https://abs.twimg.com/emoji/v2/... draggable="false" alt="🧵" title="Thread" aria-label="Emoji: Thread">Here are things that come up a LOT for me as a stats consultant/collaborator:

https://abs.twimg.com/emoji/v2/... draggable="false" alt="✅" title="Fettes weißes Häkchen" aria-label="Emoji: Fettes weißes Häkchen"> use explicit equivalence tests, not p > 0.05 (or use ROPE if ya Bayesian)
https://journals.sagepub.com/doi/full/10.1177/2515245918770963">https://journals.sagepub.com/doi/full/... @lakens @annemscheel @peder_isager

https://abs.twimg.com/emoji/v2/... draggable="false" alt="✅" title="Fettes weißes Häkchen" aria-label="Emoji: Fettes weißes Häkchen"> use Poisson regression for count data

https://abs.twimg.com/emoji/v2/... draggable="false" alt="✅" title="Fettes weißes Häkchen" aria-label="Emoji: Fettes weißes Häkchen"> you can use:

SIMR (mem& #39;s: https://cran.r-project.org/web/packages/simr/index.html)

SuperPower">https://cran.r-project.org/web/packa... ( https://cran.r-project.org/web/packages/Superpower/vignettes/intro_to_superpower.html)">https://cran.r-project.org/web/packa... for easy power calculations in R @ExPhysStudent @lakens

jPower in JAMOVI ( https://github.com/richarddmorey/jpower)">https://github.com/richarddm... @richarddmorey

https://abs.twimg.com/emoji/v2/... draggable="false" alt="✅" title="Fettes weißes Häkchen" aria-label="Emoji: Fettes weißes Häkchen"> if there& #39;s a lot of expertise in your industry/company/field, consider Bayesian stats to take advantage of it (I recommend brms--R--and Stan--R or Python)

https://paul-buerkner.github.io/brms/ ">https://paul-buerkner.github.io/brms/&quo... @paulbuerkner

brms truly is the gateway bayes.

https://abs.twimg.com/emoji/v2/... draggable="false" alt="✅" title="Fettes weißes Häkchen" aria-label="Emoji: Fettes weißes Häkchen"> rules of thumb for deciding if an effect should be random are less useful than just reading up on what partial pooling is. I recommend: https://www.tjmahr.com/plotting-partial-pooling-in-mixed-effects-models/">https://www.tjmahr.com/plotting-... @tjmahr