Possibly the worst #crime perpetuated by a #mathematics and #computerscience university degree is teaching that #statistics is boring.

Studying #psychology taught me that #factoranalysis and #ANOVA are super neat.

Today, I've been looking at and implemented rank-biased overlap (and distance) and #PERMANOVA (permutational ANOVA) to compare groups' (partial) rankings of preferences. The computer scientist in me is horrified, no longer at the statistics, but at the computational complexity.

#statstab #422 Measuring Pickle Fanaticism: An Open Dataset for Teaching Instrument Development

Thoughts: Teaching tool for learning about measurement validation and development.

#mesurement #questionnaire #survey #psychometrics #efa #factoranalysis

https://osf.io/7d9jp/

Measuring Pickle Fanaticism: An Open Dataset for Teaching Instrument Development

Hosted on the Open Science Framework

OSF

#statstab #408 Factor analysis: Overrated, Misused, But Still Useful

Thoughts: Some scholars favour CFA over EFA, but this post reverses that perspective. Do you agree?

#factoranalysis #cfa #efa #psychometrics #validity #mesurement

https://esmitemrepositoryinfo.com/blog-posts#MARCH25BK

Blog posts | ESM Item Repository

ESM Item Repository

Today we share work by: Emma Harrison, Claire Fox, Julie Hulme Development of a measure for assessing victimisation at UK universities

#oSoTLSummer #SoTL #AcWri #highered #Vol2No1_22 #bullying #students #FactorAnalysis https://osotl.org/osotl/article/view/7/34

View of Development of a measure for assessing victimisation at UK universities | Open Scholarship of Teaching and Learning

#statstab #345 Best practices for your confirmatory factor analysis: A JASP and lavaan tutorial

Thoughts: Don't want to install #R but still want to do SEM/CFA with {lavaan}, @JASPStats is your friend!

#CFA #FactorAnalysis #SEM #tutorial #EFA #JASP

https://rdcu.be/eme1V

Best practices for your confirmatory factor analysis: A JASP and lavaan tutorial

#statstab #344 Questionable Research Practices when Using Confirmatory Factor Analysis

Thoughts: CFAs might be better than EFAs, but they are still complicated and easy to abuse.

#factoranalysis #CFA #QRPs #fitindex #guide

https://dr.lib.iastate.edu/bitstreams/4efe4918-7cad-4db1-b3cc-44825cbb6e08/download

DSpace

An adversarial collaboration reports that mathematical reflection tests assess #math ability about as much as anything else. ๐Ÿ˜ฌ

And what is the evidence that the paper's โ€œindependentโ€ measure of reflection actually measured reflection? ๐Ÿง

https://doi.org/10.1073/pnas.2409191121

#psychometrics #psychology #cogPsych #JDM #decisionScience #economics #factorAnalysis #stats #rStats

TL;DR: It's not a psychometric scale and it's not weebly

This "Weebly racism scale" has been posted a couple of times on the Fediverse, and I finally decided to look it up. It seems like a multidimensional construct reduced to one dimension, so I wanted to see the items, hopefully an exploratory #FactorAnalysis, evidence of #reliability and (dare I hope?) #validity.

Yeah, no. It's not a scale at all, in the psychometric sense. No data collection or #analysis (AFAICT) was part of this, so there is no (and, at this point, can be no) validity information.

This is one person's ideas about racism. This is absolutely the kind of thought work that should be done when one is at the very beginning of scale creation, but it's not a scale like that.

The scale is hosted on weebly dot com, a web host kind of like squarespace.

The fact that hundreds (or thousands) of other people resonate with this scale is a good sign for potential validity. However, that is not sufficient psychometric evidence to call this a "racism scale" alongside things like the Modern Racism Scale, etc.

This seems like a useful activity to get you thinking about your experiences with racism (on either side of that line), but because it's not a psychometric scale, there's no *scientific* reason to believe

* The implied or explicit categories map onto actual racist thinking/behavior patterns

* The order of the categories is valid--e.g., there's no evidence "I'm not racist but..." is more racist than "'Funny' Black Face", etc.

* The categories even belong on the same continuum

As I said above, it really feels like a decent start, but with several dimensions squashed into one. I'd personally love to see a racism researcher use this to develop an actual scale, or try to. I suspect the result would be something vaguely resembling this scale but with significant differences.

#psychometrics #psychology #racism #prejudice #scale #discrimination #scaleconstruction

*

#statstab #129 Structural Models (EFA, CFA, SEM, ...) w/ {parameters}

Thoughts: Lots of debate about #EFA vs #CFA; very confusing. Once I figure out what to use, this #R package seems to have lots of functionality.

#rstats #factoranalysis #r #stats

https://easystats.github.io/parameters/articles/efa_cfa.html

Structural Models (EFA, CFA, SEM, ...)