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Gastón P. Fernández
(Gaston P. Fernandez)

Citations

Many of the citations below have been collected in an experimental project, CitEc, where a more detailed citation analysis can be found. These are citations from works listed in RePEc that could be analyzed mechanically. So far, only a minority of all works could be analyzed. See under "Corrections" how you can help improve the citation analysis.

Working papers

  1. Dirk Czarnitzki & Gastón P Fernández & Christian Rammer, 2022. "Artificial Intelligence and Firm-level Productivity," Working Papers of Department of Management, Strategy and Innovation, Leuven 690486, KU Leuven, Faculty of Economics and Business (FEB), Department of Management, Strategy and Innovation, Leuven.

    Cited by:

    1. Luca Fontanelli & Mattia Guerini & Raffaele Miniaci & Angelo Secchi, 2025. "Predictive AI and productivity growth dynamics: evidence from French firms," LEM Papers Series 2025/12, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    2. Tao Chen & Shuwen Pi & Qing Sophie Wang, 2025. "Artificial Intelligence and Corporate Investment Efficiency: Evidence from Chinese Listed Companies," Working Papers in Economics 25/05, University of Canterbury, Department of Economics and Finance.
    3. Khan, Muhammad Kaleem & Hussain, Muhammad Jameel & Hussan, Muhammad Wasim & Qadeer, Afifa & Armstrong, Anona & Li, Shanshan, 2025. "AI integration for climate risk mitigation: The role of organizational context," Technological Forecasting and Social Change, Elsevier, vol. 220(C).
    4. Czarnitzki, Dirk & Prüfer, Malte, 2024. "The interplay between public procurement of innovation and R&D grants: Empirical evidence from Belgium," ZEW Discussion Papers 24-055, ZEW - Leibniz Centre for European Economic Research.
    5. Muehlemann, Samuel, 2025. "Artificial intelligence adoption and workplace training," Journal of Economic Behavior & Organization, Elsevier, vol. 238(C).
    6. Kristina McElheran & J. Frank Li & Erik Brynjolfsson & Zachary Krof & Emin Dinlersoz & Lucia Foster & Nikolas Zolas, 2023. "AI Adoption in America: Who, What, and Where," Working Papers 23-48, Center for Economic Studies, U.S. Census Bureau.
    7. Oleksandr Melnychenko, 2025. "Artificial Intelligence in Regulating Production Volumes for Sustainable Development: Qualitative and Quantitative Aspects," Virtual Economics, The London Academy of Science and Business, vol. 8(1), pages 40-57, March.
    8. Damioli, Giacomo & Van Roy, Vincent & Vertesy, Daniel & Vivarelli, Marco, 2025. "Is artificial intelligence leading to a new technological paradigm?," Structural Change and Economic Dynamics, Elsevier, vol. 72(C), pages 347-359.
    9. Roth, Felix & Rammer, Christian, 2025. "Intangible Assets and Productivity at the Firm Level: R&D versus non-R&D Intangibles," Hamburg Discussion Papers in International Economics 20, University of Hamburg, Department of Economics.
    10. Jacques Bughin, 2024. "The Role of Firm AI Capabilities in Generative AI-pair Coding," Working Papers TIMES² 2024-076, ULB -- Universite Libre de Bruxelles.
    11. Chin, Tachia & Li, Zhisheng & Huang, Leping & Li, Xinyu, 2025. "How artificial intelligence promotes new quality productive forces of firms: A dynamic capability view," Technological Forecasting and Social Change, Elsevier, vol. 216(C).
    12. Hakan Yilmazkuday, 2025. "Artificial intelligence and labor markets: evidence from google trends," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 49(4), pages 1078-1093, December.
    13. Aldasoro, I. & Gambacorta, L. & Korinek, A. & Shreeti, V. & Stein, M., 2025. "Intelligent financial system: How AI is transforming finance," Journal of Financial Stability, Elsevier, vol. 81(C).
    14. Junhui Jeff Cai & Xian Gu & Liugang Sheng & Mengjia Xia & Linda Zhao & Wu Zhu, 2025. "AI as "Co-founder": GenAI for Entrepreneurship," Papers 2512.06506, arXiv.org.
