Skip to main content

ETHNOS_APP

Home • Search • Journals • List 0

Automation and New Tasks

How Technology Displaces and Reinstates Labor

Bibliographic Data

ID4994496
AuthorsDaron Acemoglu (0000-0003-0908-7491, Massachusetts Institute of Technology), Pascual Restrepo (Pascual Restrepo is Assistant Professor of Economics, Boston University, Boston, Massachusetts.)
Year2019
Volume33
Issue2
Pages3-30
Publication date2019-05-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueThe Journal of Economic Perspectives (JOURNAL)
Journal identifiersISSN: 0895-3309 • E-ISSN: 1944-7965
PublisherAmerican Economic Association (PUBLISHER • US)
DOI10.1257/jep.33.2.3
OpenAlexW2922903482
LanguageEN
Citations received342
References cited7

We present a framework for understanding the effects of automation and other types of technological changes on labor demand, and use it to interpret changes in US employment over the recent past. At the center of our framework is the allocation of tasks to capital and labor-the task content of production. Automation, which enables capital to replace labor in tasks it was previously engaged in, shifts the task content of production against labor because of a displacement effect. As a result, automation always reduces the labor share in value added and may reduce labor demand even as it raises productivity. The effects of automation are counterbalanced by the creation of new tasks in which labor has a comparative advantage. The introduction of new tasks changes the task content of production in favor of labor because of a reinstatement effect, and always raises the labor share and labor demand. We show how the role of changes in the task content of production-due to automation and new tasks-can be inferred from industry-level data. Our empirical decomposition suggests that the slower growth of employment over the last three decades is accounted for by an acceleration in the displacement effect, especially in manufacturing, a weaker reinstatement effect, and slower growth of productivity than in previous decades

Automation · Economic growth · Economics · Industrial organization · Labor demand · Labour economics · Macroeconomics · Management · Microeconomics · Productivity · Technological change · Wage · Economic Growth and Productivity · Engineering · Labor market dynamics and wage inequality · Regional Economics and Spatial Analysis

  • From grand visions to situated imaginaries

    Open Access•Renata Włoch, Bartosz Ślosarski•Big Data & Society•2026

  • The Impact of Artificial Intelligence on Indian Economy

    Open Access•Poulomi Bhattacharya, Badri Narayan Rath•Science Technology and Society•2026

  • Reshaping China’s Labour Market

    Open Access•Cheng Tan, Aobo Ran•Science Technology and Society•2026

  • Introduction

    Open Access•D Cetindamar•Science Technology and Society•2026

  • Decoding the societal and technical challenges of Artificial Intelligence

    Open Access•Govand Khalid Azeez, Vishal Rana•AI & Society•2026

  • Fostering just transition in the Italian automotive ecosystem

    Open Access•Anna Novaresio, Anna Moretti et al.•Environmental Innovation and…•2026

  • Evaluating the socio-economic impacts of the energy system transition

    Open Access•Andrew G Ross, Patrizio Lecca et al.•Energy Research & Social Science•2026

  • A value form analysis of artificial intelligence driven synthetic automation and its impact on the middle class

    Open Access•Sanghamitra Choudhury, Shailendra Kumar et al.•Discover Global Society•2026

  • The case for near-term artificial intelligence risks to be considered a public health problem

    Open Access•Richard C Armitage•Global Public Health•2026

  • The universality of the machine

    James Steinhoff•Work in the Global Economy•2024

  • Technology as enabler of the automation of work? Current societal challenges for a future perspective of work / A tecnologia como facilitadora da automação do trabalho? Desafios sociais atuais para uma visão do futuro do trabalho

    Open Access•Bettina-Johanna Krings, António B Moniz et al.•Revista Brasileira de Sociologia…•2021

  • The Organizational Correlates of Automation Depend on Job Status

    Open Access•Wei Qi•International Journal of Social…•2023

  • Innovations et inégalités

    Luca Cocco, Olivier Pernet-Coudrier•Regards croisés sur l'économie/Rega…•2024

  • Invisibility not invincibility

    Open Access•Shaista Waqar, Rubina Hanif et al.•Gender in Management An…•2021

  • Industry 4.0 and some social consequences

    Open Access•Ilona Cserháti, Károly Pirisi•Society and Economy•2020

  • Introduction

    Ben Turner, Lucas Van Milders•Theory & Event•2021

  • Grasping Digitalization in the Working World

    Open Access•Teresa Sophie Friedrich, Marie-Christine Laible et al.•Soziale Welt•2021

