Benjamin Arold's Avatar

Benjamin Arold

@benjaminarold

Assistant Professor, Faculty of Economics, @Cambridge. Before @ETH, @LMU_Muenchen, @ifo_Institut. Economics of Education, Labor, Public, Religion, and AI.

90
Followers
100
Following
8
Posts
24.03.2025
Joined
Posts Following

Latest posts by Benjamin Arold @benjaminarold

How Much Do Employees Really Value their Work Benefits? | Keynes Fund Project | Benjamin Arold
How Much Do Employees Really Value their Work Benefits? | Keynes Fund Project | Benjamin Arold YouTube video by Faculty of Economics, University of Cambridge

In a new Keynes Fund sponsored video, @benjaminarold.bsky.social asks: how much do employees really value the benefits they receive in employment? The data uncovers a surprising answer.
#econsky #KeynesFund
youtu.be/Mlfli5pvgHA?...

13.02.2026 13:12 ๐Ÿ‘ 2 ๐Ÿ” 1 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
Post image

๐Ÿ†• RFBerlin Discussion Paper!
@benjaminarold.bsky.social, @elliottash.bsky.social, W. Bentley MacLeod and Suresh Naidu study worker rights in collective bargaining and how legal protections shape bargaining outcomes and wage dynamics. ๐Ÿ”— rfberlin.com/wp-content/u...

26.11.2025 12:46 ๐Ÿ‘ 2 ๐Ÿ” 2 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
Can Schools Change Religious Attitudes? We study whether compulsory religious education in schools affects studentsโ€™ religiosity as adults. We exploit the staggered termination of compulsory religious education across German states in model...

And oh boy, "Adam's Research Minute" is a banger. The
@benjaminarold.bsky.social, @woessmann.bsky.social, Zierow research on how schooling affects religiosity is super important and interesting. Here's the link to the journal article: jhr.uwpress.org/content/earl...

6/n

22.10.2025 14:38 ๐Ÿ‘ 2 ๐Ÿ” 2 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0

Religious education in school has long-lasting effects on adulthood religiosity and labor market success. ๐Ÿ‘‡

See our new paper @ Journal of Human Resources:

10.10.2025 09:25 ๐Ÿ‘ 2 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
Post image

6/7 ๐Ÿ‘‰Empirical Results II: Employment

๐Ÿ”นUse leave-one-out employment rates as instruments for bargaining power shocks in DiD estimation

๐Ÿ”นHigher employment rate leads to more worker rights clauses

๐Ÿ”นImproved employment opportunities strengthen worker bargaining power

24.03.2025 13:45 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Post image

5/7 ๐Ÿ‘‰Empirical Results I: Labor Tax

๐Ÿ”นUse provincial labor income tax changes as shocks in DiD estimation

๐Ÿ”นHigher provincial labor taxes lead to more worker rights clauses

๐Ÿ”นDemonstrates substitution from taxed income toward untaxed amenities

24.03.2025 13:45 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Post image

3/7 ๐Ÿ‘‰NLP Pipeline & Data:

๐Ÿ”น30,000 Canadian CBAs (1986-2015)

๐Ÿ”นDependency parsing identifies linguistic structure of text which we map to legal categories ("employees shall receive...")

๐Ÿ”นLLM embeddings & clustering to classify rights into distinct topics

24.03.2025 13:45 ๐Ÿ‘ 1 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Post image

๐ŸšจNew Working Paper:

The Value of Worker Rights in Collective Bargaining

w/ @elliottash.bsky.social , W. Bentley MacLeod & Suresh Naidu

We propose novel NLP methods applied to 30,000 collective bargaining agreements to quantify the value of worker rights.

๐Ÿ‘‰ nber.org/papers/w33605

๐Ÿงต1/7

24.03.2025 13:45 ๐Ÿ‘ 21 ๐Ÿ” 11 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Post image

7/7 ๐Ÿ‘‰Valuation & Conclusion:

๐Ÿ”นUse labor tax shocks to estimate effects on wages

๐Ÿ”นBringing estimations together: One-standard-deviation increase in worker rights equals ~5.7% wage increase

๐Ÿ”นConclude: Worker rights have real economic value, not merely symbolic

24.03.2025 13:45 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 0 ๐Ÿ“Œ 0
Post image

4/7 ๐Ÿ‘‰Validation:

๐Ÿ”นHuman and LLM-scaled pairwise clause comparisons confirm our worker rights measure benefits workers

๐Ÿ”นCorrelation of rights measure with pro-worker HR practices (World Management Survey by
@I_Am_NickBloom
et al.)

๐Ÿ”นCase study: 2005 Auto Workers Crisis

24.03.2025 13:45 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0
Post image

2/7 ๐Ÿ‘‰ Motivation:

๐Ÿ”นCBAs contain extensive worker rights beyond wages

๐Ÿ”นWe investigate if these rights have real economic value

๐Ÿ”นKey question: Are these legal rights mere "cheap talk" or valued amenities?

24.03.2025 13:45 ๐Ÿ‘ 0 ๐Ÿ” 0 ๐Ÿ’ฌ 1 ๐Ÿ“Œ 0