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Posts by Adam Pettitt, PhD πŸ³οΈβ€πŸŒˆ

Can you share the video?

7 months ago 3 0 1 0
A log likelihood is shown. The quantities for the score, wald, and likelihood tests are illustrated with respect to the log likelihood.

A log likelihood is shown. The quantities for the score, wald, and likelihood tests are illustrated with respect to the log likelihood.

You will be visited by three ghosts

1 year ago 258 31 6 3

Folks who are doing survey analysis (e.g., poststratification, etc.) in R using {survey}, how are you doing fancy multilevel stuff? there is no svylmer

1 year ago 17 5 6 0

Hot damn if this is as useful as it sounds πŸ’˜

1 year ago 13 2 1 0

I would suggest finding some starter packs and following them!

1 year ago 1 0 1 0

Still figuring it out myself

1 year ago 1 0 1 0
APA PsycNet

πŸ“ŠNew study published in Emotion sheds light on affect dynamics in depression. Analysis of 842 adults over 56 days shows negative affect becomes more 'sticky' rather than unstable. This suggests emotional predictability, not instability, may be key. psycnet.apa.org/record/2025-...

1 year ago 40 7 2 1
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πŸ“Š #dataviz A couple of years old, but still worth reading--
The Science of Visual Data Communication: What Works

A very thorough review of ideas and evidence
by @SteveFranconeri, @LacePadill and others.
journals.sagepub.com/doi/epub/10....

1 year ago 64 15 2 0
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Doing a deeper dive into reflective vs. formative modeling, thanks to some wonderful reviewers.

#StatsSky #AcademicSky

pdfs.semanticscholar.org/d156/8a44bb3...

1 year ago 6 2 0 0
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Why you are not allowed to say that your 95% confidence interval contains the true parameter with a probability of 95% A shibboleth is a custom, such as a choice of phrasing, that distinguishes one group of people from another. The term goes back to the Hebrew Bible, in which the inhabitants of Gilead identify members...

New post on the 100% Christmas Interval -- after almost 8 years, it's time that we finally talk about CIs.

www.the100.ci/2024/12/05/w...

1 year ago 299 101 24 27
OSF

🚨 New preprint alert! 🚨

Our latest study focuses on identifying adolescents at heightened risk of developing depression by examining how emotion regulation dynamics during this critical developmental period predict future symptoms. osf.io/preprints/ps...

1 year ago 20 9 1 2

What would a β€œvalidity movement” look like in your area? In mine, I’d list these top 4:

- chase down the meaning of established signals with many different methods

- better description

- explore why diff methods converge or diverge on same questions

- question narratives for current signal

You?

1 year ago 12 3 4 1

πŸ“Œ

1 year ago 0 0 0 0
Data ellipses (both classical and robust) for Sepal.Length and Sepal.Width in the iris data, by species.
The grey ellipses show the pooled, with-group covariance matrix.

Data ellipses (both classical and robust) for Sepal.Length and Sepal.Width in the iris data, by species. The grey ellipses show the pooled, with-group covariance matrix.

HE plot for the multivariate effect of Species, Sepal.Length and Sepal.Width in the iris data, together with hypothesis tests for two contrasts (which plot as lines)

HE plot for the multivariate effect of Species, Sepal.Length and Sepal.Width in the iris data, together with hypothesis tests for two contrasts (which plot as lines)

All pairwise HE plots for the variables in the iris data

All pairwise HE plots for the variables in the iris data

HE plot for iris data in canonical space. Differences among species nearly entirely confined to one dimension.

HE plot for iris data in canonical space. Differences among species nearly entirely confined to one dimension.

#rstats #StatSky Want to understand/explain the results of multivariate tests for linear models?
The {heplots} πŸ“¦ visualizes these as ellipsoids for hypothesis end error matrices for an lm(). V 1.7.1 now on #CRAN
{candisc} πŸ“¦ shows these in simpler canonical space
πŸ”—See: friendly.github.io/heplots/

1 year ago 32 11 1 0
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At first, I thought you meant you pick a side every night randomly and that sent me into a panic

1 year ago 1 0 1 0
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On today's edition of "Sh*t I wish I knew 8 years ago"

Simple "isolate" function from blml package to get within- and between-person centered versions of a list of variables.

H/t to kzee.github.io/Centering_De...