    15. Chen, Chen & Xue, Zhixin, 2025. "New-type infrastructure and corporate digital transformation: Evidence from a multimethod machine learning approach," Finance Research Letters, Elsevier, vol. 74(C).
    16. Samuel Muehlemann, 2024. "AI Adoption and Workplace Training," Economics of Education Working Paper Series 0232, University of Zurich, Department of Business Administration (IBW).
    17. Kroeger Thilo & Schaffranka Claudia & Schnitzer Monika, 2025. "Strukturwandel in den Regionen: Was sich ändert und wie die Politik reagieren sollte," Wirtschaftsdienst, Sciendo, vol. 105(8), pages 546-553.
    18. Marioni, Larissa da Silva & Rincon-Aznar, Ana & Venturini, Francesco, 2024. "Productivity performance, distance to frontier and AI innovation: Firm-level evidence from Europe," Journal of Economic Behavior & Organization, Elsevier, vol. 228(C).
    19. Tang, Yuwei & Sun, Yanlin & He, Zhenyu, 2025. "Air pollution and firms' robot adoption: Evidence from China," Economic Modelling, Elsevier, vol. 143(C).
    20. Torrent-Sellens, Joan, 2024. "Digital transition, data-and-tasks crowd-based economy, and the shared social progress: Unveiling a new political economy from a European perspective," Technology in Society, Elsevier, vol. 79(C).
    21. Erdsiek, Daniel & Rost, Vincent, 2022. "Datenbewirtschaftung in deutschen Unternehmen: Umfrageergebnisse zu Status-quo und mittelfristigem Ausblick," ZEW Expert Briefs 22-09, ZEW - Leibniz Centre for European Economic Research.
    22. Antonio Minniti & Klaus Prettner & Francesco Venturini, 2024. "Unslicing the pie: AI innovation and the labor share in European regions," Department of Economics Working Papers wuwp369, Vienna University of Economics and Business, Department of Economics.
    23. Chatterjee, Sidharta & Samanta, Mousumi, 2025. "Noetic Capital and the Economics of Productivity," MPRA Paper 125071, University Library of Munich, Germany.
    24. Erdsiek, Daniel & Rost, Vincent, 2024. "Data Sharing von Unternehmen: Umfrageergebnisse zu möglichen Anreizen," ZEW Expertises, ZEW - Leibniz Centre for European Economic Research, number 296876.
    25. Feng, Lingbing & Qi, Jiajun & Zheng, Yuhao, 2025. "How can AI reduce carbon emissions? Insights from a quasi-natural experiment using generalized random forest," Energy Economics, Elsevier, vol. 141(C).
    26. Minniti, Antonio & Prettner, Klaus & Venturini, Francesco, 2025. "AI innovation and the labor share in European regions," European Economic Review, Elsevier, vol. 177(C).
    27. Anton Ludwig Bonin & Pawel Robert Smolinski & Jacek Winiarski, 2025. "Exploring the Impact of Generative Artificial Intelligence on Software Development in the IT Sector: Preliminary Findings on Productivity, Efficiency and Job Security," Papers 2508.16811, arXiv.org.
    28. Doroiman Maria Magdalena & Sîrghi Nicoleta, 2025. "The Impact of Digitalization on EU Competitiveness and Economic Growth: An Econometric Perspective," Timisoara Journal of Economics and Business, Sciendo, vol. 18(1), pages 113-126.
    29. Wu, Yongqiu & Lin, Zhiwei & Zhang, Qingcui & Wang, Wei, 2024. "Artificial intelligence, wage dynamics, and inequality: Empirical evidence from Chinese listed firms," International Review of Economics & Finance, Elsevier, vol. 96(PC).
    30. Li, Zhe & Liu, Minggang & Wang, Lu, 2025. "Artificial intelligence development and rural labor employment quality," International Review of Economics & Finance, Elsevier, vol. 102(C).
