Post hoc analysis
In a scientific study, post hoc analysis (from Latin post hoc, "after this") consists of statistical analyses that were specified after the data were seen.[1][2] They are usually used to uncover specific differences between three or more group means when an analysis of variance (ANOVA) test is significant.[3] This typically creates a multiple testing problem because each potential analysis is effectively a statistical test. Multiple testing procedures are sometimes used to compensate, but that is often difficult or impossible to do precisely. Post hoc analysis that is conducted and interpreted without adequate consideration of this problem is sometimes called data dredging by critics because the statistical associations that it finds are often spurious. [4]
Common post hoc tests
Some common post hoc tests include: [5][6]
- Holm-Bonferroni Procedure
- Newman-Keuls
- Rodger’s Method
- Scheffé’s Method
- Tukey’s Test (see also: Studentized Range Distribution)
Causes
Sometimes the temptation to engage in post hoc analysis is motivated by a desire to produce positive results or see a project as successful. In the case of pharmaceutical research, there may be significant financial consequences to a failed trial.[citation needed]
See also
References
- ↑ "What is the significance and use of post-hoc analysis studies?". https://www.cwauthors.com/article/significance-and-use-of-post-hoc-analysis-studies.
- ↑ "11.8: Post Hoc Tests" (in en). 2019-11-12. https://stats.libretexts.org/Bookshelves/Applied_Statistics/Book%3A_An_Introduction_to_Psychological_Statistics_(Foster_et_al.)/11%3A_Analysis_of_Variance/11.08%3A_Post_Hoc_Tests.
- ↑ "SAGE Research Methods - The SAGE Encyclopedia of Communication Research Methods" (in en). https://methods.sagepub.com/reference/the-sage-encyclopedia-of-communication-research-methods/i11008.xml.
- ↑ Zhang, Yiran; Hedo, Rita; Rivera, Anna; Rull, Rudolph; Richardson, Sabrina; Tu, Xin M. (2019-08-01). "Post hoc power analysis: is it an informative and meaningful analysis?" (in en). General Psychiatry 32 (4): e100069. doi:10.1136/gpsych-2019-100069. ISSN 2517-729X. PMC 6738696. https://gpsych.bmj.com/content/32/4/e100069.
- ↑ "Post Hoc Definition and Types of Tests" (in en-US). https://www.statisticshowto.com/probability-and-statistics/statistics-definitions/post-hoc/.
- ↑ Pamplona, Fabricio (2022-07-28). "Post Hoc Analysis: Process and types of tests" (in en-US). https://mindthegraph.com/blog/post-hoc-analysis/.
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