Peter Bergman's Avatar

Peter Bergman

@peterbergman

Associate Prof. of Economics @utaustin. Director http://learningcollider.org. @NBERpubs affiliate. Co-Chair @mit @jpal edtech. Schmidt Futures Innovation Fellow. www.peter-bergman.com.

4,801
Followers
838
Following
284
Posts
04.07.2023
Joined
Posts Following

Latest posts by Peter Bergman @peterbergman

♥️

06.03.2026 19:52 👍 0 🔁 0 💬 0 📌 0
Video thumbnail

Imagine you are a Lego fanatic. In ~3 years (Aug22-Nov25), how much could you spend on Legos alone?

AZ's winner-this is one ESA account-spent $15,944.59 of AZ taxpayer money on Legos*

(*May be more: WalMart Target Michael's etc purchases aren't disaggregated. Waiting for those data.)

03.03.2026 16:26 👍 16 🔁 10 💬 1 📌 4

At my desk, it's machine learning vs. items like Brazilian waxing kit, Victoria's Secret thongs, & vaginal probiotics in the Arizona ESA data.

There's only one GoodMan who can name this paper
@joshua-goodman.com

02.03.2026 21:31 👍 9 🔁 3 💬 4 📌 1

Helpful to see this example. Can I ask what your prompt was? And I’m guessing this was using opus 4.6?

01.03.2026 15:01 👍 1 🔁 0 💬 0 📌 0
Video thumbnail

Jayme Lawson from Sinners hit the nail on the head and said how I felt with the whole BAFTAs situation.

01.03.2026 05:23 👍 8604 🔁 2935 💬 118 📌 364

Over on X, Sam Altman is doing an AMA and acknowledging a backlash to OpenAI’s partnering w/DOD.

Meanwhile Anthropic’s Claude has vaulted to the top of Apple’s App Store, dethroning ChatGPT.

01.03.2026 02:11 👍 304 🔁 60 💬 11 📌 6

Did this yesterday

01.03.2026 02:01 👍 2 🔁 2 💬 0 📌 0

More Anthropic recruiting material.

28.02.2026 03:55 👍 4 🔁 0 💬 0 📌 0

Amazing Anthropic recruiting material right here.

28.02.2026 02:03 👍 4 🔁 0 💬 0 📌 0

Boichick?

27.02.2026 15:48 👍 3 🔁 0 💬 1 📌 0

Or: here’s my report, did the authors actually address any of these points and I missed it?

27.02.2026 14:06 👍 8 🔁 0 💬 1 📌 0

We’ve run multiple RCTs w/ survey incentives for our studies (none as thoughtful as this one). We’ve had mixed results. Best version offered unconditional $ up front and $ for completion (max $50). It’s hard to offer $ because people can think it’s a scam even w/ official approvals, letterheads, etc

27.02.2026 14:01 👍 4 🔁 0 💬 0 📌 0

Incredibly disturbing.

27.02.2026 01:53 👍 3 🔁 0 💬 0 📌 0

Spring sabbatical in TX where it’s currently 80 degrees…

26.02.2026 18:19 👍 1 🔁 0 💬 1 📌 0

Many workers have missed shifts without jobs being destroyed making it challenging to measure labor impacts with conventional sources.

We use real-time daily data from Homebase to measure impacts. Thanks to UChicago and Homebase for making the data available.
#EconSky #NumbersDay

25.02.2026 15:38 👍 423 🔁 163 💬 4 📌 10
Post image Post image Post image Post image

my local park is full of hundreds of snow sculptures and someone has been adding museum labels

24.02.2026 19:42 👍 8140 🔁 2121 💬 97 📌 265

New RCT: What happens when citizens experience incarceration firsthand?

With Arto Arman, @andreasbeerli.bsky.social, and @aljoshahenkel.bsky.social

Working paper: www.ifo.de/en/cesifo/pu...

22.02.2026 06:09 👍 10 🔁 7 💬 0 📌 0
Building Pro-Worker Artificial Intelligence
Daron Acemoglu, David Autor & Simon Johnson
Share
X
LinkedIn
Facebook
Bluesky
Threads
Email
Link
Working Paper 34854
DOI 10.3386/w34854
Issue Date February 2026
This paper defines pro-worker technologies, including Artificial Intelligence, as technologies that make human skills and expertise more valuable by expanding worker capabilities. Our conceptual framework distinguishes among five categories of technological change: labor-augmenting, capital-augmenting, automating, expertise-leveling, and new task-creating. Only the last category is unambiguously pro-worker, generating demand for novel human expertise rather than commodifying it. We illustrate these distinctions through hypothetical and real-world examples spanning aviation maintenance, electrical services, custodial work, education, patent examination, and gig delivery. While AI’s capacity to automate work is substantial, we argue that its potential to serve as a collaborator, by extending human judgment, enabling new tasks, and accelerating skill acquisition, is equally transformative and currently underexploited. We identify market failures, including misaligned firm and developer incentives, path dependence, and a pervasive pro-automation ideology, that may lead to underinvestment in pro-worker AI. We consider nine policy directions that would change incentives, including targeted investments in health care and education, tax code reform, antitrust enforcement, and intellectual property protections for worker expertise.

