# Walden University Statistical Significance and Meaningfulness Discussion

### Description

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For this Discussion, you will explore statistical significance and meaningfulness.

**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.”*

#### By Day 3

Post your response to the scenario in which you critically evaluate this footnote. As a reader/reviewer, what response would you provide to the authors about this footnote?

Be sure to support your Main Post and Response Post with reference to the week’s Learning Resources and other scholarly evidence in APA Style.

Resources

https://class.content.laureate.net/3cca108491f6cbb2d052f573df45bef7.pdfWagner, W. E. (2016).

Using IBM® SPSS® statistics for research methods and social science statistics(6th ed.). Thousand Oaks, CA: Sage Publications.

- Chapter 6, “Testing Hypotheses Using Means and Cross-Tabulation”