ncreasing __________________ will reduce statistical power. sample size eta squared effect size population standard deviation
Question
Increasing __________________ will reduce statistical power.
- sample size
- eta squared
- effect size
- population standard deviation
Solution
Identifying the Correct Answer
As we analyze the options provided in the question, we focus on understanding how each component affects statistical power.
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Sample Size: Increasing the sample size generally increases statistical power, allowing researchers to detect effects more reliably.
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Eta Squared: This is a measure of effect size, indicating the proportion of variance in the dependent variable that can be attributed to the independent variable. It does not directly impact statistical power when increased.
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Effect Size: A larger effect size increases statistical power because it makes it easier to detect a true effect if it exists.
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Population Standard Deviation: Increasing the population standard deviation makes the distribution wider, which can reduce the power to detect an effect because the overlap between groups increases.
Final Answer: Increasing the population standard deviation will reduce statistical power.
Similar Questions
ncreasing __________________ will reduce statistical power. sample size eta squared effect size population standard deviation
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Which of these techniques are useful for reducing variance (reducing overfitting)? (Check all that apply.)
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