James Bland
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jamesbland.bsky.social
James Bland
@jamesbland.bsky.social
Economist at UToledo. 🇦🇺 Bayesian Econometrics for economic experiments and Behavioral Economics
Free online book on this stuff here: https://jamesblandecon.github.io/StructuralBayesianTechniques/section.html
https://sites.google.com/site/jamesbland/
He/his
Getting ready to present my work at Purdue

Also looking forward to catching up with a whole lot of friends and colleagues from my PhD program!

link to paper here: papers.ssrn.com/sol3/papers....
November 6, 2025 at 11:15 AM
Or you could estimate a hierarchical model that assumes your participants' parameters are drawn from a population distribution.
November 4, 2025 at 4:42 PM
Or you could assume a finite mixture of preference types

I really don't like this one, especially for this application. It really looks more like a continuous distribution.
November 4, 2025 at 4:42 PM
Now come some "in between" choices.

If you have participant demographics, you can make your parameters a function of these
November 4, 2025 at 4:42 PM
At the other end of things, you can estimate your model once for every participant. This is really flexible, but your estimates will likely be imprecise.
November 4, 2025 at 4:42 PM
First (not advisable) you can ignore the heterogeneity and assume everyone is the same.

Simple, easy, probably very wrong.
November 4, 2025 at 4:42 PM
New working paper!

"Adding parameter heterogeneity to structural models: some guidance for the practitioner"

papers.ssrn.com/sol3/papers....

a thread ...

#TeachBE #EconSky
November 4, 2025 at 4:42 PM
Resurrecting something I stopped working on in February 2024. Watch this space!

#EconSky
November 3, 2025 at 4:35 PM
Getting ready to present this at @pittecon.bsky.social

Link to paper here: papers.ssrn.com/sol3/papers....
October 31, 2025 at 12:21 PM
Getting ready to teach my course. This time at The University of Pittsburgh 😀
#EconSky
October 30, 2025 at 5:19 PM
In a common experiment design, I show that RDU preferences can be nonconvex. This can be a problem for estimation, as there can be multiple optima.
October 27, 2025 at 6:31 PM
When I, the econometrician, need to have beliefs over people's prior beliefs, it leads to variable names like this.

#EconSky
October 23, 2025 at 6:33 PM
Getting ready for my Workshop for Ukraine. Coming up in a bit under two hours!
October 16, 2025 at 2:16 PM
And about 75% of participants actually make themselves better off on average.

But that leaves about 25% of participants who made themselves *worse* off by revising their choices.
October 14, 2025 at 4:05 PM
I then use this estimated utility function to calculate the certainty equivalent of initial and revised choices.

For almost all participants, the revised choice is much more likely to be a utility improvement than not.
October 14, 2025 at 4:05 PM
In this experiment, participants made 50 convex budget choices that determined a risky payoff. Then, participants were given an opportunity to revise 36 of these.
October 14, 2025 at 4:05 PM
I use structural techniques to estimate the utility gain (or loss) associated with these revisions in an existing economic experiment (Breig & Feldman, 2024).
October 14, 2025 at 4:05 PM
New working paper: The normative value of a revised choice: a
structural approach

papers.ssrn.com/sol3/papers....

#EconSky

A thread ...
October 14, 2025 at 4:05 PM
The designs are really different to each other, and also look (to me at least) very different to existing designs by humans.
September 28, 2025 at 3:34 PM
New version of a working paper:

"Optimizing experiment design for estimating parametric models in economic experiments"

github.com/JamesBlandEc...

#EconSky

A thread ...
September 28, 2025 at 3:34 PM
Working on another blog post. It's another angle accuracy model, but this time with Nerf darts and data I collected with the kids during COVID lockdown.

#RStats #EconSky
September 21, 2025 at 3:53 PM
In some non-econ news, I saw The Darkness in Detroit last night. Much fun was had!
September 18, 2025 at 11:52 AM
Getting my slide deck ready for an online workshop based on my book in October. Watch this space! 😀

Link to book here: jamesblandecon.github.io/StructuralBa...

#EconSky #TeachBE #RStats #Stan
September 9, 2025 at 3:33 PM
Starting another chapter of my book.

This one will use data from:
Ellis, Andrew, and David J. Freeman. 2024. “Revealing Choice Bracketing.” American Economic Review 114 (9): 2668–2700

Link to book here: jamesblandecon.github.io/StructuralBa...
September 5, 2025 at 7:29 PM
Starting a new chapter!

Link to book here: jamesblandecon.github.io/StructuralBa...

#EconSky
September 4, 2025 at 11:58 AM