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Stephan Hollander

@stephanhollander.bsky.social

Professor @TilburgU School of Economics and Management. Computational linguistics, text-as-data, and Python (@ThePSF) enthusiast. ZEPH 3 17

3,614 Followers  |  109 Following  |  87 Posts  |  Joined: 20.09.2023  |  1.979

Latest posts by stephanhollander.bsky.social on Bluesky

Excessive screentime in early age associated with delayed cognitive development, both directly and indirectly through what it crowds out: play, talk, & exploration. But limited use seems fine.

04.08.2025 12:54 โ€” ๐Ÿ‘ 12    ๐Ÿ” 5    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 1

Referees make the journal system work. They are selfless in volunteering their time to ensure that our science continues to progress.

All of the great referees out there please know that editors recognize your hard work and tireless effort. We do not always say it, but we do! Thank you.

04.08.2025 14:29 โ€” ๐Ÿ‘ 42    ๐Ÿ” 10    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 1
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At 17, Hannah Cairo Solved a Major Math Mystery | Quanta Magazine After finding the homeschooling life confining, the teen petitioned her way into a graduate class at Berkeley, where she ended up disproving a 40-year-old conjecture.

What a fantastic accomplishment -- and what a fantastic story! www.quantamagazine.org/at-17-hannah...

03.08.2025 12:13 โ€” ๐Ÿ‘ 299    ๐Ÿ” 88    ๐Ÿ’ฌ 6    ๐Ÿ“Œ 6
August 1, 2025
AMERICAN ECONOMIC ASSOCIATION
Committee on Economic Statistics and Committee on Government Relations


Statement from the American Economic Association on the
Dismissal of the BLS Commissioner

Leaders of the American Economic Association express their grave concern over the dismissal of the Commissioner of the Bureau of Labor Statistics (BLS) earlier today.
The independence of the federal statistical agencies is essential to the proper functioning of a modern economy. Accurate, timely, and impartial statistics are the foundation upon which households, businesses, and policymakers make critical decisions. Undermining the independence or credibility of these agencies threatens the integrity of the information that markets, institutions, and the public rely on every day.
Measuring the vast and dynamic U.S. economy in real time is inherently challenging. It is standard practice for statistical estimates to be revised as more complete and higher-quality data become available. These revisions reflect the commitment of statistical agencies to accuracy, transparency, and methodological rigor-not failure or bias.
The BLS has long had a well-deserved reputation for professional excellence and nonpartisan integrity.
Safeguarding this tradition is vital for the continued health of the U.S. economy and public trust in our institutions.
We call upon elected officials to respect and preserve the independence of the nation's statistical infrastructure.

Lawrence Katz
President, American Economic Association
Katharine Abraham
President-Elect, American Economic Association
Karen Dynan
Chair, American Economic Association Committee on Economic Statistics
Kenneth Troske
Chair, American Economic Association Committee on Government Relations

August 1, 2025 AMERICAN ECONOMIC ASSOCIATION Committee on Economic Statistics and Committee on Government Relations Statement from the American Economic Association on the Dismissal of the BLS Commissioner Leaders of the American Economic Association express their grave concern over the dismissal of the Commissioner of the Bureau of Labor Statistics (BLS) earlier today. The independence of the federal statistical agencies is essential to the proper functioning of a modern economy. Accurate, timely, and impartial statistics are the foundation upon which households, businesses, and policymakers make critical decisions. Undermining the independence or credibility of these agencies threatens the integrity of the information that markets, institutions, and the public rely on every day. Measuring the vast and dynamic U.S. economy in real time is inherently challenging. It is standard practice for statistical estimates to be revised as more complete and higher-quality data become available. These revisions reflect the commitment of statistical agencies to accuracy, transparency, and methodological rigor-not failure or bias. The BLS has long had a well-deserved reputation for professional excellence and nonpartisan integrity. Safeguarding this tradition is vital for the continued health of the U.S. economy and public trust in our institutions. We call upon elected officials to respect and preserve the independence of the nation's statistical infrastructure. Lawrence Katz President, American Economic Association Katharine Abraham President-Elect, American Economic Association Karen Dynan Chair, American Economic Association Committee on Economic Statistics Kenneth Troske Chair, American Economic Association Committee on Government Relations

Statement from the largest economics association about the BLS firing

As context: AEA approximately never makes such public statements

This is a big deal

02.08.2025 20:13 โ€” ๐Ÿ‘ 5101    ๐Ÿ” 2142    ๐Ÿ’ฌ 120    ๐Ÿ“Œ 112

It has been the honor of my life to serve as Commissioner of BLS alongside the many dedicated civil servants tasked with measuring a vast and dynamic economy. It is vital and important work and I thank them for their service to this nation.

