression model tell us about the impact on the predicted variable?
  • Can you explain the meaning of the coefficients in a logistic regression model?

Interview question asked to Data Scientists interviewing at CrowdStrike, Waymo, Robinhood and others: How do you interpret the coefficients of a logistic regression model?.