In order to verify the statistical significance of these descriptive results, we computed effect
sizes (Cohen’s d) using means and standard deviations from the four datasets.10 When employing
this statistic, a positive value indicates enhancement of instructional leadership practice among
Thailand’s secondary school principals over time. A negative value represents a weakening in the
perceived pattern of practice between the two time periods.