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Kristoffer Magnusson

@rpsychologist.com

Mostly stats, visualization, open science, and psychotherapy. https://rpsychologist.com

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Latest posts by Kristoffer Magnusson @rpsychologist.com

Show me the DAG

10.03.2026 14:38 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

pretty sure the effect is even stronger the more obscure the author position is!

10.03.2026 13:29 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

haha yes

10.03.2026 13:27 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Someone must've done a systematic review on whether methodologists follow their own advice?

10.03.2026 12:57 πŸ‘ 7 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0

Methodologists' theoretical papers: "you MUST do X or your estimates are meaningless."

Methodologists' empirical papers: [does not do X]

10.03.2026 12:56 πŸ‘ 19 πŸ” 2 πŸ’¬ 3 πŸ“Œ 0

Love methods papers where the authors cover an estimator’s properties in painstaking detail, then add a footnote:

β€œWe assume X, Y, Z, which are unrealistic, but relaxing them is too complex”

Thanks. I suppose it’s up to us applied researchers to deal with those gaps then?

06.03.2026 15:14 πŸ‘ 6 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0
06.03.2026 08:07 πŸ‘ 14 πŸ” 3 πŸ’¬ 0 πŸ“Œ 0
Preview
a man wearing a helmet and a sash with the letter m on it ALT: a man wearing a helmet and a sash with the letter m on it
27.02.2026 14:40 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Opened Bluesky for some USA vs Canada hockey banter.

Everyone’s discussing R pipes. πŸ˜‘

22.02.2026 14:57 πŸ‘ 16 πŸ” 2 πŸ’¬ 1 πŸ“Œ 0

Novel, non-robust methods instead of something tried and tested? Sign me up! Sounds like a perfect fit for research

28.01.2026 16:28 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Not even daemonless or rootless containers? I thought they were natively supported by slurm atleast

28.01.2026 16:22 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Ironically, I was gonna demonstrate that a project that I archived using docker 7+ years ago still runs without issues. But I cannot remember where I stored the archive πŸ€·β€β™‚οΈ

I guess I should've put it on a satellite.

28.01.2026 15:53 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

No, everyone should not learn how to run their own Kubernetes cluster on arch. This should be handled centrally by the university when projects are archived.

28.01.2026 12:46 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Yes, archive OCI (Open Container Initiative) images for each project. Then we can simply docker / podman pull & run, without installing and fixing broken system or R package deps. This is much more future-proof and convenient than any R-only solution

28.01.2026 12:46 πŸ‘ 2 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0
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Fun fact about LMMs: when you have missing data, power also depends on the correlation between intercepts and slopes. In the clip, I’m varying the amount of random slope variance.

10.11.2025 14:57 πŸ‘ 3 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
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Just added to PowerLMM.js v0.3: Interactive power contour plots!

Visualize how statistical power changes across parameter combinations.

powerlmmjs.rpsychologist.com?view=contour

07.11.2025 16:57 πŸ‘ 12 πŸ” 2 πŸ’¬ 2 πŸ“Œ 0

A

07.11.2025 18:09 πŸ‘ 1 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Try it out and let me know what you think, it is still a bit experimental

07.11.2025 16:57 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Video thumbnail

Just added to PowerLMM.js v0.3: Interactive power contour plots!

Visualize how statistical power changes across parameter combinations.

powerlmmjs.rpsychologist.com?view=contour

07.11.2025 16:57 πŸ‘ 12 πŸ” 2 πŸ’¬ 2 πŸ“Œ 0

Wasn't that happy with how performance crashed as time points grew, so I dusted off some linear algebra to optimize the calculations. Benchmark showed a ~1Mx speedup using new implementation (with 100 time points) πŸ˜…

30.10.2025 16:08 πŸ‘ 3 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0
Screenshot of https://powerlmmjs.rpsychologist.com/

Screenshot of https://powerlmmjs.rpsychologist.com/

πŸŽ‰ @rpsychologist.com 's PowerLMM.js is the online statistics application of the year 2025 πŸŽ‰

powerlmmjs.rpsychologist.com

- Calculate power (etc) for multilevel models
- Examine effects of dropout and other important parameters
- Fast! (Instant results)

28.10.2025 14:37 πŸ‘ 84 πŸ” 32 πŸ’¬ 2 πŸ“Œ 1

Dammit πŸ˜…

29.10.2025 08:28 πŸ‘ 1 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Let's make it happen. I'm ok with doing whatever I want for 1 week

29.10.2025 08:05 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Who’s gonna pay @rpsychologist.com to make a mega tool converting all g*power analysis types to an interpretable web tool like this?

28.10.2025 15:18 πŸ‘ 29 πŸ” 4 πŸ’¬ 1 πŸ“Œ 1

Sign me up 🫑

28.10.2025 17:10 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

v3 will recruit the participants for you

28.10.2025 17:05 πŸ‘ 3 πŸ” 0 πŸ’¬ 2 πŸ“Œ 0

Thanks πŸ™

28.10.2025 17:04 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

GitHub version is still functional (dev branch)

28.10.2025 14:51 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

No immediate plans to re-submit to CRAN, but open to collaborations/co‑maintainers.

28.10.2025 14:38 πŸ‘ 0 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Plus:
- New welcome screen
- Guided help tour
- View correlation matrix as a heat map
- and other UI improvements

β˜•

28.10.2025 14:02 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0