AI & Labor Markets

GPTs are GPTs: An Early Look at the Labor Market Impact Potential of Large Language Models

Eloundou, Manning, Mishkin & Rock — OpenAI / University of Pennsylvania, 2023
Finds that approximately 80% of the U.S. workforce could have at least 10% of their tasks affected by LLMs, with around 19% of workers seeing at least 50% of their tasks impacted.

Artificial Intelligence and the Modern Productivity Paradox

Brynjolfsson, Rock & Syverson — MIT / University of Chicago, 2018
Examines why AI hasn't yet shown up in aggregate productivity statistics despite rapid advances, and argues the lag is consistent with historical patterns of general-purpose technology adoption.

The Simple Macroeconomics of AI

Acemoglu — MIT, 2024
A framework for thinking about how AI will affect output, wages, and inequality. Argues that the economic effects of AI will be more modest than many predict unless the technology moves beyond task automation.

Automation & Employment

Automation and New Tasks: How Technology Displaces and Reinstates Labor

Acemoglu & Restrepo — MIT / Boston University, 2019
Develops a framework showing that automation displaces workers from existing tasks but can be counterbalanced by the creation of new tasks. The balance between these forces determines labor's share of income.

The Future of Employment: How Susceptible Are Jobs to Computerisation?

Frey & Osborne — Oxford Martin School, 2013
The landmark study estimating that 47% of U.S. jobs are at high risk of automation. While the timeline has been debated, the framework for assessing job vulnerability remains influential.

Capital, Labor & Inequality

The Decline of the U.S. Labor Share

Elsby, Hobijn & Şahin — University of Edinburgh / Federal Reserve Bank of New York, 2013
Documents the significant decline in labor's share of national income since 2000, exploring globalization, technological change, and institutional factors as potential explanations.

The Fall of the Labor Share and the Rise of Superstar Firms

Autor, Dorn, Katz, Patterson & Van Reenen — MIT / University of Zurich / Harvard / LSE, 2020
Argues that the decline in labor's share is driven by industry concentration, as "superstar firms" with high productivity and low labor shares capture increasing market share.

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