Converts Cohen's d robust effect size index (S) using the formula from Vandekar, Tao, & Blume (2020).
d2S(d, pi =0.5)
Arguments
d: Numeric, value of Cohen's d.
pi: Numeric, the sampling proportions.
Returns
Returns an estimate the robust effect size index
Details
The pi parameter comes from the fact that Cohen's d doesn't account for unequal sample proportions in the population, but S does.
The default is set to a natural value 1/2, which corresponds to a case control design, for example, where sampling proportions always are controlled by the experimenter.
The formula to convert Cohen's d to S is:
S=d/(1/π+1/(1−π))
Examples
# Consider an experiment with equal sampling proportions and a medium effect size# corresponding to a Cohen's d of 0.5.# convert to RESI (S)d2S(d =0.5)# This corresponds to a RESI of 0.25.