I am a fourth-year Ph.D. candidate in the Political Economy group at Stanford University.
My research sits at the intersection of corporate non-market strategy and American political
economy, studying how corporate political activity shapes the behavior of employees and other
stakeholders — combining large-scale administrative data, original survey experiments, and
text-as-data methods.
Public corporate political stances have become a prominent — and often explicitly partisan — form of
engagement, yet we know little about their political spillovers among employees. This paper
studies whether stance-taking affects employee campaign contributions, distinguishing between
donations to outside political actors and employer-linked channels such as corporate political
action committees (PACs). Using hand-collected stance events linked to administrative records on
employment and itemized giving, I first estimate a stacked difference-in-differences design with
industry- and year-matched controls. Corporate stances increase employee giving on both the
intensive and extensive margins, with effects concentrated among ideologically aligned employees.
To sharpen inference about mechanisms and moderation — especially for institutionally mediated
PAC giving — I field a survey experiment that randomizes employer stance direction across three
issue domains and measure behavior using an incentive-compatible $1.00 donation-allocation task.
Experimental results mirror the field evidence: aligned respondents increase PAC giving, while
misaligned respondents exhibit backlash via increased co-partisan giving. Substantively, the
findings reposition the firm as an intermediary institution in democratic politics, shaping not
only whether employees participate but where political money flows through organizational
channels, with downstream implications for polarization, representation, and firms' role in
contemporary democracy.
2026 · Under Review at American Political Science Review
Businesses spend far less on campaign contributions than the law allows, a puzzle Li (2018) explains
through internal constraint: access-seeking PACs must raise funds through voluntary donations from
their sponsor firms' employees, and employees withhold donations when PACs give to the out-party.
Li identifies this mechanism on observed donors. I revisit the claim using an original panel of
205,522 individual-PAC-cycle observations linking employment records, voter registration, and DIME
contribution histories across 2012–2022 — the full eligible-employee population rather than only
prior donors. Li's within-donor mechanism holds on ever-donors but does not extend to the broader
sample. A specification exploiting cross-individual variation identifies a precisely estimated
extensive-margin response: co-partisan employees are substantially more likely to enter donation
than out-partisan ones. Mechanisms identified on behaviorally-selected samples — donors, voters,
activists — often fail to extend to the populations they are meant to characterize.
Population-scale claims require population-scale data.