Factors Affecting Power : Introduction (1 of 1)
Next section: Size of difference between means
The factors affecting power will be illustrated in terms of a simple example.
Suppose an experimenter were interested in testing whether a drug affects
reaction time. Subjects are tested once after taking the drug and once after
taking a placebo (naturally, half of the subjects take the drug first and
half take the placebo first). The difference in reaction time between the
drug and placebo conditions is calculated for each subject. The
null hypothesis is that the
population
mean difference score is zero. H
0: µ
diff =
0 where µ
diff is the population mean difference score:
μ
diff = μ
drug -
placebo.
To
simplify the calculations, assume that the standard deviation of the difference
scores (σ) is known to the experimenter.
The experimenter samples N subjects at random and computes the mean difference
score (M
diff). A
significance test is
conducted using the formula:
Subsequent sections will use this example to investigate the factors
affecting power.
Next section: Size of difference between means