    31. Arampatzi, Alexia-Styliani & Christie, Rebecca & Evrard, Johanne & Parisi, Laura & Rouveyrol, Clément & van Overbeek, Fons, 2025. "Capital markets union: a deep dive - Five measures to foster a single market for capital," Occasional Paper Series 369, European Central Bank.
    32. Liu, Zhen-yuan Ralph & Dong, Shuqi Kyra & Zeng, Wenjuan & Wang, Yu-ting & Niu, Dong-fang, 2025. "Exploring the impact of human-centred AI on firms’ social and operational performance: A large language model approach," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 203(C).
    33. Wang, Zongrun & Zhang, Taiyu & Ren, Xiaohang & Shi, Yukun, 2024. "AI adoption rate and corporate green innovation efficiency: Evidence from Chinese energy companies," Energy Economics, Elsevier, vol. 132(C).
    34. Yugang He, 2024. "Artificial intelligence and religious freedom: divergent paths converging on economic expansion," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-12, December.
    35. Bijnens, Gert & Konings, Jozef & Putseys, Aaron, 2025. "Unveiling the J-curve: How Intangibles Drive Productivity Mismeasurement," EconStor Preprints 335205, ZBW - Leibniz Information Centre for Economics.
    36. Anastasiia Pustovalova & Priit Vahter, 2024. "Automation-Skill Complementarity: The Changing Returns To Soft Skills In Different Stages Of Technology Adoption," University of Tartu - Faculty of Economics and Business Administration Working Paper Series 146, Faculty of Economics and Business Administration, University of Tartu (Estonia).
    37. Jacques Mairesse & Pierre Mohnen & Ad Notten, 2025. "Innovation and productivity: the recent empirical literature and the state of the art," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 15(1), pages 1-27, March.
    38. Rammer, Christian & Doherr, Thorsten & Kinne, Jan & Lenz, David, 2024. "KI-Einsatz in Unternehmen in Deutschland: Strategische Ausrichtung und internationale Position," ZEW Expertises, ZEW - Leibniz Centre for European Economic Research, number 303033.
    39. Gubareva, Mariya & Shafiullah, Muhammad & Teplova, Tamara, 2025. "Cross-quantile risk assessment: The interplay of crude oil, artificial intelligence, clean tech, and other markets," Energy Economics, Elsevier, vol. 141(C).
    40. Demombynes, Gabriel & Langbein, Jorg Gero & Weber, Michael, 2025. "The Exposure of Workers to Artificial Intelligence in Low- and Middle-Income Countries," Policy Research Working Paper Series 11057, The World Bank.
    41. Carlo Drago & Alberto Costantiello & Marco Savorgnan & Angelo Leogrande, 2025. "Macroeconomic and Labor Market Drivers of AI Adoption in Europe: A Machine Learning and Panel Data Approach," Economies, MDPI, vol. 13(8), pages 1-62, August.
    42. Zeng, Hongjun & Abedin, Mohammad Zoynul & Zhou, Xiangjing & Lu, Ran, 2024. "Measuring the extreme linkages and time-frequency co-movements among artificial intelligence and clean energy indices," International Review of Financial Analysis, Elsevier, vol. 92(C).
    43. Bai, Caiquan & Yao, Di & Xue, Qihang, 2025. "Does artificial intelligence suppress firms' greenwashing behavior? Evidence from robot adoption in China," Energy Economics, Elsevier, vol. 142(C).
    44. Zhou, Yuwen & Shi, Xin, 2025. "How does digital technology adoption affect corporate employment? Evidence from China," Economic Modelling, Elsevier, vol. 147(C).
    45. Tiziano Ropele & Alex Tagliabracci, 2026. "The economic impact of artificial intelligence: evidence from Italian firms," Questioni di Economia e Finanza (Occasional Papers) 1005, Bank of Italy, Economic Research and International Relations Area.
    46. Anastasios Evgenidis & Apostolos Fasianos, 2025. "AI news shocks and the macroeconomy: evidence from UK patent data," IFS Working Papers W25/48, Institute for Fiscal Studies.
    47. He, Ling-Yun & Wang, Liang, 2025. "Can artificial intelligence curb greenwashing? Firm-level evidence based on large language model," Energy Economics, Elsevier, vol. 152(C).
