OnOpportunity Zones, by David Neumark TL;DR: place-based policy...

@paulnovosad
Paul Novosad@paulnovosad
54 views Jul 27, 2025 ~2 min read
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OnOpportunity Zones, by David Neumark

TL;DR: place-based policy doesn't predictably address the problems of people in a given place, especially when it's in a place where people can easily come and go! 1/
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Opportunity Zones: the purpose is "to spur economic growth and job creation in distressed communities."

Low mobility of Americans has made people more interested in place-based policies — if people aren't moving, can we improve economic circumstances where they are? 2/
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Neumark argues OZs weren't so well designed:
- targeting wasn't well-designed, favoritism picking areas already growing
- targeting too granular (tract-level), so there will probably be spillovers
- no returns to making good investments — you make an investment, you get funds 3/
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Prior evidence bore out the skepticism:
- strong selection on improving tracts
- once taken into account, no evidence of gains in earnings or poverty reduction
- but some papers found positive job growth effects 4/
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This paper: longer-run impacts, focus a little more on spillovers.

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Key (preliminary) findings:
- increased employment rates, but jobs favor people in neighboring, richer census tracts
- limited impacts on people living in the low-income tracts to begin with
- job gains are offset 1-to-1 by nearby low-income tracts — not great
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Identification strategy: compare treated tracts to eligible tracts which weren't designated opportunity zones. Obv question is why — treated tracts were indeed doing a bit worse. 7/
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Hard diff-in-diff situation — dashed line is event study — OZs started poorer but were already catching up.

So hard to interpret 2018-19 as good results
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I missed the methodlogy but somehow the "doubly robust" estimator is killing the pre-trends (compare red/green "reliable estimates" vs. blue "naive diff-in-diff").

We see some clear employment gains (1%?) 9/
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Not sure how this squares with the preview — it seems like resident employment does go up, though less than "jobs in OZ" 10/
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Here we go — no clear gains to workplace jobs for people living in the same tract — biggest gains are jobs in Opportunity Zones, held by people in nearby higher-income tracts.

Likely the jobs are going to higher-education workers. 11/
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Here's the negative spillovers result — bottom two yellow numbers (p<0.1), estimate as if the neighboring tracts were the ones treated.

Noisy, small, but about the same effect size as any positive effect detected in the own census tract earlier. 12/
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Interesting paper, author is clear it's preliminary.

However, we should expect at least some results if you're doing place-based policy at the census tract level. Important research!

Link to paper: conference.nber.org/conf_papers/f2…
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