Effect size and Power analysis T-tests

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9 Terms

1
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effect size

  • the degree to which the phenomenon is present in the population

  • quantifies the magnitude of effect

  • practical importance

  • distance between the probability distributions of H0 and H1

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cohen’s d

the standardized difference between the means of two groups

  • (m1-m2)/SD

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reducing Type I error

lower alpha level

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reducing Type II error

increasing statistical power

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statistical power

the probability of correctly rejecting the null hypothesis

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factor influencing statistical power

  1. sample size

  2. effect size

  3. significance cut-off

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power analysis

to determine the likelihood of detecting a true effect

  • determining the sample size required 

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a priori power analysis

determine the necessary sample size for their study

  • before a study begins 

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a posteriori power analysis

to assess the achieved power

  • after a study has been completed