Paul Goldsmith-Pinkham
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paulgp.com
Paul Goldsmith-Pinkham
@paulgp.com

Yale SOM professor & Bulls fan. I study consumer finance, and econometrics is a big part of my research identity. He/him/his

Economics 47%
Mathematics 9%

Thanks for all the info Bill!

I asked my students if they used LLMs today

They all raised their hands

I asked if they used Chat GPT

They all raised their hands

I asked if they used copilot in vs code

They all raised their hands

I asked if they used Claude Code

Almost no one raised their hand 😱
After 21 years, I'm going to stop the daily posting to my blog Calculated Risk. Thanks to everyone!

I'm still going to write the real estate newsletter and I've started a weekly economic newsletter to replace the blog (but just once a week).
economicweekly.substack.com

Yeah I have no idea how to think about composition here -- I wonder how willing the folks at Emory would be to share a longer time series (or the micro data)
arXiv📈🤖
Long-Term Causal Inference with Many Noisy Proxies
By Lal, Imbens, Hull

Super interesting report here on specialty coffee: www.transactionguide.coffee/reports

"fancy" coffee hasn't budged much, which is fascinating -- suggests really strong margins beforehand.
SCTG Reports and Data Briefs — Specialty Coffee Transaction Guide
www.transactionguide.coffee
apoorvalal.github.io/lalgorithms/...
New linklog: new long term paper w Imbens and Hull, new job, RL<> Causal Rosetta Stone, demand elasticity simulator, and some nice metrics papers
2026-01-13
self-promotion Lal, Imbens, and Hull is a new paper we wrote analyzing the long-term causal inference problem [wherein one has a randomly assigned treatment W, several short-term proxy metrics P obser...
apoorvalal.github.io
Never underestimate the quest for knowledge no matter how irrelevant it may seem in the moment

If I hadn’t gone to a public university, I honestly wouldn’t have ever bothered to watch a basketball game. But now? “Boxing out” is a top ten skills for boarding public transportation

😂

hahahah somehow i've never been called a theatrical person, but yes, I'm definitely a FF stan

it's the best. I play it in french and that makes it 👨‍🍳💋

also, it's so much better than most JRPGS! The combat is excellent.
modern art

That feeling before the next news item drops

iykyk
I see a lot of econ/socsci Bluesky asking for AI starter advice. IMO the highest impact, low cost tweak to your workflow is training an AI to follow *your* coding/writing prefs & habits.

Literally, tell Claude: "Look at <XYZ dirs>. ID common themes, styles & conventions. Write them to a .md file."

LOL
Breaking News: The EPA will stop considering lives saved when setting pollution limits and instead calculate only the cost to businesses.
E.P.A. to Stop Considering Lives Saved by Limiting Air Pollution
In a reversal, the agency plans to calculate only the cost to industry when setting pollution limits, and not the monetary value of saving human lives, documents show.
nyti.ms
Two new preprints on the efx of GLP-1s just dropped.

They use different samples, data, & designs.

But they come to the same conclusion on one point:

GLP-1s do not generate meaningful short- to medium-run reductions in non-GLP-1 medical spending, despite clear health benefits.
“I want AJ Brown packing his bags… And I also want Kevin Patullo flipping burgers at the local McDonald’s.”
your boy is (very briefly) cited in this week’s Economist to point out once again that if tariffs were so good they wouldn’t have to exempt data centers from them

Right right right cool cool

Reposted by Nathan Nunn

In last 8 days: invade Venezuela and kidnap president, ICE shoots a mom in the face, and Trump admin brings criminal charges against Fed chair?

Am I missing anything?

I proposed Creep at the meeting
NEW: Federal prosecutors have opened up a criminal investigation into Fed chair Powell over the central bank’s renovation of its Washington headquarters and whether Powell lied to Congress about the scope of the project

www.nytimes.com/2026/01/11/u... @nytimes.com
Federal Prosecutors Are Said to Have Opened Inquiry Into Fed Chair Powell
www.nytimes.com
Economists!

I am looking for someone to coauthor an article on the massive decline in costs of genome sequencing.

The science is all fine, but I'm interested in the economics of it all: the innovation, funding, prizes, patents, etc.

Does anyone come to mind? Thanks!

Just did 40 year old dads band practice where we played weezer, rhcp, oasis and sublime. #90sdadrock #thirdspace
Losing my shit at Ashley St Clair doing a reverse Naomi Wolf.

Slightly diminish a game:

Hollow squire
Slightly diminish a game:

Red Dead Apology 2
Slightly diminish a game:

The Memento of Zelda.
Slightly diminish a game:

Red Dead Apology 2
Slightly diminish a game:

The Memento of Zelda.
Slightly diminish a game:

Petty Theft Auto
we’re in the vet’s office waiting room and they just called for Agamemnon. we all looked at the Great Dane but it turns out Agamemnon is an orange kitten in a backpack that makes him look like an astronaut cheese puff
Today Claude is building a command-line app to convert sheet music to a music grid format I use personally to memorize tunes. Screenshots of the Claude Code session follow.