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Despite widespread speculation about artificial intelligence's impact on the future of work, we lack systematic empirical evidence about how these systems are actually being used for different tasks.
The skill content of recent technological change: An empirical exploration
D. H. Autor, F. Levy, and R. J. Murnane · 2003
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A scalable hierarchical distributed language model
A. Mnih and G. Hinton · 2008
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The “task approach” to labor markets: an overview
D. H. Autor · 2013
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What can machines learn and what does it mean for occupations and the economy?
E. Brynjolfsson, T. Mitchell, and D. Rock · 2014
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Why are there still so many jobs? the history and future of workplace automation
D. H. Autor · 2015
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The future of employment: How susceptible are jobs to computerisation?
C. B. Frey and M. A. Osborne · 2017
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The race between man and machine: Implications of technology for growth, factor shares, and employment
D. Acemoglu and P. Restrepo · 2018
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onet-dataviz
A. Kilbourne-Quirk · 2019
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The impact of artificial intelligence on the labor market
M. Webb · 2019
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Harms of ai
D. Acemoglu · 2021
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Hierarchical probabilistic neural network language model
F. Morin and Y. Bengio · 2021
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Artificial intelligence and jobs: Evidence from online vacancies
D. Acemoglu, D. Autor, J. Hazell, and P. Restrepo · 2022
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all-mpnet-base-v2: Mpnet-based sentence embedding model
N. Reimers and I. Gurevych · 2022
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Income in the United States: 2022
US Census Bureau · 2022
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Generative ai at work
E. Brynjolfsson, D. Li, and L. R. Raymond · 2023
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Ai assistance in legal analysis: An empirical study
J. H. Choi and D. Schwarcz · 2023
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Navigating the jagged technological frontier: Field experimental evidence of the effects of ai on knowledge worker productivity and quality
F. Dell’Acqua, E. McFowland III, E. R. Mollick, H. Lifshitz-Assaf, K. Kellogg, S. Rajendran, L. Krayer, F. Candelon, and K. R. Lakhani · 2023
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Gpts are gpts: An early look at the labor market impact potential of large language models, 2023
The claude 3 model family: Opus, sonnet, haiku
Anthropic · 2024
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The rapid adoption of generative ai
A. Bick, A. Blandin, and D. J. Deming · 2024
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The economic impacts and the regulation of ai: A review of the academic literature and policy actions
M. Comunale and A. Manera · 2024
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The effects of generative ai on high skilled work: Evidence from three field experiments with software developers
Z. K. Cui, M. Demirer, S. Jaffe, L. Musolff, S. Peng, and T. Salz · 2024
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The adoption of ChatGPT
A. Humlum and E. Vestergaard · 2024
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Generative AI, the American worker, and the future of work
M. Kinder, X. de Souza Briggs, M. Muro, and S. Liu · 2024
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T. Eloundou, S. Manning, P. Mishkin, and D. Rock · 2023
Cited alongside, same era.
How will language modelers like chatgpt affect occupations and industries?
E. Felten, M. Raj, and R. Seamans · 2023
Cited alongside, same era.
Generative ai and jobs : a global analysis of potential effects on job quantity and quality
P. Gmyrek, J. Berg, and D. Bescond · 2023
Cited alongside, same era.
Indeed’s AI at Work Report: How GenAI will impact jobs and the skills needed to perform them
A. Hering · 2023
Cited alongside, same era.
Experimental evidence on the productivity effects of generative artificial intelligence
S. Noy and W. Zhang · 2023
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The impact of ai on developer productivity: Evidence from github copilot
S. Peng, E. Kalliamvakou, P. Cihon, and M. Demirer · 2023
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Economic growth under transformative ai
P. Trammell and A. Korinek · 2023
Cited alongside, same era.
Artificial intelligence index report 2024, 2024
N. Maslej, L. Fattorini, R. Perrault, V. Parli, A. Reuel, E. Brynjolfsson, J. Etchemendy, K. Ligett, T. Lyons, J. Manyika, J. C. Niebles, Y. Shoham, R. Wald, and J. Clark · 2024
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Scaling laws for economic productivity: Experimental evidence in llm-assisted translation
A. Merali · 2024
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Clio: Privacy-preserving insights into real-world ai use, 2024
A. Tamkin, M. McCain, K. Handa, E. Durmus, L. Lovitt, A. Rathi, S. Huang, A. Mountfield, J. Hong, S. Ritchie, M. Stern, B. Clarke, L. Goldberg, T. R. Sumers, J. Mueller, W. McEachen, W. Mitchell, S. Carter, J. Clark, J. Kaplan, and D. Ganguli · 2024
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U.s. bureau of labor statistics
U.S. Bureau of Labor Statistics · 2024
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Genai as an exoskeleton: Experimental evidence on knowledge workers using genai on new skills
E. Wiles, L. Krayer, M. Abbadi, U. Awasthi, R. Kennedy, P. Mishkin, D. Sack, and F. Candelon · 2024
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O*NET OnLine, 2025a
National Center for O*NET Development · 2025
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