I am trying to use data from a preliminary experiment to perform power analysis, to be used in planning subsequent experiments.
The xp was analyzed with 1-way ANOVA. Overall significance and a group difference were indicated. However, putting the data into a power analysis indicated that I need a much, much, much larger N to achieve acceptable power, based on the SD's from that xp. So, how can I have statistical significance with extremely low power?
Data:
Control, 15.9 % ±
5.4 (s.e.m.)
Condition1, 17.7% ±
4.9
Condition2, 25.6% ± 5.4
N=8 for each group.
(One-Way ANOVA followed by Dunnett’s post-test, Control vs Condition 1 group q2,23 = 3.2, P < 0.05 and Control vs. Condtion 2 group, q2,23 = 2.5, P < 0.05, n = 8 per group