Tim Hua Personal Website

Tim Hua's Personal Website

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AI Safety

Hua, T.T., Baskerville, J., Lemoine, H., Hopman, M., Bhatt, A. and Tracy, T., 2025. Combining Cost-Constrained Runtime Monitors for AI Safety. arXiv link
     A very econ flavored technical note on how to combine monitors. Just go read the alignment forum post instead of the full paper.

Economics and Social Science

Thesis: Fox News's Effect on Social and Moral Preferences. Winner of the D.K. Smith Prize in Economics for best thesis.
    Abstract: This paper examines how Fox News influences social and moral preferences: two crucial inputs in people's decision-making process. I conduct a survey among Americans aged 45 or older and use the variation in the channel positions of Fox News and MSNBC across different towns and cable providers as instruments. After confirming that these channel positions do not predict voting patterns before Fox started broadcasting, I find evidence that Fox shifted moral values to be more communal, some suggestive evidence that it decreased altruism and trust, and that Fox does not appear to affect negative reciprocity. In addition, these treatment effects are concentrated among those who did not vote for Bill Clinton or Bob Dole in the 1996 election.
    I think this is a good paper, and I'm still proud of it. In retrospect though, I could've gone for something much more ambitious. I had this whole research agenda in mind exploring how media affects culture, which I define as a set of social preferences (e.g., how much to trust others, how much to value family members over strangers) and constraints (I think economists don't seriously model social constraints and norms). I wrote this Fox News paper because it was a concrete example of how media could've changed people's preferences, there was an existing instrument with an AER paper, and it's a very standard economics paper where I could showcase my economics skills for grad school.
    Instead of trying to write "a great economics paper," I should've just tried to do the real thing and come up with, maybe not a grand theory, but at the minimum a set of interesting observations on how culture interacts with media. The final paper will probably be a bunch of vignettes, with lots of qualitative stories, maybe a few quantitative regressions, and some theory. It would've been a weird thesis, but I would get to study the real, core thing I actually really wanted to study, and that would've been better for my soul. Alas, it is not so, but I'm still quite happy with getting a citation from Ben Enke :)

Axioms and Theorems in Voting Theory with a Brief Biography of Kenneth May.
    I wrote this for the final paper of ECON 1080: Great Theorems of Economics taught by Professor Jerry Green. The class is about 2/3 microeconomic theory topics and 1/3 history of microeconomic theory. I also did a presentation on the subject and the slides can be found here.

Low Wage Gig Sector Increase Wages in Indivisible Labor Monopsony Labor Market
    I wanted to add some data component to the paper to test my model in practice, but now I fear I might never have the time for it. The gist is that you can look at the professions where people are most likely to drive for a gig company, and then see if their wages increased proportional to the local market concentration (which people have measured using proprietary data here, although this article is supposed to have some market level measures available to the public). Then the specification uses data on uber/lyft entry. You could even run a triple differences by comparing those who had a 40 hour work week (i.e., probably not a lot of hours flexibility) with those who didn't.

Dobson, Emily, Carol Graham, Tim Hua, and Sergio Pinto. 2022. “Despair and Resilience in the US: Did the COVID Pandemic Worsen Mental Health Outcomes?” Working Paper 171. Brookings Global Working Paper Series. Brookings Institution. Brookings WP link
    Started this while interning at Brookings

Hua, Tian., Kim, Chris Chankyo, Zhang, Zihan., & Lyford, Alex. 2021. "COVID-19 Tweets of Governors and Health Experts: Deaths, Masks, and the Economy" Journal of Student Research 10 (1). https://doi.org/10.47611/jsr.v10i1.1171 PDF Dataset
    Me and my friends from Bellevue High School wrote a paper together during COVID about COVID because that's what friends are for (And Professor Lyford helped us through the review process :).