Analytical solutions for point and variance estimators of the mediated
effect, the ratio of the mediated to the direct effect, and the propo
rtion of the total effect that is mediated were studied with statistic
al simulations. We compared several approximate solutions based on the
multivariate delta method and second order Taylor series expansions t
o the empirical standard deviation of each estimator and theoretical s
tandard error when available. The simulations consisted of 500 replica
tions of three normally distributed variables for eight sample sizes (
N = 10, 25, 50, 100, 500, 1000, and 5000) and 64 parameter value combi
nations. The different solutions for the standard error of the indirec
t effect were very similar for sample size of at least 50, except when
the independent variable was dichotomized. A sample size of at least
500 was needed for accurate point and variance estimates of the propor
tion mediated. The point and variance estimates of the ratio of the me
diated to nonmediated effect did not stabilize until the sample size w
as 2,000 for the all continuous variable case. Implications for the es
timation of mediated effects in experimental and nonexperimental studi
es are discussed.