Category: Data Analytics

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Identifying skills-based occupational transition pathways with the O*NET

This post estimates potential labor market transition pathways based on the similarity of skills, abilities and knowledge required by occupations. The approach broadly follows Bratanova et al. (2026). Like their research, the considered transition pathways are for workers currently employed as truck drivers. Unlike their approach, we've used a more recent version of the O*NET database and a different SOC-to-ANZSCO crosswalk. Although the point wasn't to precisely replicate their results, our approach largely did, with differences in similarity scores likely stemming from our different mapping of the SOC to the ANZSCO rather than from the method itself.

Institutions Are a Package Deal: What a Correlation Can’t Tell You About the Rule of Law

This post asks how institutions should be conceptualized and analyzed: can the rule of law (and other institutions) sensibly be examined one at a time, or do they need to be treated as parts of an interdependent system?

Running local LLMs on your NPU from R with Foundry Local and ellmer

This post summarizes how I was able to leverage my Surface Pro 11's Neural Processing Unit (NPU) to chat with Large Language Models (LLMs) from R (for some reason).

Using science to find the best decaf

To test whether my wife and I could tell the difference between decaf and caffeinated coffee, I conducted a highly scientific double-blind taste test (subject to funding constraints).

India’s 2015 National Classification of Occupations Data File

One of the outputs from a project I worked on in 2025 was a data file of India's 2015 National Classification of Occupations. The