    48. Fu, Yu & Chen, Yijun & Zhang, Yulin & Wang, Menghan & Yu, Yuanchun, 2026. "Corporate productivity transformation under the innovation paradigm: The role and impact of artificial intelligence," Technology in Society, Elsevier, vol. 84(C).
    49. Andres, Raphaela & Niebel, Thomas & Sack, Robin, 2024. "Big data and firm-level productivity: A cross-country comparison," ZEW Discussion Papers 24-053, ZEW - Leibniz Centre for European Economic Research.
    50. Standaert, Thomas & Andries, Petra, 2026. "Overcoming difficulties in knowledge transfer: Harnessing the power of AI to drive process innovation," Technovation, Elsevier, vol. 149(C).
    51. Saam Marianne, 2024. "The Impact of Artificial Intelligence on Productivity and Employment – How Can We Assess It and What Can We Observe?," Intereconomics: Review of European Economic Policy, Sciendo, vol. 59(1), pages 22-27, February.
    52. Carioli, Paolo & Czarnitzki, Dirk & Fernández, Gastón P., 2024. "Evidence on the adoption of Artificial Intelligence: The role of skills shortage," ZEW Discussion Papers 24-013, ZEW - Leibniz Centre for European Economic Research.
    53. Damioli, Giacomo & Van Roy, Vincent & Vertesy, Daniel & Vivarelli, Marco, 2024. "AI as a new emerging technological paradigm: evidence from global patenting," GLO Discussion Paper Series 1467, Global Labor Organization (GLO).
    54. Li, Mengjie & Yuan, Nini & Du, Weijian, 2025. "Artificial intelligence and firm green innovation: empirical evidence from the application of robots in China," Economic Analysis and Policy, Elsevier, vol. 87(C), pages 2239-2253.
    55. Bughin, Jacques, 2024. "What drives the corporate payoffs of using generative artificial intelligence?," Structural Change and Economic Dynamics, Elsevier, vol. 71(C), pages 658-668.
    56. Matias Ciaschi & Guillermo Falcone & Santiago Garganta & Leonardo Gasparini & Octavio Bertín & Lucía Ramirez-Leira, 2025. "The Potential Distributive Impact of AI-driven Labor Changes in Latin America," CEDLAS, Working Papers 0361, CEDLAS, Universidad Nacional de La Plata.
    57. Manuel Hoffmann & Sam Boysel & Frank Nagle & Sida Peng & Kevin Xu, 2024. "Generative AI and the Nature of Work," CESifo Working Paper Series 11479, CESifo.
    58. Thomas Licht & Klaus Wohlrabe, 2024. "AI Adoption Among German Firms," CESifo Working Paper Series 11459, CESifo.
    59. Fossen, Frank M. & McLemore, Trevor & Sorgner, Alina, 2024. "Artificial Intelligence and Entrepreneurship," IZA Discussion Papers 17055, IZA Network @ LISER.
    60. Kristina McElheran & Mu-Jeung Yang & Zachary Kroff & Erik Brynjolfsson, 2025. "The Rise of Industrial AI in America: Microfoundations of the Productivity J-curve(s)," Working Papers 25-27, Center for Economic Studies, U.S. Census Bureau.
    61. Wang, Yongqin & Liu, Fuxing, 2025. "Impact of artificial intelligence innovation on food company performance," International Review of Financial Analysis, Elsevier, vol. 103(C).
    62. Wang, Linhui & Cao, Zhanglu & Dong, Zhiqing, 2023. "Are artificial intelligence dividends evenly distributed between profits and wages? Evidence from the private enterprise survey data in China," Structural Change and Economic Dynamics, Elsevier, vol. 66(C), pages 342-356.
    63. Motoki, Fabio Y.S. & Pinho Neto, Valdemar & Rangel, Victor, 2025. "Assessing political bias and value misalignment in generative artificial intelligence," Journal of Economic Behavior & Organization, Elsevier, vol. 234(C).
