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#statstab #521 Non-adjustment for multiple testing in multi-arm trials of distinct treatments: Rationale and justification

Thoughts: Most researchers struggle with multiplicity corrections.

#error #bonferroni #FWER #FDR #falsepositive #nhst #alpha

pmc.ncbi.nlm.nih.gov/articles/PMC...

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Reverse‐Bayes methods for evidence assessment and research synthesis It is now widely accepted that the standard inferential toolkit used by the scientific research community—null-hypothesis significance testing (NHST)—is not fit for purpose. Yet despite the threat po....

#statstab #520 Reverse‐Bayes methods for evidence assessment and research synthesis

Thoughts: I was reminded of this paper on assessing the evidentiary value of a finding. What do ppl think?

#bayes #inference #evidence #probability #priors #sensitivity

doi.org/10.1002/jrsm...

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Chapter 42 Sensitivity Analysis and Robustness Checks | A Guide on Data Analysis “Do robustness checks until you believe the result.” — the author, having repeatedly experienced the brief joy of promising results only to watch them collapse under closer inspection, and now...

#statstab #519 Sensitivity Analysis and Robustness Checks

Thoughts: Multiverse analysis allows you to capture decision uncertainty.

#multiverse #jackknife #bias #robustness #sensitivity #r #outliers

mike-data-analysis.share.connect.posit.cloud/sensitivity-...

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#statstab #518 Before p < 0.05 to Beyond p < 0.05: Using History to
Contextualize p-Values and Significance Testing

Thoughts: An appropriate paper for today.

#pvalues #teaching #history #pedagogy #nhst #fisher

www.tandfonline.com/doi/pdf/10.1...

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Generalizing Generalizability in Information Systems Research | Information Systems Research

#statstab #517 Generalizing Generalizability in Information Systems Research

Thoughts: Do your findings generalise? What does that mean?

#design #causalinference #theory #generalisability

pubsonline.informs.org/doi/10.1287/...

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Is there a boxplot variant for Poisson distributed data? I'd like to know if there is a boxplot variant adapted to Poisson distributed data (or possibly other distributions)? With a Gaussian distribution, whiskers placed at L = Q1 - 1.5 IQR and U = Q3 +...

#statstab #516 Is there a boxplot variant for Poisson distributed data?

Thoughts: People like their canned visualisations, but you need to think what question you are answering.

#poisson #boxplot #sqrttransform #dataviz #r #outliers #distribution

stats.stackexchange.com/questions/13...

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Confounded dose-response effects of treatment adherence: fitting Bayesian instrumental variable models using brms Something that never ceases to amaze (depress) me, is how extremely common it is to see causal claims in RCTs, that are not part of the randomization. For…

#statstab #515 Confounded dose-response effects of treatment adherence: fitting Bayesian instrumental variable models using brms

Thoughts: A nice tutorial on how to think about confounding, Simulating data, and making inferences

#brms #bayes #IV #guide

rpsychologist.com/adherence-an...

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A puzzle of proportions: Two popular Bayesian tests can yield dramatically different conclusions Testing the equality of two proportions is a common procedure in science, especially in medicine and public health. In these domains, it is crucial to be able to quantify evidence for the absence of ...

#statstab #514 A puzzle of proportions

Thoughts: "Two popular Bayesian tests can yield dramatically different conclusions"
Model specification is important.

#bayesian #bayes #bayesfactor #nulleffects #proportions

doi.org/10.1002/sim....

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Some thoughts on checking the R session – Notes from a data witch More precisely, some thoughts on an R package I might send to CRAN, and I’d appreciate comments and criticism

#statstab #513 Some thoughts on checking the R session

Thoughts: Maybe we stop using rm(list=ls())? Setting up a good environment isn't always intuitive.

#rstats #r #coding #reproducibility #guide

blog.djnavarro.net/posts/2026-0...

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#statstab #512 Standardised mean difference estimators {shinyapp}

Thoughts: Calculating the correct SMD can be challenging, and most software are quite bad at it. Use this shiny app instead!

#cohend #SMD #hedgesg #heterogeneity #effectsize

effectsize.shinyapps.io/deffsize/

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#statstab #511 Seven Myths of Randomisation
in Clinical Trials

Thoughts: Randomization is a very power tool for inference. Closest we have to magic in research. But it's also misunderstood.

#randomization #experiment #inference #design #bias #science

www.methodologyhubs.mrc.ac.uk/files/9214/3...

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A Note on Dropping Experimental Subjects who Fail a Manipulation Check | Political Analysis | Cambridge Core A Note on Dropping Experimental Subjects who Fail a Manipulation Check - Volume 27 Issue 4

#statstab #510 A Note on Dropping Experimental Subjects who Fail a Manipulation Check

Thoughts: Another paper to consider when "removing participants who failed our manipulation check"🤷‍♂️

#manipulationcheck #estimand #experiment #design #bias #guide #assumptions #missingdata

doi.org/10.1017/pan....

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Effective sample size | Statistical Modeling, Causal Inference, and Social Science

#statstab #509 Effective sample size

Thoughts: ESS often reported for bayesian models, but is it really understood?

#brms #rstats #r #bayesian #ess #diagnostics

statmodeling.stat.columbia.edu/2025/11/27/e...

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Agreement Tests

#statstab #508 Agreement Tests {SimplyAgree}

Thoughts: "R package was created to make the process of quantifying measurement agreement, consistency, and reliability"

#agreement #reliability #rstats #r #correlation #concordance

aaroncaldwell.us/SimplyAgree/...

