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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 #456 Bestiary of Questionable Research Practices in Psychology

Happy new year! โœจ

Thoughts: Starting the year with a resource to make you more cynical in 2026.

#QRPs #phacking #metascience #research #ethics

journals.sagepub.com/doi/10.1177/...

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P hacking โ€” Five ways it could happen to you Some data practices can lead to statistically dubious findings. Hereโ€™s how to avoid them.

Explore five ways p-hacking can occur in research and strategies to uphold scientific integrity.

๐Ÿ”— buff.ly/GVqUJZK

#DataAnalysis #PHacking #Research

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As mentioned in the abstract, this is a preregistered study: osf.io/9z5qn

#openscience #reproducibility #phacking #preregistration #harking #replicability

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โ˜‚๏ธTo bring clarity, we introduced "QRP umbrella terms" that group conceptually related QRPs. For example, #Phacking ๐Ÿช“consists of 13 specific QRPs, and #CherryPicking ๐Ÿ’covers 7. This disaggregation helps pinpoint specific behaviors.

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P hacking โ€” Five ways it could happen to you Some data practices can lead to statistically dubious findings. Hereโ€™s how to avoid them.

P-hacking: subtle practices that can distort research findings. Nature discusses five ways this can occur and how to prevent it. A must-read for data analysts and researchers.

๐Ÿ”— buff.ly/GVqUJZK

#PHacking #DataScience #ResearchEthics #Reproducibility

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Experience Statistics

#statstab #363 p-checker The one-for-all p-value analyzer

Thoughts: Easy way to check for publication bias using some current tools.

#shiny #pvalue #phacking #QRPs #zcurve #bias #pcurve #rindex

shinyapps.org/apps/p-check...

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Stata | FAQ: Problems with stepwise regression What are some of the problems with stepwise regression?

#statstab #358 What are some of the problems with stepwise regression?

Thoughts: Model selection is not an easy task, but maybe don't naively try step wise reg.

#stepwise #regression #QRPs #issues #phacking #modelselection #bias

www.stata.com/support/faqs...

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Positive study by arbitrary set non-inferority margins? Sounds like an industry-sponsored study! #phacking

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P hacking โ€” Five ways it could happen to you Some data practices can lead to statistically dubious findings. Hereโ€™s how to avoid them.

"Most researchers donโ€™t set out to cheat, but they could unknowingly make choices that push them towards a significant result. Here are five ways P hacking can slip into your research."

buff.ly/ArtMGCu

#PHacking #PValue #ScientificRigor

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P hacking โ€” Five ways it could happen to you Some data practices can lead to statistically dubious findings. Hereโ€™s how to avoid them.

Most researchers donโ€™t set out to cheat, but they could unknowingly make choices that push them towards a significant result. Here are five ways p-hacking can slip into your research. By Ben Tsang @nature.com ๐Ÿงช www.nature.com/articles/d41... #phacking #stats

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Encourage Playing with Data and Discourage Questionable Reporting Practices - Psychometrika Psychometrika -

#statstab #330 Encourage Playing with Data and Discourage Questionable Reporting Practices

Thoughts: What are and aren't "Questionable Research Practices"? Where is the "grey area"? Interesting opinion piece.

#QRPs #exploratory #EDA #posthoc #phacking

link.springer.com/article/10.1...

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Were astrologers the original p-hackers? Science writers rarely mention astrology, other than to moan when someone accidentally uses the word instead of astronomy. There is, of cour...

Thinking about the scientific sin of p-hacking, it's tempting to wonder if astrologers were the original p-hackers: brianclegg.blogspot.com/2025/04/were... #astrology #phacking #dubiouspractice

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Me yapping about #phacking is very exciting bc y'all not slick and I unfortunately love when ppl get caught being messy ๐Ÿ˜‚๐Ÿ˜ญ

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The crisis of science from ChatGPT's perspective. #openscience #replication #metascience #academicpublishing #publishorperish #phacking #HARKing

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#statstab #168 Large P-Values Cannot be Explained by Power Analysis

Thoughts: "Researchers cannot โ€œaimโ€ for p = .05, not even with a careful, perfectly accurate, power analysis."

#research #nhst #pvalues #power #QRPs #phacking

quentinandre.net/post/large-p...

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in which i list a bunch of scientific reforms & call them all populist gimmicks. for an hour.

writing & producing this episode was a real slog, in my 30ยฐC, noisy studio (attic). it's likely also going to be a slog for my ~100 listeners.

#blockbuster #epic #openscience #reform #phacking #QRP

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Experience Statistics

#statstab #135 {p-checker} The one-for-all p-value analyzer

Thoughts: Why not try your hand at some tools for detecting publication bias (mileage may vary). Useful teaching demo tools.

#shinyapp #r #rstats #phacking #pvalues #NHST #education #edu

shinyapps.org/apps/p-check...

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A Jest for the Best 

In the realm of statistics, where p-values reside 
Some folks act like itโ€™s a magic guide 
Beware p-hacking, for significance is just a clue Regression and correlation have their say too! 

Amidst the alpha and beta, letโ€™s not forget 
Stats are tools, donโ€™t make them a bet 
In the land of means and chi-squares' dance Remember, real lifeโ€™s not just by chance!

Hari Srinivasan

A Jest for the Best In the realm of statistics, where p-values reside Some folks act like itโ€™s a magic guide Beware p-hacking, for significance is just a clue Regression and correlation have their say too! Amidst the alpha and beta, letโ€™s not forget Stats are tools, donโ€™t make them a bet In the land of means and chi-squares' dance Remember, real lifeโ€™s not just by chance! Hari Srinivasan

#statistics #phacking

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OSF

In my comment, I agree with virtually everything said but point to a blind spot in the discussion: sex research is dominated by single study papers that hinder both the detection of anomalies and scientific progress. #solidscience #sexology #pHACKING https://psyarxiv.com/cpjr7

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From a respected colleague. Still a long way to go! #openscience #pHacking I suppose there's no data on how many still ignorant of this?

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Classic advice for your Friday - from 2007 Handbook of Research Methods #phacking

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