    64. Shi, Wenlei & Ying, Limeng & Ma, Guohua & Niu, Yanfang & Lv, Yuanyuan & Xu, Xiaofang, 2025. "Intelligent manufacturing, media attention, and sustainable development performance," International Review of Financial Analysis, Elsevier, vol. 106(C).
    65. Flavio Calvino & Luca Fontanelli, 2026. "Decoding AI: an early look at how French firms use AI," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 16(1), pages 51-93, March.
    66. Zhao, Lang & Xu, Jiawei & Zhang, Baofeng & Lu, Jianjun, 2026. "Leveraging AI to enhance firms’ resource efficiency: ecological modernization theory and resource-based view perspectives," International Journal of Production Economics, Elsevier, vol. 291(C).
    67. Sohn, Seuk Min, 2025. "Effortlessness as the measurement of the impact of artificial intelligence (AI) adoption and innovation: Towards the theory of relative AI," Technology in Society, Elsevier, vol. 83(C).
    68. Talaei-Khoei, Amir & Yang, Alan T. & Masialeti, Masialeti, 2024. "How does incorporating ChatGPT within a firm reinforce agility-mediated performance? The moderating role of innovation infusion and firms’ ethical identity," Technovation, Elsevier, vol. 132(C).
    69. Nakatani, Ryota, 2024. "Multifactor productivity growth enhancers across industries and countries: Firm-level evidence," MPRA Paper 120503, University Library of Munich, Germany.
    70. Koppenberg, Maximilian & Wimmer, Stefan & Hirsch, Stefan, 2025. "Has corporate greed driven inflation in the European Union? An analysis of the food and beverage industry," Economics Letters, Elsevier, vol. 247(C).
    71. K. D. V. Prasad & Tanmoy De, 2024. "Generative AI as a catalyst for HRM practices: mediating effects of trust," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 11(1), pages 1-16, December.
    72. Jana Friedrichsen & Julia Schwarz & Michel Clement, 2026. "When Music is Made by AI: Effects on Preferences and Willingness to Pay," CESifo Working Paper Series 12405, CESifo.
    73. Mao, Qilin & Shi, Buchao, 2026. "Intelligent manufacturing and green innovation along the supply chain," Economic Modelling, Elsevier, vol. 154(C).
    74. Hennessy, David A., 2025. "Information as a catalyst for industrialization," Journal of Economic Behavior & Organization, Elsevier, vol. 230(C).
    75. Nora Azima Noordin & Khaled Hussainey & Ahmad Faisal Hayek, 2022. "The Use of Artificial Intelligence and Audit Quality: An Analysis from the Perspectives of External Auditors in the UAE," JRFM, MDPI, vol. 15(8), pages 1-14, July.
    76. Vesely, Stepan & Amaris, Gloria, 2025. "AI-driven income inequality and preferences for redistribution," Economic Analysis and Policy, Elsevier, vol. 87(C), pages 642-648.
    77. Aísa, Rosa & Cabeza, Josefina, 2025. "Artificial intelligence: Redefining the retirement pattern," Research in Economics, Elsevier, vol. 79(3).
    78. Drago, Carlo & Costantiello, Alberto & Savorgnan, Marco & Leogrande, Angelo, 2025. "Driving AI Adoption in the EU: A Quantitative Analysis of Macroeconomic Influences," MPRA Paper 124973, University Library of Munich, Germany.
    79. Alessia Lo Turco & Alessandro Sterlacchini, 2024. "Factors Enhancing Ai Adoption By Firms. Evidence From France," Working Papers 486, Universita' Politecnica delle Marche (I), Dipartimento di Scienze Economiche e Sociali.
    80. Ping Wang & Russell Wong, 2026. "Artificial Intelligence and Technological Unemployment," Working Paper 26-01, Federal Reserve Bank of Richmond.
    81. Han, Zhipeng & Wang, Liguo, 2025. "AI-driven carbon total factor productivity: Strategic lens on industrial enterprises," Energy, Elsevier, vol. 335(C).
