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Rosana Ferrero

@rosanaferrero.bsky.social

๐Ÿ“Š PhD, Statistics + Data Science + Biology/Ecology ๐Ÿ˜‰ Stats is the grammar of science ๐ŸŽ“ Directora acadรฉmica y Docente ๐Ÿข Consultora ๐Ÿ’™ #RStats Linkedin: https://t.co/A40A2Mi7YW X/Twitter: https://x.com/RosanaFerrero

406 Followers  |  161 Following  |  9 Posts  |  Joined: 08.11.2024  |  1.7408

Latest posts by rosanaferrero.bsky.social on Bluesky

ANCOVA is a valid tool under well-controlled circumstances (prior baseline, relevant covariate, parallel slopes). In unbalanced real-world data, with multiple time points, missingness, and heterogeneous effects, it becomes less adequate.

17.09.2025 22:20 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

In its classical form it does not handle repeated measures with more than two levels (otherwise you move to RM-ANCOVA with even stricter assumptions).

A common mistake: using ANCOVA to โ€œcorrectโ€ post-test values by the pre-test without considering interactions (violation of homogeneity of slopes).

17.09.2025 22:20 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Yes, that must be taken into account. But ANCOVA is by no means free of assumptions; we have:
-Linearity between the covariate and the dependent variable.
-Homogeneity of regression slopes.
-The covariate must be measured prior to the experimental manipulation and not affected by the treatment.

17.09.2025 22:19 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
Preview
How to Analyze Pre-Post Data There are two ways to analyze pre-post data: repeated measures or ANCOVA. How you decide between them depends on one key attribute.

I believe both procedures are useful but not equivalent: the appropriate one clearly depends on the specific scientific question you want to answer.

www.theanalysisfactor.com/pre-post-dat...

17.09.2025 16:32 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

I donโ€™t know, Iโ€™ll have to take a deeper look at pwrss, but the first thing I found are post hoc power analyses, which in practice make little sense and are highly questioned.

17.09.2025 16:20 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

What advantage do you see compared to Pwr and Webpower?โ€œโ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹

buff.ly/4fLF8XV
buff.ly/4i6QFmh

16.09.2025 19:53 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
Preview
Science Isnโ€™t Broken If you follow the headlines, your confidence in science may have taken a hit lately. Peer review? More like self-review. An investigation in November uncovered a scam in which researchers were rubber-...

fivethirtyeight.com/features/sci...

17.04.2025 13:17 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

ยกEnhorabuena Clara!

09.04.2025 19:42 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0

Trying to compile a list of people with active pedagogic interests in teaching statistics go.bsky.app/Qg6YSq6

20.01.2025 16:13 โ€” ๐Ÿ‘ 156    ๐Ÿ” 54    ๐Ÿ’ฌ 32    ๐Ÿ“Œ 3

thank you for making this pack!๐Ÿ‘

22.01.2025 08:57 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

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