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Nonlinear models in flocker

#statstab #507 Nonlinear models in {flocker}

Thoughts: I'm thinking these are useful if my theory predicts some natural limit (L) for a process. Like memory recall.

#nonlinear #glmm #brms #mem #asymtotic #flocker #r #rstats

www.maths.bris.ac.uk/R/web/packag...

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The VIF Score. What is it Good For? Absolutely Nothing - Arturs Kalnins, Kendall Praitis Hill, 2025 Variance inflation factors (VIF scores) are regression diagnostics commonly invoked throughout the social sciences. Researchers typically take the perspective t...

#statstab #506 The VIF Score. What is it Good For? Absolutely Nothing

Thoughts: Maybe we need to think more closely about what these metrics mean.

#diagnostics #assumptions #regression #vif #variance #variableselection #error #multicolinearity

journals.sagepub.com/doi/abs/10.1...

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07 - Beyond Confounders — Causal Inference for the Brave and True

#statstab #505 Beyond Confounders

Thoughts: What makes a good control and a bad control?

#counterfactuals #confounder #DAG #r #modelling #selectionbias #variance #control #causalinference

matheusfacure.github.io/python-causa...

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Likelihood Ratio Test for Publication Bias Likelihood Ratio Test for Publication Bias — a statistical method to detect and quantify publication bias in heterogeneous datasets.

#statstab #504 Likelihood Ratio Test for Publication Bias

Thoughts: Interesting idea for a problem many of us think is present, but is hard to measure.

#likelihood #publicationbias #QRPs #metascience #metapsychology #metaresearch

freestylerscientist.pl/projects/lik...

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#statstab #503 Reaction time distributions: an interactive overview

Thoughts: Might be useful when you start off with this type of research. But I am curious what people think for no-nos with this approach.

#reactiontime #rt #distributions #guide #r

lindeloev.github.io/shiny-rt/

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<h1>Calculate between subjects Cohen's d from frequencies</h1> <h4>Using the {effectsize} package</h4>

#statstab #502 Calculate between subjects Cohen's d from frequencies {effectsize}

Thoughts: May come in handy one day, but I'm dubious as to the inference here.

#frequency #cohend #effectsize #rstats #effectsize #shiny #r

errors.shinyapps.io/cohens-d-fro...

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Prediction intervals for GLMs part I One of my more popular answers on StackOverflow concerns the issue of prediction intervals for a generalized linear model (GLM). My answer really only addresses how to compute confidence intervals for...

#statstab #501 Prediction intervals for GLMs

Thoughts: Sometimes the prediction of the next dat point can be [0,1]. Not very useful.

#prediction #uncertainty #predictionintervals #glm #binomial #probability

fromthebottomoftheheap.net/2017/05/01/g...

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Yes really interesting stuff that aligns well with my own views! And congrats on #statstab 500! 🎉 Very helpful educational service to the community 👏

Looking forward to #statstab 1000 sometime in 2028!

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Great paper right? I thought I would cap 500 of my #statstab with it. I have a few of these older papers open somewhere in my browsers that really shaped how I view science and what we do.

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#statstab #500🥳 How Parapsychology Could Become a Science

Churchland asks: why has parapsychology failed to become a successful science despite decades of experiments?
A: the absence of a coherent theoretical framework.

#critique #philosophy #science

thehangedman.com/teaching-fil...

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#statstab #499 SIMPLICITY AND COMPLEXITY IN ECOLOGICAL DATA ANALYSIS

Thoughts: I dislike this paper, but I don't mind sharing views that disagree with my own. Effective communication matters.

#analysis #critique #critical #ANOVA #ttest #simplicity #communication

doi.org/10.1890/0012...

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#statstab #498 FReD Annotator:

Thoughts: "Check among citations whether one of the cited studies has been replicated" cool tool.

#OpenScience #replication #integrity #metascience #reproducibility #tool

metaanalyses.shinyapps.io/replicationd...

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Sage Journals: Discover world-class research Subscription and open access journals from Sage, the world's leading independent academic publisher.

#statstab #497 On the Statistical Analysis of Experiments
With Manipulation Checks

Thoughts: All psychologists reading this title will panic. Yes, you can't just delete data and assume all is well.

#assumptions #QRPs #estimand #causalinference #ITT #ATE #bias

journals.sagepub.com/doi/pdf/10.1...

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Posterior predictive checks — check_predictions Posterior predictive checks mean "simulating replicated data under the fitted model and then comparing these to the observed data" (Gelman and Hill, 2007, p. 158). Posterior predictive checks can be u...

#statstab #496 Posterior predictive checks {performance}

Thoughts: Idk why more frequentist don't use ppc for their models. I can diagnose so many issues visually this way.

#error #posterior #ppc #modelfit #diagnostics #model #r #rstats #easystats

easystats.github.io/performance/...

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Unsure Calculator The Unsure Calculator is an online tool that lets you calculate with numbers you’re not sure about.

#statstab #495 Unsure Calculator

Thoughts: Nifty way to incorporate your uncertainty when making some calculations and decisions.

#uncertainty #calculator #unsure #chance #sensitivity

filiph.github.io/unsure/

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#statstab #494 {ggsurvfit}

Thoughts: "eases the creation of time-to-event (aka survival) summary figures with ggplot2"

#hazard #survival #ggplot #dataviz

www.danieldsjoberg.com/ggsurvfit/in...

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