  • Kratki pregled političke ekonomije tehnoloških promjena

    Open Access•Marko Grdešic•Politička misao•2023

  • New tech, new threat? Occupational exposure to artificial intelligence increases support for AI regulation

    Open Access•Zack Grant, Jane Green et al.•Journal of European Public Policy•2026

  • Navigating the Jagged Technological Frontier

    Open Access•Fabrizio Dell’Acqua, Fabrizio Dell'Acqua et al.•SSRN Electronic Journal•2023

  • The impact of generative artificial intelligence on socioeconomic inequalities and policy making

    Open Access•Valerio Capraro, Austin Lentsch et al.•PNAS Nexus•2024

  • How Artificial Intelligence Technology Affects Productivity and Employment

    Open Access•Chih‐hai Yang•Research Policy•2022

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

    Open Access•David Autor, David Dorn et al.•The Quarterly Journal of Economics•2020

  • Vibe researching

    Open Access•Yongjun Zhang•Chinese Sociological Review•2026

  • The Evolution of Artificial Intelligence Talent Demand in China

    Open Access•M Liu, Yitao Wang•Technology in Society•2026

  • Human Capitalists

    Andrea L Eisfeldt, Andrea Eisfeldt et al.•National Bureau of Economic…•2021

  • Creative Industry 4.0

    Open Access•Hubert Escaith•SSRN Electronic Journal•2022

  • Conflict or cooperation? Exploring the relationship between cooperative institutions and robotisation

    Open Access•Toon Van Overbeke•British Journal of Industrial…•2023

  • Causal Beliefs and the Potential for Political Backlash Against AI

    Open Access•Sophie Borwein, Beatrice Magistro et al.•Public Opinion Quarterly•2026

  • No automation please, we’re British

    Open Access•David Spencer, Gary Slater•Cambridge Journal of Regions…•2020

  • The wrong kind of AI? Artificial intelligence and the future of labour demand

    Open Access•Daron Acemoglu, Pascual Restrepo•Cambridge Journal of Regions…•2019

  • Can artificial intelligence equitably mitigate climate change? Spatiotemporal evidence from Chinese cities

    Open Access•Lu Liu, Chunhua Yan et al.•Environmental Research Letters•2025

  • Los límites del enfoque mainstream para estudiar el impacto de la tecnología en el mercado laboral

    Open Access•Sebastián Fernández-Franco, Juan M Graña•Revista iberoamericana de…•2024

  • Machinery industry as a digital catalyst

    Open Access•Yeongjun Yeo, Sungmoon Jung•Science and Public Policy•2025

  • Efficiency vs. Meaningful Work

    Open Access•David Spencer•Contributions to Political Economy•2024

  • Technology in care systems

    Open Access•Kate Hamblin•New Technology Work and Employment•2022

  • The Impact of SO2 Emissions Trading Scheme on Firm’s Environmental Performance

    Open Access•Jian Song, Yijing Wang et al.•International Journal of…•2022

  • Information as a catalyst for industrialization

    Open Access•David A Hennessy•Journal of Economic Behavior &…•2025

  • How scary is the risk of automation? Evidence from a large-scale survey experiment

    Open Access•Maria Alejandra Cattaneo, Christian Gschwendt et al.•Journal of Economic Behavior &…•2025

  • How Population Aging Affects Industrial Structure Upgrading

    Open Access•Xiao Shen, Liang Jing-bo et al.•International Journal of…•2022

  • Spouses as home health workers, childcare workers and cooks

    Open Access•Shoshana Grossbard•Economics & Human Biology•2025

  • Artificial intelligence adoption and workplace training

    Open Access•Samuel Muehlemann•Journal of Economic Behavior &…•2025

  • Produktivität und technischer Fortschritt – Was sagen die ökonomischen Theorien?