Building Pro-Worker Artificial Intelligence Daron Acemoglu, David Autor & Simon Johnson Share X LinkedIn Facebook Bluesky Threads Email Link Working Paper 34854 DOI 10.3386/w34854 Issue Date February 2026 This paper defines pro-worker technologies, including Artificial Intelligence, as technologies that make human skills and expertise more valuable by expanding worker capabilities. Our conceptual framework distinguishes among five categories of technological change: labor-augmenting, capital-augmenting, automating, expertise-leveling, and new task-creating. Only the last category is unambiguously pro-worker, generating demand for novel human expertise rather than commodifying it. We illustrate these distinctions through hypothetical and real-world examples spanning aviation maintenance, electrical services, custodial work, education, patent examination, and gig delivery. While AI’s capacity to automate work is substantial, we argue that its potential to serve as a collaborator, by extending human judgment, enabling new tasks, and accelerating skill acquisition, is equally transformative and currently underexploited. We identify market failures, including misaligned firm and developer incentives, path dependence, and a pervasive pro-automation ideology, that may lead to underinvestment in pro-worker AI. We consider nine policy directions that would change incentives, including targeted investments in health care and education, tax code reform, antitrust enforcement, and intellectual property protections for worker expertise.

Dream Team: @dacemoglumit.bsky.social @davidautor.bsky.social & Simon Johnson on Pro-Worker AI

Going to the top on my reading list
#EconSky
www.nber.org/papers/w34854

23.02.2026 12:34 👍 34 🔁 11 💬 2 📌 0
Preview
Can states do anything about grade inflation? SCHOOLED | Friday, 2/20/26

Can states do anything about grade inflation?

I've got a few ideas, but none of them are slam dunks. Do you have thoughts? schooledbymikepetrilli.substack.com/p/can-states...

20.02.2026 13:25 👍 1 🔁 1 💬 1 📌 0

I am particularly excited about the Acquatella and Marone paper being presented. It formalizes intuition about the value of health insurance and problems with the traditional understanding of moral hazard…

19.02.2026 13:37 👍 9 🔁 1 💬 1 📌 0

Interesting example of importance of choice of incentives in survey data

17.02.2026 14:49 👍 10 🔁 2 💬 0 📌 0
Rep. James Talarico On Confronting Christian Nationalism, And Strange Days In The Texas Legislature
Rep. James Talarico On Confronting Christian Nationalism, And Strange Days In The Texas Legislature YouTube video by The Late Show with Stephen Colbert

Watch the censored Talarico interview here:

youtu.be/oiTJ7Pz_59A?...

17.02.2026 14:21 👍 61 🔁 27 💬 4 📌 2
Preview
Colbert Doesn’t Give an FCC About Calling Out CBS

Stephen Colbert said that the FCC and CBS - which is in no way a compromised or complicit organization - wouldn’t allow him to broadcast an interview with Democratic State Rep James Talarico. www.nytimes.com/2026/02/17/a...

17.02.2026 12:04 👍 6567 🔁 2221 💬 195 📌 243
Preview
7-Year-Old Migrant Girl Dies Of Dehydration And Shock In U.S. Border Patrol Custody The girl's death underscores the crisis precipitated by large groups of families seeking asylum where there are inadequate facilities to detain them.

CBP didn’t give her or anyone any water; she asked 3 times accg to other reports. CBP killed a 7yr old.

“8 hours after the girl & her father were taken into custody, she began having seizures & her body temperature was measured at 105.7 degrees by emergency medical technicians. shorturl.at/d2OTJ

13.02.2026 01:33 👍 5459 🔁 3211 💬 195 📌 405
Post image

Incredible.

11.02.2026 16:42 👍 3286 🔁 392 💬 67 📌 60

Sometimes very hard not to feel like the rest of the country has abandoned Minnesota. We STILL have ICE everywhere. Our schools, businesses, and economy are in profound crisis. But without Bovino here throwing tear gas, much of the country seems to not care at all what’s being done to us.

11.02.2026 11:03 👍 6149 🔁 2238 💬 294 📌 130

I keep rereading this paragraph expecting the words to change

11.02.2026 00:19 👍 1955 🔁 576 💬 23 📌 104

This is much more praise than we (or at least I) deserve, but we'll take it ;)

10.02.2026 23:49 👍 19 🔁 5 💬 1 📌 0

While Stanford ends programs for first generation and underrepresented students, they maintain their legacy preferences in admissions…

11.02.2026 02:51 👍 48 🔁 14 💬 2 📌 1

actually just saw @danielawitten.bsky.social is on BlueSky!

10.02.2026 23:19 👍 0 🔁 0 💬 0 📌 0