#Rstats #AcademicSky

1 year ago 25 6 1 0
Four raincloud plots: a normal distribution, bimodal, skewed, and one riddled with outliers. Popular sample statistics are identical so that mere plotting of the identical means and confidence intervals would miss these qualitative differences.

Four raincloud plots: a normal distribution, bimodal, skewed, and one riddled with outliers. Popular sample statistics are identical so that mere plotting of the identical means and confidence intervals would miss these qualitative differences.

abstract of pre-print

abstract of pre-print

The Raincloud Quartet (new pre-print)

All N = 111, M = 0.04, SD = 0.27.
One-sided t-tests vs. 0 yield: t(110) = 1.67, p = .049.

Only raincloud plots reveal the qualitative differences, preventing the drawing of inappropriate conclusions.

How did we create the quartet?
Where are data & code?
πŸ§΅πŸ‘‡

1 year ago 128 39 10 4
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Sex, sexual orientation, and gender identity data collection across electronic health record platforms: a national cross-sectional survey AbstractObjectives. To assess the current state of sex, sexual orientation, and gender identity (SSOGI) data collection options in US electronic health rec

Despite recommendations & requirements to collect sexual orientation & gender identity #SOGI data in electronic health records #EHR there is WILD variability across health care systems and EHR platforms. This will be critical in the coming years...

academic.oup.com/jamiaopen/ar...

1 year ago 16 7 2 0

In case no one has told you, go watch Wicked.

1 year ago 2 0 0 0
Goose chase meme.
Top Panel: Suspicious goose asks "biased relative to what?"
Bottom Panel: Goose is chasing a man, yelling "Biased relative to what?"

Goose chase meme. Top Panel: Suspicious goose asks "biased relative to what?" Bottom Panel: Goose is chasing a man, yelling "Biased relative to what?"

When a study talks about various things that could bias estimates but never explicitly addresses the analysis goal in the first place

1 year ago 134 22 5 2

$150-$250/hr as the other reply says

1 year ago 0 0 0 0

We’ve got everything here

1 year ago 0 0 0 0
Exploratory Graph Analysis – a Framework for Estimating the Number of Dimensions in Multivariate Data using Network Psychometrics Implements the Exploratory Graph Analysis (EGA) framework for dimensionality and psychometric assessment. EGA estimates the number of dimensions in psychological data using network estimation methods ...

Do you like network psychometrics? Are you interested in Exploratory Graph Analysis and related techniques? Check out our new website: r-ega.net

1 year ago 10 3 0 0
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Great to see this paper out!
'Simulation studies for methodological research in psychology: A standardized template for planning, preregistration, and reporting.'

Journal: doi.org/10.1037/met0...
Accepted: osf.io/preprints/ps...

1 year ago 27 7 2 1
Line plot showing Main effect of Organization-level Inclusion Signaling on LGBT and non-LGBT Employees in Study 1

Line plot showing Main effect of Organization-level Inclusion Signaling on LGBT and non-LGBT Employees in Study 1

More inclusive companies are seen as having a better culture for both LGB and non-LGB people

More inclusive companies are seen as having a better culture for both LGB and non-LGB people

Bar graph with experimental results showing that inclusive signals benefit both non-LGBT and LGBT participants

Bar graph with experimental results showing that inclusive signals benefit both non-LGBT and LGBT participants

Using a mix of observational and experimental methods, organization-level inclusion signals had positive effects for both LGBT and non-LGBT employees

osf.io/preprints/ps...

#socialpsyc #psychology #PsychSciSky #prejudice

1 year ago 23 9 2 0

You need a better key to translate probability to words.
Then, the logit = log (p/1-p) is just another y axis on this chart

1 year ago 14 3 0 1

1 for sure

1 year ago 0 0 0 0

Me!

1 year ago 1 0 0 0
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An embedding-based distance for temporal graphs - Nature Communications Temporal graphs can be applied to represent time-evolving complex natural systems, describing the evolution of the interactions between system elements, however quantifying the similarity between temp...

New paper out in Nature Communications: www.nature.com/articles/s41...
With Lorenzo Dall'Amico and @alainbarrat.bsky.social, we define a distance between temporal networks and explore its sensitivity to complex features in empirical temporal network data. @isifoundation.bsky.social

1 year ago 60 19 4 0