Questions: I would like to run an experiment with a non-directional alternative hypothesis. I would like to achieve power of .8 and the effect size that I'd be interested in is 1. I assume that the distributions of scores is normal and a=.05. How many participants would I need in my study?
Transcript text: I would like to run an experiment with a non-directional alternative hypothesis. I would like to achieve power of .8 and the effect size that I'd be interested in is 1. I assume that the distributions of scores is normal and $a=.05$. How many participants would I need in my study?
Solution
Solution Steps
Step 1: Define the Parameters
We are conducting an experiment with the following parameters:
Significance level (\( \alpha \)): \( 0.05 \)
Desired power: \( 0.8 \)
Effect size (\( d \)): \( 1 \)
Step 2: Calculate Z-scores
To determine the required sample size, we first calculate the Z-scores corresponding to the significance level and the desired power:
For a two-tailed test, the Z-score for \( \alpha = 0.05 \) is given by:
\[
z_{\alpha} = \Phi^{-1}(1 - \frac{\alpha}{2}) = \Phi^{-1}(0.975) \approx 1.959
\]
The Z-score for the desired power (\( 0.8 \)) is:
\[
z_{\beta} = \Phi^{-1}(0.8) \approx 0.8416
\]
Step 3: Calculate Required Sample Size
Using the Z-scores, we can calculate the required sample size (\( n \)) using the formula:
\[
n = \left( \frac{z_{\alpha} + z_{\beta}}{d} \right)^2
\]
Substituting the values:
\[
n = \left( \frac{1.959 + 0.8416}{1} \right)^2 \approx (2.8006)^2 \approx 7.84
\]
Rounding up to the nearest whole number, we find:
\[
n = 8
\]
Final Answer
The required sample size for the study is \\(\boxed{8}\\).