/AI20h ago

Tim Hwang uses Claude to map every occupation depicted across all 174 Seinfeld episodes for a new labor zine

The zine maps the sitcom's job market using O*Net data.

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Tim Hwang@timhwang#1286inAI

In other news, glad to be launching a zine about labor economics, future of work, and the philosophy of the gig with @manlikemishap today: The New York Review of Jobs

Our first report uses Claude to parse O*Net data out of media streams, in this case all 174 episodes of Seinfeld

12:05 PM · Jun 5, 2026 · 13.7K Views
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pamela mishkin@manlikemishap

as i (famously) tweeted in 2021 ... "the world post agi just looks like a 90s sitcom, no real work happening but everyone constantly annoyed bc they have to go to the notary"

putting it to the test. new eps thursdays at 9:30pm / 7:30 central

Tim Hwang@timhwang

In other news, glad to be launching a zine about labor economics, future of work, and the philosophy of the gig with @manlikemishap today: The New York Review of Jobs

Our first report uses Claude to parse O*Net data out of media streams, in this case all 174 episodes of Seinfeld

19hViews 7.5KLikes 69Bookmarks 15
REPLIES3
Tim Hwang@timhwang

Why Seinfeld? Stated simply, the show offers a perfect vision of a post-AGI economy: Jerry, George, Elaine, and Kramer embody post-scarcity - they eat out constantly, take cabs, and never check their bank balances

This makes it an ideal source for forecasting the future economy

Tim Hwang@timhwang

In other news, glad to be launching a zine about labor economics, future of work, and the philosophy of the gig with @manlikemishap today: The New York Review of Jobs

Our first report uses Claude to parse O*Net data out of media streams, in this case all 174 episodes of Seinfeld

20hViews 1.1KLikes 21Bookmarks 1
Tim Hwang@timhwang

We recover a fascinating landscape of occupations and depicted skills: our automated pipeline recovers 189 unique O*Net occupations and 11,712 skill depictions over all nine seasons of Seinfeld

We segment by job zones, Detailed Work Activities, and the standard arsenal of the field

Tim Hwang@timhwang

Why Seinfeld? Stated simply, the show offers a perfect vision of a post-AGI economy: Jerry, George, Elaine, and Kramer embody post-scarcity - they eat out constantly, take cabs, and never check their bank balances

This makes it an ideal source for forecasting the future economy

20hViews 761Likes 5Bookmarks 1
Tim Hwang@timhwang

Full data, code, and report available here and we are soliciting further contributions to this important area of research

http://newyorkreviewofjobs.com

20hViews 124