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The Robot Revolution: Managerial and Employment Consequences for Firms

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Cited by:

  1. Johannes Lehmann & Michael Beckmann, 2024. "Digital technologies and performance incentives: Evidence from businesses in the Swiss economy," Papers 2412.12780, arXiv.org.
  2. Herbert Dawid & Michael Neugart, 2023. "Effects of technological change and automation on industry structure and (wage-)inequality: insights from a dynamic task-based model," Journal of Evolutionary Economics, Springer, vol. 33(1), pages 35-63, January.
  3. Heß, Pascal & Janssen, Simon & Leber, Ute, 2023. "The effect of automation technology on workers’ training participation," Economics of Education Review, Elsevier, vol. 96(C).
  4. Lee, Yong Suk & Iizuka, Toshiaki & Eggleston, Karen, 2025. "Robots and labor in nursing homes," Labour Economics, Elsevier, vol. 92(C).
  5. Nikolova, Milena & Cnossen, Femke & Nikolaev, Boris, 2024. "Robots, meaning, and self-determination," Research Policy, Elsevier, vol. 53(5).
  6. Garcia-Macia, Daniel & Korosteleva, Julia, 2025. "Tracing productivity growth channels in the UK," Research Policy, Elsevier, vol. 54(1).
  7. Wang, Siqi & Lim, Weng Marc & Cheah, Jun-Hwa & Lim, Xin-Jean, 2025. "Working with robots: Trends and future directions," Technological Forecasting and Social Change, Elsevier, vol. 212(C).
  8. Davide Antonioli & Alberto Marzucchi & Francesco Rentocchini & Simone Vannuccini, 2022. "Robot Adoption and Innovation Activities (last revised: December 2023)," Munich Papers in Political Economy 21, Munich School of Politics and Public Policy and the School of Management at the Technical University of Munich.
  9. Goldsby, Curtis M. & Hanisch, Marvin, 2023. "Agency in the algorithmic age: The mechanisms and structures of blockchain-based organizing," Journal of Business Research, Elsevier, vol. 168(C).
  10. Kristina McElheran & J. Frank Li & Erik Brynjolfsson & Zachary Kroff & Emin Dinlersoz & Lucia Foster & Nikolas Zolas, 2024. "AI adoption in America: Who, what, and where," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 33(2), pages 375-415, March.
  11. Wang, Weilong & Wang, Jianlong & Ye, Huiying & Wu, Haitao, 2024. "Polluted air, smarter factories? China's robot imports shed light on a potential link," Energy Economics, Elsevier, vol. 134(C).
  12. Li, Xin & Liu, Zhaoda & Ye, Yongwei, 2024. "Public data and corporate employment: Evidence from the launch of Chinese public data platform," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 124-144.
  13. Cao, Yuanyuan & Chen, Shaojian & Tang, Heyan, 2025. "Robot adoption and firm export: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 210(C).
  14. Lin, Boqiang & Xu, Chongchong, 2024. "The effects of industrial robots on firm energy intensity: From the perspective of technological innovation and electrification," Technological Forecasting and Social Change, Elsevier, vol. 203(C).
  15. Antonioli, Davide & Marzucchi, Alberto & Rentocchini, Francesco & Vannuccini, Simone, 2024. "Robot adoption and product innovation," Research Policy, Elsevier, vol. 53(6).
  16. Zhang, Yi & Wang, Ting & Liu, Chun, 2024. "Beyond the modern productivity paradox: The effect of robotics technology on firm-level total factor productivity in China," Journal of Asian Economics, Elsevier, vol. 90(C).
  17. Nikolova, Milena & Lepinteur, Anthony & Cnossen, Femke, 2023. "Just another cog in the machine? A worker-level view of robotization and tasks," GLO Discussion Paper Series 1350, Global Labor Organization (GLO).
  18. Haefner, Naomi & Parida, Vinit & Gassmann, Oliver & Wincent, Joakim, 2023. "Implementing and scaling artificial intelligence: A review, framework, and research agenda," Technological Forecasting and Social Change, Elsevier, vol. 197(C).
  19. Lehmann, Johannes, 2024. "HR analytics: A centralizing or decentralizing force?," Working papers 2024/13, Faculty of Business and Economics - University of Basel.
