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R graph gallery: Logit effects

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Running Bayesian models with Mac

### R function for standardized odds ratio

Assuming that M is a regular Logit model run through glm(). The the odds-ratio and standardized odds-ratio can be obtained by the simple function below:

#--------------------------------------------------------
# The function
#--------------------------------------------------------
#. Warning! The function only works when the glm() has an intercept.

s.o.ratio <- function(M){
o.r <- exp(M\$coefficients)
o.r[1] <- NA
n <- dim(M\$model)[2]
s.d <- rep(NA,n)
for (i in 1:n) {
s.d[i] <- sd(as.numeric(M\$model[,i]))
}
s.o.r <- o.r^s.d
out <- rbind(M\$coefficients,
s.d, o.r, s.o.r)
rownames(out) <- c("coefficient","st.d",
"odds.ratio", "s.odds.ratio")
out
}
#--------------------------------------------------------
# An output example
#--------------------------------------------------------
> M\$call

glm(formula = OUT ~ 1 + MSA + POPLG + POPLG2 + CHIEF,
data = subset(data, YEAR == 2005))

> options(digits=5)
> s.o.ratio(M)
(Intercept)      MSA    POPLG     POPLG2    CHIEF
coefficient     -1.43239 -0.30271 0.043694  0.0014416 -0.29127
st.d             0.44053  0.45442 1.174887 25.1826820  0.49213
odds.ratio            NA  0.73881 1.044662  1.0014427  0.74731
s.odds.ratio          NA  0.87148 1.052676  1.0369708  0.86646

Note: The function needs to be tweaked if the model has fixed effects or categorical variables.

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