02.08.2025 02:18 โ€” ๐Ÿ‘ 21948    ๐Ÿ” 4416    ๐Ÿ’ฌ 1195    ๐Ÿ“Œ 266
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Big Techโ€™s $400 Billion AI Spending Spree Drives Valuations to New Highs Microsoft joined Nvidia in the $4 trillion market cap club, while Meta is closing in on the $2 trillion mark.

The AI arms race is accelerating as major tech companies add to their already gargantuan levels of spending. The bets are paying off for investors, but not for all employees.

01.08.2025 01:30 โ€” ๐Ÿ‘ 12    ๐Ÿ” 4    ๐Ÿ’ฌ 5    ๐Ÿ“Œ 2

I've been working on a new tool, Refine, to make scholars more productive. If you're interested in being among the very first to try the beta, please read on.

Refine leverages the best current AI models to draw your attention to potential errors and clarity issues in research paper drafts.

1/

24.07.2025 03:24 โ€” ๐Ÿ‘ 276    ๐Ÿ” 79    ๐Ÿ’ฌ 26    ๐Ÿ“Œ 17

What are your favorite recent papers on using LMs for annotation (especially in a loop with human annotators), synthetic data for task-specific prediction, active learning, and similar?

Looking for practical methods for settings where human annotations are costly.

A few examples in thread โ†ด

23.07.2025 08:10 โ€” ๐Ÿ‘ 74    ๐Ÿ” 23    ๐Ÿ’ฌ 14    ๐Ÿ“Œ 3
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The Value of Software (Forthcoming Article) - Software is one of the most important assets that needs to be priced in the digital economy. It has emerged as a disruptive technology, with companies primarily valued for thei...

Forthcoming in the AER: "The Value of Software" by Roberto Gรณmez-Cram and Alastair Lawrence. www.aeaweb.org/articles?id=...

17.07.2025 14:08 โ€” ๐Ÿ‘ 5    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Do Markets Value Fed Independence? An Event Study.

16.07.2025 16:59 โ€” ๐Ÿ‘ 5475    ๐Ÿ” 1479    ๐Ÿ’ฌ 178    ๐Ÿ“Œ 105
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If you read my work, I have always loved using em-dashes. Now I actually go through & replace them with semicolons or parentheses (even when dashes would be better) because people assume they are AI

Reminds me of the great Delve Collapse - use of the word dropped after it became associated with AI.

26.06.2025 17:33 โ€” ๐Ÿ‘ 58    ๐Ÿ” 12    ๐Ÿ’ฌ 5    ๐Ÿ“Œ 6
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๐Ÿ“ข Final-stage PhD in accounting?
Present at the Emerging Scholars Conference in Frankfurt, Oct 8โ€“9 2025.
๐Ÿ—“๏ธ Apply by Aug 8 โ†’ www.emerging-scholars.org
#Accounting #PhDlife #TRR266 #CallForPapers

14.07.2025 13:15 โ€” ๐Ÿ‘ 0    ๐Ÿ” 1    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

Yellin' at Yellen - great new paper.

โ€œCongress interrupted Janet Yellen, the only woman to chair the Federal Reserve Board, far more than her male peers. We find that lawmakers with daughters did it less, suggesting gender bias drove the interruptions.โ€

www.journals.uchicago.edu/doi/10.1086/...

06.07.2025 18:20 โ€” ๐Ÿ‘ 78    ๐Ÿ” 20    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 2

Scrolling through a journalโ€™s website to find your own published article just doesnโ€™t hit the same as wandering into a bookstore and spotting your name on a spine. Same idea, less magic โ€ฆ

#EconSky #Academia #Publishing

04.07.2025 06:11 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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First time a judge has decided a case based on hallucinated case law in the US that I've encountered.

caselaw.findlaw.com/court/ga-cou...

03.07.2025 23:35 โ€” ๐Ÿ‘ 1954    ๐Ÿ” 600    ๐Ÿ’ฌ 61    ๐Ÿ“Œ 132

Hello #econtwitter community: if any of you has been teaching any of my papers, would you mind shooting me a DM? I would hugely appreciate that ๐Ÿ™ and thanks in advance!

26.06.2025 18:25 โ€” ๐Ÿ‘ 14    ๐Ÿ” 13    ๐Ÿ’ฌ 3    ๐Ÿ“Œ 1

Insane performance, #FaithKipyegon ๐Ÿ’ช๐Ÿป #NielsLaros #StefanNillessen pacers โค๏ธ

26.06.2025 19:18 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Out in @pnas.org today!! We ran a field experiment with ~1000 high school students & found:

โœ… GenAI tutoring boosts practice perf
โš ๏ธ But hinders human learning, hurting perf when AI access is removed
๐Ÿ›ก๏ธ Safeguards like hint-based help can offset this
www.pnas.org/doi/10.1073/...