  20. Erik Brynjolfsson & Catherine Buffington & Nathan Goldschlag & J. Frank Li & Javier Miranda & Robert Seamans, 2023. "The Characteristics and Geographic Distribution of Robot Hubs in U.S. Manufacturing Establishments," Working Papers 23-14, Center for Economic Studies, U.S. Census Bureau.
  21. Sun, Wenyuan & Zhang, Zhonghui & Chen, Yang & Luan, Fushu, 2023. "Heterogeneous effects of robots on employment in agriculture, industry, and services sectors," Technology in Society, Elsevier, vol. 75(C).
  22. Dario Guarascio & Alessandro Piccirillo & Jelena Reljic, 2024. "Will robot replace workers? Assessing the impact of robots on employment and wages with meta-analysis," LEM Papers Series 2024/03, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
  23. Liu, Shasha & Wu, Yuhuan & Kong, Gaowen, 2024. "Politics and Robots," International Review of Financial Analysis, Elsevier, vol. 91(C).
  24. Chenhui Ding & Xiaoming Song & Yingchun Xing & Yuxuan Wang, 2023. "Bilateral Effects of the Digital Economy on Manufacturing Employment: Substitution Effect or Creation Effect?," Sustainability, MDPI, vol. 15(19), pages 1-22, October.
  25. Deng, Yue & Feng, Aiya & Hu, Dezhuang, 2025. "Gender earnings gap in Chinese firms: Can it be narrowed by industrial robots?," China Economic Review, Elsevier, vol. 89(C).
  26. Deng, Liuchun & Müller, Steffen & Plümpe, Verena & Stegmaier, Jens, 2024. "Robots, occupations, and worker age: A production-unit analysis of employment," European Economic Review, Elsevier, vol. 170(C).
  27. Yang Shen & Xiuwu Zhang, 2024. "The impact of artificial intelligence on employment: the role of virtual agglomeration," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-14, December.
  28. Deng Liuchun & Plümpe Verena & Stegmaier Jens, 2024. "Robot Adoption at German Plants," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 244(3), pages 201-235, June.
  29. Liu, Qiren & Luo, Sen & Seamans, Robert, 2024. "Pain or anxiety? The health consequences of rising robot adoption in China," Economics Letters, Elsevier, vol. 236(C).
  30. Zhou, Zhongsheng & Li, Zhuo & Du, Shanzhong & Cao, June, 2024. "Robot adoption and enterprise R&D manipulation: Evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
  31. Bisio, Laura & Cuzzola, Angelo & Grazzi, Marco & Moschella, Daniele, 2025. "The dynamics of automation adoption: Firm-level heterogeneity and aggregate employment effects," European Economic Review, Elsevier, vol. 173(C).
  32. Yoon, Chungeun, 2023. "Technology adoption and jobs: The effects of self-service kiosks in restaurants on labor outcomes," Technology in Society, Elsevier, vol. 74(C).
  33. Arntz, Melanie & Genz, Sabrina & Gregory, Terry & Lehmer, Florian & Zierahn-Weilage, Ulrich, 2024. "De-routinization in the fourth industrial revolution: Firm-level evidence," ZEW Discussion Papers 24-005, ZEW - Leibniz Centre for European Economic Research.
  34. Johannes Lehmann & Michael Beckmann, 2025. "Digital technologies and performance incentives: evidence from businesses in the Swiss economy," Swiss Journal of Economics and Statistics, Springer;Swiss Society of Economics and Statistics, vol. 161(1), pages 1-19, December.
  35. Vomberg, Arnd & Schauerte, Nico & Krakowski, Sebastian & Ingram Bogusz, Claire & Gijsenberg, Maarten J. & Bleier, Alexander, 2023. "The cold-start problem in nascent AI strategy: Kickstarting data network effects," Journal of Business Research, Elsevier, vol. 168(C).
  36. Findeisen, Sebastian & Dauth, Wolfgang & Schlenker, Oliver, 2024. "Organized labor versus robots? Evidence from micro data," Working Papers 25, University of Konstanz, Cluster of Excellence "The Politics of Inequality. Perceptions, Participation and Policies".