    Alexander Herzog-Stein, Alexander Herzog‐Stein et al.•Sozialer Fortschritt•2026

  • Extreme Cognitive Assistance and Open Futures

    Open Access•Nathaniel Sharadin•Journal of Ethics and Social…•2026

  • AI street-level bureaucracy

    Jianxiang Tan, Yanto Chandra•International Public Management…•2026

  • The specifics of non‐routine task changes

    Open Access•Carol Scotese, Carol A Scotese•Contemporary Economic Policy•2026

  • Firms' GitHub Copilot adoption and labor market outcomes for software engineers

    Open Access•Matthew D Baird, Mar Carpanelli et al.•Contemporary Economic Policy•2026

  • Impact of Pandemics on Alternative Measure of Economic Well-being

    Open Access•Swati Sinha Babu•Indian Journal of Human Development•2026

  • Truck drivers and automation

    Open Access•Alexandra Bratanova, C Mason et al.•Transport Policy•2026

  • How demography shapes the macroeconomic returns to automation

    Open Access•Izabella Kuncz, Petra Németh et al.•Technology in Society•2026

  • The labor-saving paradox in transition

    Open Access•Man Qin, Yaoyao Zhang et al.•Technological Forecasting and…•2026

  • Firm-level evidence on AI-driven output expansion and productivity in China

    Open Access•Quan Sun, Minjie Huang•Socio-Economic Planning Sciences•2026

  • The era of AI

    Open Access•Tailong Li, Jinmeng Shi•Socio-Economic Planning Sciences•2026

  • Robot adoption and carbon emission reduction

    Open Access•Yunsu Du, Qianqian Chen et al.•Socio-Economic Planning Sciences•2026

  • Governing the long game

    Open Access•Jingkun Bai, Guimin Qu•Socio-Economic Planning Sciences•2026

  • A study on the influencing factors of perceived artificial intelligence substitution risk

    Open Access•Xianghui Xing, Hongwei Dai et al.•Acta Psychologica•2026

  • Haken conference interpreters in Japan

    Open Access•D Giustini•Interpreting and Society•2022

  • Hindistan’ın Yapay Zekâ Gelişimi Üzerine Bir İnceleme

    Open Access•Merih Angın, Orçun Doğmazer•Mevzu – Sosyal Bilimler Dergisi•2023

  • Digital technology and service tradability

    Open Access•Lei Wang, Yihan Chen et al.•Humanities and Social Sciences…•2025

  • The politics of autonomous vehicles

    Open Access•Jack Stilgoe, Miloš Mladenović et al.•Humanities and Social Sciences…•2022

  • Robots, firm relocation, and air pollution

    Open Access•Yanying Wang, Qingyang Wu•Humanities and Social Sciences…•2024

  • Impact of automation on long haul trucking operator-hours in the United States

    Open Access•Aniruddh Mohan, Parth Vaishnav•Humanities and Social Sciences…•2022

  • Industrial robot applications and individual migration decision

    Open Access•Mahuaqing Zuo, Yuhan Zhao et al.•Humanities and Social Sciences…•2024

  • Rivaling reinforcement and resource reallocation

    Open Access•Li Xu, Zetian Fu et al.•Humanities and Social Sciences…•2025

  • Automation Anxieties

    Open Access•Cameron W Piercy, Angela N Gist-Mackey•Human-Machine Communication•2021

  • Sensemaking with AI

    Open Access•Sarah J Daly, Greg Hearn et al.•Social Sciences & Humanities Open•2025

  • AI and worker well-being

    Open Access•Voraprapa Nakavachara•Social Sciences & Humanities Open•2026

  • Car-Em

    Sandhya Jayaraman, Andrew Violette et al.•ACM Transactions on Human-Robot…•2026

  • Organized Futures. On the Ambiguity of the Digital Absorption of Uncertainty

    Open Access•Thomas Wendt•Frontiers in Education•2021

  • Sanayi 4.0, İşgücü Piyasası ve Bilgi İşçiliği

    Open Access•Mehmet Kaya•The Journal of International…•2021

  • Data on Digital Transformation in the German Socio-Economic Panel

    Open Access•Alexandra Fedorets, Stefan Kirchner et al.•Jahrbucher fur Nationalokonomie…•2022

  • Pension Reform Effects in Times of Technological Change and Shifting Task Composition

    Open Access•Bernhard Boockmann, Natalie Herdegen et al.•Jahrbucher fur Nationalokonomie…•2026

  • Unraveling the conceptual ambiguity of digital human resource management

    Open Access•Sumbol Fiaz, Muhammad Asif Qureshi•Cogent Social Sciences•2024

  • Has the development of artificial intelligence promoted urban pollutant and carbon emission reduction? Evidence from China

    Open Access•Mengyu Li, Tangfa Liu et al.•Frontiers in Public Health•2026

  • Industrial upgrading and new quality productive forces

    Open Access•Chao Li, Meiyi Wang•Frontiers in Public Health•2025

  • Artificial intelligence and job performance of healthcare providers in China

    Open Access•Qi Zheng, Zheng Qi et al.•Frontiers in Public Health•2024

  • Artificial intelligence, green innovation efficiency, and public health benefits

