Working paper
Countably heterogeneous aggregate-taking games with
$\ell^p$-summable player masses for $0<p<1$. A uniform
$\ell^p$ restriction on mixed strategies yields
a bounded aggregation operator; conditional on the aggregate, purification is
without loss, and finite-player existence follows by Kakutani.
Regulation-adjusted AI exposure: an occupation-level index for the United States
Working paper
Constructs a six-digit SOC exposure index by
combining an ensemble technical-exposure score with occupation-industry
regulatory incidence, licensing, and time-varying policy uncertainty. A
task-based production model identifies regulation as a log-linear wedge between
technically feasible automation and realized displacement; validation uses
post-2022 employment outcomes and clustered inference.
Tearing the paper ceiling for whom? The hiring and wage effects of removing degree requirements in state government
Work in progress
Uses staggered state executive orders from 2022–2026 to identify the
worker-side effects of degree de-gating. A statistical-discrimination model
with monopsonistic wage posting separates screening from rent extraction;
group-time average treatment effects are estimated with Callaway–Sant'Anna
difference-in-differences on ACS and
QWI microdata.