  37. Yang, Jie & Yu, Juan & Bao, Mengqi, 2025. "Intelligent manufacturing and trade credit," International Review of Financial Analysis, Elsevier, vol. 97(C).
  38. Wang, Ting & Zhang, Yi & Liu, Chun, 2024. "Robot adoption and employment adjustment: Firm-level evidence from China," China Economic Review, Elsevier, vol. 84(C).
  39. Marina Chugunova & Anastasia Danilov, 2023. "Use of Digital Technologies for HR Management in Germany: Survey Evidence," Rationality and Competition Discussion Paper Series 485, CRC TRR 190 Rationality and Competition.
  40. Pilar Beneito & Maria Garcia-Vega & Oscar Vicente-Chirivella & Guillaume Wilemme, 2024. "Robots and firms’ labour search: The role of temporary work agencies," Discussion Papers 2024-02, University of Nottingham, GEP.
  41. Mahuaqing Zuo & Yuhan Zhao & Shasha Yu, 2024. "Industrial robot applications and individual migration decision: evidence from households in China," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-15, December.
  42. Jiang, Lihan & He, Yiyao & Jiang, Haiwei, 2024. "Impacts of digital-technology adoption on workers: A simple model and evidence from China," International Review of Economics & Finance, Elsevier, vol. 96(PA).
  43. Shurong Zi & Ziyuan Pan & Yanjie Chen & Xinheng Liu & Qi Ban, 2025. "Intelligent Manufacturing and Pollution Emissions from Chinese Manufacturing Firms: Theories and Mechanisms," Sustainability, MDPI, vol. 17(2), pages 1-21, January.
  44. Turja, Tuuli & Särkikoski, Tuomo & Koistinen, Pertti & Krutova, Oxana & Melin, Harri, 2024. "Job well robotized! – Maintaining task diversity and well-being in managing technological changes," European Management Journal, Elsevier, vol. 42(1), pages 67-75.
  45. Chen, Yangyang & Ofosu, Emmanuel & Veeraraghavan, Madhu & Zolotoy, Leon, 2023. "Does CEO overconfidence affect workplace safety?," Journal of Corporate Finance, Elsevier, vol. 82(C).
  46. Yazdani, Elham & Gopinath, Shyam & Carson, Stephen J., 2024. "The role of reviewer badges in the dynamics of online reviews," International Journal of Research in Marketing, Elsevier, vol. 41(3), pages 547-566.
  47. Yang Shen, 2024. "Future jobs: analyzing the impact of artificial intelligence on employment and its mechanisms," Economic Change and Restructuring, Springer, vol. 57(2), pages 1-33, April.
  48. Zhang, Xinchun & Sun, Murong & Liu, Jianxu & Xu, Aijia, 2024. "The nexus between industrial robot and employment in China: The effects of technology substitution and technology creation," Technological Forecasting and Social Change, Elsevier, vol. 202(C).
  49. Yuan, Bo & Sun, Pengbo, 2024. "Does the high-tech foreign investment spark robot adoption in the developing world? Evidence from China," Structural Change and Economic Dynamics, Elsevier, vol. 71(C), pages 302-314.
  50. Guo, Xue & Cheng, Aaron & Pavlou, Paul A., 2024. "Skill-biased technical change, again? Online gig platforms and local employment," LSE Research Online Documents on Economics 124538, London School of Economics and Political Science, LSE Library.
  51. Julian Tiedtke, 2025. "Automation, Firm Size and Skill Groups," LEM Papers Series 2025/09, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
  52. DeStefano,Timothy & Timmis,Jonathan David, 2021. "Robots and Export Quality," Policy Research Working Paper Series 9678, The World Bank.
  53. Yao, Xin & Li, Xiyan & Kumar Mangla, Sachin & Song, Malin, 2024. "Roles of AI: Financing selection for regretful SMEs in e-commerce supply chains," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 189(C).
  54. Ji, Mingming & Jiang, Liangliang, 2022. "Aggressive CEOs and bank mergers and acquisitions," Journal of Contemporary Accounting and Economics, Elsevier, vol. 18(3).