25.06.2025 16:26 โ€” ๐Ÿ‘ 25    ๐Ÿ” 8    ๐Ÿ’ฌ 3    ๐Ÿ“Œ 0
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Initiating out-of-office reply countdown. ETA: 13 days ๐Ÿ•š Too soon to flip the switch, or just optimizing uptime? #academiclife #econsky #summerbreak

25.06.2025 16:53 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Using data on 2.5 million great-grandchildren linked to great-grandfathers (1850โ€“1940) to find strong economic persistence across 4 generations, from Zachary Ward, @kaseybuckles.bsky.social, and Joseph Price https://www.nber.org/papers/w33923

21.06.2025 19:00 โ€” ๐Ÿ‘ 46    ๐Ÿ” 21    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1
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This graph from @economist.com reveals a major pivot in #economics toward data and empirical work, with theory and modeling taking a back seat. The underlying data is open source at www.causal.claims

๐Ÿท๏ธ @prashantgarg.bsky.social @trfetzer.com

21.06.2025 04:45 โ€” ๐Ÿ‘ 14    ๐Ÿ” 4    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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๐Ÿงต NEW PAPER - "Quantifying Narrative Similarity Across Languages" is live at SMR. We combine NLP w pairwise LLM evals to track ideas across media ecosystems and languages. We also figured out a way to eval unsupervised probs on widely understood supervised performance metrics.

20.06.2025 14:19 โ€” ๐Ÿ‘ 20    ๐Ÿ” 7    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 1

Like I've said before, if you have any doubts about climate change, just go to a super-boring insurance conference and listen to the super-boring panels where they dryly talk about the growing threat of disasters so catastrophic and unpredictable in scope they simply cannot be insured at any price.

18.06.2025 21:44 โ€” ๐Ÿ‘ 13915    ๐Ÿ” 5292    ๐Ÿ’ฌ 256    ๐Ÿ“Œ 198

What is common knowledge in your field, but shocks outsiders?

A liability isnโ€™t (always) a liability

#textualanalysis #accounting #finance

18.06.2025 05:23 โ€” ๐Ÿ‘ 2    ๐Ÿ” 0    ๐Ÿ’ฌ 1    ๐Ÿ“Œ 0
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Like Great-Grandparent, Like Great-Grandchild? Multigenerational Mobility in American History Founded in 1920, the NBER is a private, non-profit, non-partisan organization dedicated to conducting economic research and to disseminating research findings among academics, public policy makers, an...

The past really sticks.

Even after 4 generations, your great-grandfatherโ€™s economic status still largely shapes your own.

๐Ÿ‘‰ 33% persistence across time for whites
๐Ÿ‘‰ But racial inequality is the key driver

The American Dream? More inherited than we thought.
www.nber.org/papers/w33923

16.06.2025 15:57 โ€” ๐Ÿ‘ 38    ๐Ÿ” 16    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 1
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Today we released Institutional Books 1.0, a 242B token dataset from Harvard Library's collections, refined for accuracy and usability. ๐Ÿงต

12.06.2025 21:12 โ€” ๐Ÿ‘ 74    ๐Ÿ” 29    ๐Ÿ’ฌ 10    ๐Ÿ“Œ 6

A revised version of the paper will be available soon. Stay tuned!

14.06.2025 18:43 โ€” ๐Ÿ‘ 1    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0

๐Ÿท๏ธ @lvanlent.bsky.social Tarek Hassan @aakashkalyani.bsky.social Markus Schwedeler, Ahmed Tahoun

14.06.2025 18:12 โ€” ๐Ÿ‘ 0    ๐Ÿ” 0    ๐Ÿ’ฌ 0    ๐Ÿ“Œ 0
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Economic Surveillance using Corporate Text Over the past decennium, we have witnessed a significant growth in the volume of company-released text data, ranging from transcripts of periodic ...

Okay, a little late in sharing. But in academic time, this is practically breaking news ๐Ÿ˜€ Our @nber.org Working Paper No. w33158 โ€œEconomic Surveillance using Corporate Textโ€ was (somewhat recently) featured by Harvard Law School Forum on Corporate Governance corpgov.law.harvard.edu/2025/02/11/e...

14.06.2025 18:11 โ€” ๐Ÿ‘ 5    ๐Ÿ” 2    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 0
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๐Ÿ‘€This is impressive: Using an autonomous agent based on o3-mini and GPT-4.1, a team from Harvard, MIT & other institutions reproduced and updated an entire issue of Cochrane Reviews in two daysโ€ฆ saving 12 person-years of work.

The AI reviews captured more papers & were more accurate than humans.

14.06.2025 02:00 โ€” ๐Ÿ‘ 163    ๐Ÿ” 27    ๐Ÿ’ฌ 2    ๐Ÿ“Œ 11

@stephanhollander is following 20 prominent accounts