brms workshop: Ordinal models

Matti Vuorre

Slide deck

Click here to go to the slide deck.

Recommended reading

“Analyzing ordinal data with metric models: What could possibly go wrong?” (Liddell and Kruschke 2018)
“Ordinal Regression Models in Psychology: A Tutorial” (Bürkner and Vuorre 2019) (pdf)
Chapter 12.3 of (McElreath 2020)
Chapter 23 of (Kruschke 2014) The example data set discussed in the slide deck was from Forstmann et al. (2020).

Bürkner, Paul-Christian, and Matti Vuorre. 2019. “Ordinal Regression Models in Psychology: A Tutorial.” Advances in Methods and Practices in Psychological Science 2 (1): 77–101. https://doi.org/10.1177/2515245918823199.

Forstmann, Matthias, Daniel A. Yudkin, Annayah M. B. Prosser, S. Megan Heller, and Molly J. Crockett. 2020. “Transformative Experience and Social Connectedness Mediate the Mood-Enhancing Effects of Psychedelic Use in Naturalistic Settings.” Proceedings of the National Academy of Sciences 117 (5): 2338–46. https://doi.org/10.1073/pnas.1918477117.

Kruschke, John K. 2014. Doing Bayesian Data Analysis: A Tutorial Introduction with R. 2nd Edition. Burlington, MA: Academic Press.

Liddell, Torrin M., and John K. Kruschke. 2018. “Analyzing Ordinal Data with Metric Models: What Could Possibly Go Wrong?” Journal of Experimental Social Psychology 79 (November): 328–48. https://doi.org/10.1016/j.jesp.2018.08.009.

McElreath, Richard. 2020. Statistical Rethinking: A Bayesian Course with Examples in R and Stan. 2nd ed. CRC Texts in Statistical Science. Boca Raton: Taylor; Francis, CRC Press.

References

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Text and figures are licensed under Creative Commons Attribution CC BY 4.0. Source code is available at https://github.com/mvuorre/brms-workshop, unless otherwise noted. The figures that have been reused from other sources don't fall under this license and can be recognized by a note in their caption: "Figure from ...".

Citation

For attribution, please cite this work as

Vuorre (2020, Oct. 22). brms workshop: Ordinal models. Retrieved from https://mvuorre.github.io/brms-workshop/posts/ordinal/

BibTeX citation

@misc{vuorre2020ordinal,
  author = {Vuorre, Matti},
  title = {brms workshop: Ordinal models},
  url = {https://mvuorre.github.io/brms-workshop/posts/ordinal/},
  year = {2020}
}