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How large can an odds ratio be?
An odds ratio greater than 1 indicates that the condition or event is more likely to occur in the first group. And an odds ratio less than 1 indicates that the condition or event is less likely to occur in the first group. The odds ratio must be nonnegative if it is defined.
Is there odds ratio in linear regression?
Odds ratios are obtained by exponentiating the coefficients from a logistic regression model. Betas (coefficients) in a linear regression represents how much the dependent variable increases when that predictor is increased 1 unit and the other predictors are held constant.
What is regression odds ratio?
For example, in logistic regression the odds ratio represents the constant effect of a predictor X, on the likelihood that one outcome will occur. The key phrase here is constant effect. In regression models, we often want a measure of the unique effect of each X on Y.
Is it weird to get a very big odds ratio in logistic regression?
Odds radio wouldn’t come very huge value. Kindly check your analysis and find out the 95% Confidence Interval where the odds ratio value lie in between the 95% C.I or not. Out of 180, 37 missing value were also there in your data.
Is the change in O exponential or log-odds?
So “linear intuitions” may be misleading. Another way to look at it is that the change in o will be exponential relative to a change in the β coefficient that multiplies x. I myself would probably report probabilities rather than odds (as indicated by @jjet). Or alternatively you could just report log-odds.
What is the transformation from odds to log of odds?
The transformation from odds to log of odds is the log transformation. Again this is a monotonic transformation. That is to say, the greater the odds, the greater the log of odds and vice versa.
How to find the odds ratio for female?
The coefficient for female is the log of odds ratio between the female group and male group: log (1.809) = .593. So we can get the odds ratio by exponentiating the coefficient for female.