Zikai Li
tzkli.bsky.social
Zikai Li
@tzkli.bsky.social
PhD student in political science at the University of Chicago
Bottom line: "Deliverism" itself may not help the incumbent politician/party in today's America. Targeting investments at left-behind communities ≠ winning votes. Politics around place-based (climate) politics seem to be messier than advocates hope 9/9
Full paper: tiny.cc/energycommun....
OSF
tiny.cc
July 18, 2025 at 3:04 PM
I refined a two-dimensional RDD method with bootstrap aggregation + delta bootstrap CIs. Simulations show less bias, higher statistical efficiency. 8/9
July 18, 2025 at 3:04 PM
The finding: The bonus decreased the vote share for Harris by 0.39 percentage points in 2024. (95% CI: -0.78 pp to -0.02 pp) 7/9
July 18, 2025 at 3:04 PM
There are two sharp cutoffs for eligibility. Areas just above vs. just below these thresholds are "alike" - except one happened to have been eligible for the bonus, one didn't. Great setup for a quasi-experiment! 6/9
July 18, 2025 at 3:04 PM
So which story wins? I approached this with a focus on Energy Community Tax Credit Bonus: 1/3 extra tax credit for renewable projects in areas with high unemployment + (past or present) fossil fuel jobs. 5/9
July 18, 2025 at 3:04 PM
But the argument can also go the other way. Maybe renewables threaten local identity. Maybe projects drive up prices in the short term. Maybe benefits are too invisible to matter. The evidence has been mixed 4/9
July 18, 2025 at 3:04 PM
The "deliverism" theory: Channel green money into struggling towns → ease transition fears → create grateful voters → more support. Sounds reasonable, right? 3/9
July 18, 2025 at 3:04 PM
The Biden bet: help "left behind" communities → win voters for both the party and further climate action. Such “place-based” policies have become increasingly popular 🔋➡️🗳️2/9
July 18, 2025 at 3:04 PM
Bottom line: "Deliverism" itself may not help the incumbent politician/party in today's America. Targeting investments at left-behind communities ≠ winning votes. Politics around place-based (climate) politics seem to be messier than advocates hope. 9/9

Full paper: tiny.cc/energycommunities
OSF
osf.io
July 18, 2025 at 1:21 PM
The finding: The bonus decreased the vote share (of the two-party vote) for Harris by 0.39 percentage points in 2024. (95% CI: -0.78 pp to -0.02 pp) 7/9
July 18, 2025 at 1:21 PM
There are two sharp administrative cutoffs for eligibility. Areas that just met vs. just missed these thresholds are "alike" - except the former happened to have been eligible for the bonus while the latter didn't. Great setup for a quasi-experiment! 6/9
July 18, 2025 at 1:21 PM
So which story wins? I approached this with a focus on the Energy Community Tax Credit Bonus: 1/3 increase over baseline tax credits for renewable projects in areas with high unemployment + (past or present) fossil fuel jobs. 5/9
July 18, 2025 at 1:21 PM
But the argument can also go the other way. Maybe renewables threaten local identity. Projects can drive up prices in the short term. Perhaps benefits are too invisible to matter. And empirical evidence has been mixed 4/9
July 18, 2025 at 1:21 PM
The "deliverism" theory: Channel (green) investments into struggling towns → ease transition fears → create grateful voters → more support. Sounds reasonable, right? 3/9
July 18, 2025 at 1:21 PM
The Biden bet: help "left behind" communities (yellow areas in the map) → win voters for both the party and further climate action. Such "place-based" policies have become increasingly popular 2/9
July 18, 2025 at 1:21 PM
Thanks for your interest! I have the data pipeline ready but haven't got the county-level returns yet. Will send the report your way once I have preliminary results!
November 14, 2024 at 11:57 PM
Thanks, Bit!
November 14, 2024 at 11:56 PM