Discussion: Statistical Significance and Meaningfulness

I need help with a Statistics question. All explanations and answers will be used to help me learn.

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Discussion: Statistical Significance and Meaningfulness
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To prepare for this Discussion:

  • Review the Learning Resources related to hypothesis testing, meaningfulness, and statistical significance.
  • Review Magnusson’s web blog found in the Learning Resources to further your visualization and understanding of statistical power and significance testing.
  • Review the American Statistical Association’s press release and consider the misconceptions and misuse of p-values.
  • Consider the scenario:
    • A research paper claims a meaningful contribution to the literature based on finding statistically significant relationships between predictor and response variables. In the footnotes, you see the following statement, “given this research was exploratory in nature, traditional levels of significance to reject the null hypotheses were relaxed to the .10 level.”

Reading materials

https://www.amstat.org/asa/files/pdfs/P-ValueStatement.pdf

https://rpsychologist.com/index.html

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