Rosana Ferrero

Rosana Ferrero

@rosanaferrero.bsky.social

πŸ“Š PhD, Statistics + Data Science + Biology/Ecology πŸ˜‰ Stats is the grammar of science πŸŽ“ Directora acadΓ©mica y Docente 🏒 Consultora πŸ’™ #RStats Linkedin: https://t.co/A40A2Mi7YW X/Twitter: https://x.com/RosanaFerrero

427 Followers 161 Following 9 Posts Joined Nov 2024
5 months ago

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.

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5 months ago

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 β€œcorrect” post-test values by the pre-test without considering interactions (violation of homogeneity of slopes).

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5 months ago

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.

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5 months ago
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...

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5 months ago

I don’t know, I’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.

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5 months ago

What advantage do you see compared to Pwr and Webpower?β€œβ€‹β€‹β€‹β€‹β€‹β€‹β€‹β€‹β€‹β€‹β€‹β€‹β€‹β€‹β€‹

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

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10 months ago
Preview
Science Isn’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...

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11 months ago

Β‘Enhorabuena Clara!

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1 year ago

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

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1 year ago

thank you for making this pack!πŸ‘

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