    Open Access•Zhihong Zhang, Ming Zhang et al.•Frontiers in Public Health•2025

  • How Does the National New Generation AI Innovation and Development Pilot Zone Impact Corporate Labor Investment Efficiency? Evidence From China

    Open Access•Zhi Wang, Mei Xue et al.•SAGE Open•2025

  • The Impact of Digital Transformation on Commercial Banks’ Business Performance

    Open Access•Shouchao He, Zhi Jin et al.•SAGE Open•2025

  • Digital Transformation, Technological Innovation, and Enterprise Employment

    Open Access•Sifan Gao, Xin Zhang et al.•SAGE Open•2025

  • Occupational Tasks and Wage Structure in Italy

    Open Access•Teresa Barbieri•Economia Politica•2026

  • Exploring Artificial Intelligence Implications for Higher Education Student Affairs

    Andrea M Barrett, Meghan Plate et al.•Journal of Student Affairs…•2025

  • New Technology and Work

    Open Access•Stephen J Frenkel•Sociology Compass•2026

  • Mapping the Occupations of Recent Graduates. The Role of Academic Background in the Digital Era

    Open Access•Helena Corrales Herrero, Beatriz Rodríguez Prado•Research in Higher Education•2024

  • Artificial intelligence, human rights, and the future of work

    Open Access•Michael A Santoro, Brewer D Stone•Journal of Human Rights•2026

  • The economic implications of AI in tourism and hospitality

    Open Access•Tarik Dogru, Anil Bilgihan•Tourism Economics•2026

  • Intelligent manufacturing and enterprise labor income share

    Open Access•Yuqi Chen, Zixi Wang et al.•Journal of the Asia Pacific Economy•2026

  • From code to collaboration

    Shalini Rastogi, Deepika Pandita•International Journal of…•2026

  • The impact of artificial intelligence adoption on cybersecurity behavior

    Open Access•Jeyong Jung, Min-Jik Kim•Current Psychology•2026

  • Frontier technology adoption and inclusive green growth in the EU

    Open Access•Ofori Isaac K, Louise Veling et al.•Ecological Economics•2026

  • Avoiding unemployment in a post-growth economy

    Open Access•Jonathan Aldred•Ecological Economics•2026

  • The Afnan Equilibrium

    Open Access•Shaikh Afnan Birahim•Ecological Economics•2026

  • The labor market effect of generative artificial intelligence on artists

    Open Access•Christos A Makridis•Journal of Cultural Economics•2026

  • Do educational inequalities affect Internet use? An analysis for developed and developing countries

    Open Access•Margarita Billon, Jorge Crespo et al.•Telematics and Informatics•2021

  • Artificial Intelligence and Jobs

    Daron Acemoglu, David Autor et al.•Journal of Labor Economics•2022

  • AI Diffusion and the Possibility of Full Unemployment

    Open Access•Fabio D’orlando•Review of Radical Political…•2026

  • Il Patto per il lavoro della regione Emilia-Romagna

    Francesco Seghezzi•Sociologia del Lavoro•2021

  • The impact of automation on labour market outcomes in emerging countries

    Open Access•Luis R Díaz Pavez, Inmaculada Martinez-Zarzoso•World Economy•2024

  • Digital Imports and Firm‐Level Employment

    Open Access•Lan Lin, Hylke Vandenbussche•World Economy•2026

  • Digital Product Imports and Markups

    Open Access•Chunyuan Zhang, Guoda Gu et al.•World Economy•2025

  • Structural Change in a Multisector Model of Growth

    L Rachel Ngai, Christopher A Pissarides•American Economic Review•2007

  • Technological Adaptation, Cities, and New Work

    Jeffrey Lin•The Review of Economics and…•2011

  • The Industrial Revolution in the Eighteenth Century

    J Rees, J F Rees et al.•The Economic Journal•1929

Unique citing works342
Citations per year48,86
Citation span2019 - 2026 (8)
Citation velocitycurrent
Highly citedYes
Citation typesNeutral: 323
Ethnos_APP • Open Source Project • MIT License • Frontend v2.0.0 • Privacy and Cookies • API Documentation: api.ethnos.app/docs • API Source Code: GitHub • DOI: 10.5281/zenodo.17049435 • Frontend Source Code: GitHub • DOI: 10.5281/zenodo.17050053 • cruz.rio.br • Expectantes Misericordiae