  55. Karami, Gholamreza & Mehrani, Sasan & Beik Boshrouyeh, Salman & Ezadpour, Mostafa & Mohebbi, Masoud & Samavat, Milad, 2024. "Political connections and labor investment efficiency," International Review of Economics & Finance, Elsevier, vol. 89(PB), pages 568-580.
  56. Caselli, Mauro & Fracasso, Andrea & Scicchitano, Sergio & Traverso, Silvio & Tundis, Enrico, 2025. "What workers and robots do: An activity-based analysis of the impact of robotization on changes in local employment," Research Policy, Elsevier, vol. 54(1).
  57. Teng, Huiyang & Li, Xiaoshuo & Liu, Yuyan, 2024. "Industrial robot use and corporate real earnings management: Evidence from China," Finance Research Letters, Elsevier, vol. 69(PB).
  58. Klump, Rainer & Jurkat, Anne & Schneider, Florian, 2021. "Tracking the rise of robots: A survey of the IFR database and its applications," MPRA Paper 110390, University Library of Munich, Germany.
  59. Yueqi Sun & Junlong Ti & Fang Yang & Hsing Hung Chen, 2025. "Blessing or Curse? The Impact of the Penetration of Industrial Robots on Green Sustainable Transformation in Chinese High-Energy-Consuming Industries," Energies, MDPI, vol. 18(3), pages 1-21, February.
  60. Mauro Caselli & Edwin Fourrier-Nicolai & Andrea Fracasso & Sergio Scicchitano, 2024. "Digital Technologies and Firms’ Employment and Training," CESifo Working Paper Series 11056, CESifo.
  61. Cerpentier, Maarten & Schulze, Anja & Vanacker, Tom & Zahra, Shaker A., 2024. "Employment protection laws and the commercialization of new products: A cross-country study," Research Policy, Elsevier, vol. 53(7).
  62. Daria A. Starovatova, 2023. "The relationship between robots and labour productivity: Does business scale matter?," Journal of New Economy, Ural State University of Economics, vol. 24(1), pages 81-103, April.
  63. Dongyu Zhao & Man Wang, 2024. "Smart Manufacturing Promotes High-Quality Development of Enterprises in China," Sustainability, MDPI, vol. 16(23), pages 1-20, November.
  64. Huang, Keqi & Liu, Qiren & Tang, Chengjian, 2023. "Which firms benefit from robot adoption? Evidence from China," Journal of Asian Economics, Elsevier, vol. 86(C).
  65. Tiedtke, Julian, 2024. "Unveiling the Job-Creating and Destroying Effects of Automation through the Lense of Heterogeneity," VfS Annual Conference 2024 (Berlin): Upcoming Labor Market Challenges 302375, Verein für Socialpolitik / German Economic Association.
  66. Vladimir Márquez Stone & Seyka Verónica Sandoval Cabrera, 2024. "Effects of Automation on Mexican Automotive Employment: 2013–2022," The Indian Journal of Labour Economics, Springer;The Indian Society of Labour Economics (ISLE), vol. 67(3), pages 661-680, September.
  67. Li, Jianjun & Wu, Zhouyi & Yu, Kaijia & Zhao, Wei, 2024. "The effect of industrial robot adoption on firm value: Evidence from China," Finance Research Letters, Elsevier, vol. 60(C).
  68. Tyna Eloundou & Sam Manning & Pamela Mishkin & Daniel Rock, 2023. "GPTs are GPTs: An Early Look at the Labor Market Impact Potential of Large Language Models," Papers 2303.10130, arXiv.org, revised Aug 2023.
  69. Huang, Keqi & Liu, Qiren, 2024. "Artificial intelligence and outward foreign direct investment: Evidence from China," Journal of Asian Economics, Elsevier, vol. 92(C).
  70. Schneider, Florian, 2024. "Do robots boost productivity? A quantitative meta-study," MPRA Paper 123392, University Library of Munich, Germany.
  71. Guo, Lu & Xiao, Fang, 2024. "Digital economy, aging of the labor force, and employment transformation of migrant workers: Evidence from China," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 787-807.
  72. Qiren Liu & Sen Luo & Robert Seamans, 2023. "Pain or Anxiety? The Health Consequences of Rising Robot Adoption in China," Papers 2301.10675, arXiv.org.
  73. Filippi, Emilia & Bannò, Mariasole & Trento, Sandro, 2023. "Automation technologies and their impact on employment: A review, synthesis and future research agenda," Technological Forecasting and Social Change, Elsevier, vol. 191(C).
  74. Wellalage, Nirosha & Wallace, Damien & Reddy, Krishna, 2025. "Access to finance: The role of production level technology," Finance Research Letters, Elsevier, vol. 71(C).
  75. Cao, June & Ee, Mong Shan & Hasan, Iftekhar & Huang, He, 2024. "Asymmetric reactions of abnormal audit fees jump to credit rating changes," The British Accounting Review, Elsevier, vol. 56(2).
  76. Hong Jiang & Yingfan Ge & Chunhao Yang & Hongxin Yu, 2024. "How automated machines influence employment in manufacturing enterprises?," PLOS ONE, Public Library of Science, vol. 19(3), pages 1-21, March.
  77. Traverso, Silvio & Vatiero, Massimiliano & Zaninotto, Enrico, 2024. "Automation and flexible labor contracts: Firm-level evidence from Italy," GLO Discussion Paper Series 1425, Global Labor Organization (GLO).
  78. Mao, Qilin & Guo, Chongyang, 2025. "Industrial robots, supply chain spillover effect and firm employment: Evidence from China," Journal of Economic Behavior & Organization, Elsevier, vol. 229(C).
  79. Santiago, Joanna & Borges-Tiago, Maria Teresa & Tiago, Flávio, 2024. "Embracing RAISA in restaurants: Exploring customer attitudes toward robot adoption," Technological Forecasting and Social Change, Elsevier, vol. 199(C).
  80. Keqi Huang & Julan Du & Jiawu Dai, 2023. "Higher education expansion and robot imports: evidence from China," Economic Change and Restructuring, Springer, vol. 56(6), pages 4339-4369, December.
  81. Ke-Liang Wang & Ting-Ting Sun & Ru-Yu Xu, 2023. "The impact of artificial intelligence on total factor productivity: empirical evidence from China’s manufacturing enterprises," Economic Change and Restructuring, Springer, vol. 56(2), pages 1113-1146, April.
  82. Zhang, Yun & Samaniego, Roberto & Rodrigo, Rodimiro, 2025. "Robots and Inequality Between and Within Occupations," SocArXiv gtbm4_v1, Center for Open Science.
  83. Arntz, Melanie & Blesse, Sebastian & Doerrenberg, Philipp, 2022. "The end of work is near, isn't it? Survey evidence on automation angst," ZEW Discussion Papers 22-036, ZEW - Leibniz Centre for European Economic Research.
  84. DeStefano, Timothy & Timmis, Jonathan, 2024. "Robots and export quality," Journal of Development Economics, Elsevier, vol. 168(C).
  85. Peng Liang & Xinhui Sun & Luzhuang Qi, 2024. "Does artificial intelligence technology enhance green transformation of enterprises: based on green innovation perspective," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(8), pages 21651-21687, August.
  86. Mann, Katja & Pozzoli, Dario, 2024. "Robots and immigration," Journal of Economic Behavior & Organization, Elsevier, vol. 227(C).
  87. Egana-delSol, Pablo & Bravo-Ortega, Claudio, 2025. "Artificial Intelligence and Labor Market Transformations in Latin America," IZA Discussion Papers 17746, Institute of Labor Economics (IZA).
  88. Jurkat, Anne & Klump, Rainer & Schneider, Florian, 2023. "Robots and Wages: A Meta-Analysis," EconStor Preprints 274156, ZBW - Leibniz Information Centre for Economics.
  89. Shohei Momoda & Takayuki Ogawa & Ryosuke Shimizu, 2025. "Automation and asymmetric international spillovers of technological shocks," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 58(2), pages 642-689, May.
  90. Frank, Darius-Aurel & Otterbring, Tobias, 2023. "Being seen… by human or machine? Acknowledgment effects on customer responses differ between human and robotic service workers," Technological Forecasting and Social Change, Elsevier, vol. 189(C).
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