    82. Peters, Bettina & Rammer, Christian & Ehrlich, Alexander, 2026. "Innovationsbeteiligung, Innovationen und Produktivität in der deutschen Wirtschaft," Studien zum deutschen Innovationssystem 4-2026, Expertenkommission Forschung und Innovation (EFI) - Commission of Experts for Research and Innovation, Berlin.
    83. Liu, Shuai & Gao, Lihui & Chen, Mengzhu, 2025. "Artificial intelligence adoption and corporate financial risk," Finance Research Letters, Elsevier, vol. 85(PA).
    84. Javier Cifuentes-Faura & Hind Alofaysan & Magdalena Radulescu & Buhari Doğan, 2026. "Dynamic spillover effect among carbon finance, bitcoin, and green energy markets: a novel decomposed connectedness and portfolio analysis," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 12(1), pages 1-24, December.
    85. Iryna Nyenno & Vyacheslav Truba & Liudmyla Tokarchuk, 2023. "Managerial Future of the Artificial Intelligence," Virtual Economics, The London Academy of Science and Business, vol. 6(2), pages 72-88, June.
    86. Damioli, Giacomo & Van Roy, Vincent & Vertesy, Daniel & Vivarelli, Marco, 2024. "Is Artificial Intelligence Generating a New Paradigm? Evidence from the Emerging Phase," IZA Discussion Papers 17183, IZA Network @ LISER.
    87. Florencia Jaccoud, 2025. "Robots & AI exposure and wage inequality: a within occupation approach," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 15(4), pages 1035-1090, December.
    88. Jaccoud, Florencia, 2025. "Robots & AI Exposure and Wage Inequality," MERIT Working Papers 2025-013, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    89. Wang, Qiulin & Hu, Jinmiao, 2025. "How do artificial intelligence applications affect the labor income share?New challenges to common prosperity in the digital economy era," International Review of Economics & Finance, Elsevier, vol. 103(C).
    90. Basnet, Anup & Elias, Maxim & Salganik-Shoshan, Galla & Walker, Thomas & Zhao, Yunfei, 2025. "Analyzing the market's reaction to AI narratives in corporate filings," International Review of Financial Analysis, Elsevier, vol. 105(C).
    91. Lin, Boqiang & Zhou, Dengli, 2025. "A new green transition driver: How does artificial intelligence affect the green economic efficiency," Energy, Elsevier, vol. 334(C).
    92. Chen, Jia & Wang, Ning & Lin, Tongzhi & Liu, Baoliu & Hu, Jin, 2024. "Shock or empowerment? Artificial intelligence technology and corporate ESG performance," Economic Analysis and Policy, Elsevier, vol. 83(C), pages 1080-1096.
    93. Khalil, Ashraf & Agarwal, Reeti & Yaqub, Muhammad Zafar & Papa, Armando, 2025. "Unlocking the AI-Productivity paradox in HR: Qualitative insights across organizational levels," Journal of Business Research, Elsevier, vol. 199(C).
    94. Leonardo Gambacorta & Tullio Jappelli & Tommaso Oliviero, 2025. "Exploring household adoption and usage of generative AI: new evidence from Italy," BIS Working Papers 1298, Bank for International Settlements.
    95. Zhou, Kuo & Qu, Zhi & Guo, Yiman & Hu, Runnian, 2025. "Does a firm's intelligent technological transformation matter for its access to financial resources?," Economic Modelling, Elsevier, vol. 149(C).
    96. Lei, Liying & Feng, Hui & Ren, Jingjing, 2025. "Artificial intelligence, human capital and firm-level total factor productivity," Finance Research Letters, Elsevier, vol. 85(PA).
    97. Kuosmanen, Natalia & Pajarinen, Mika & Heshmati, Almas, 2026. "Digital technology adoption and firm performance: Evidence from Finland ’s service sector using linked microdata," Telecommunications Policy, Elsevier, vol. 50(1).

  2. Christian Rammer & Gastón P Fernández & Dirk Czarnitzki, 2021. "Artificial Intelligence and Industrial Innovation: Evidence from Firm-Level Data," Working Papers of Department of Economics, Leuven 674605, KU Leuven, Faculty of Economics and Business (FEB), Department of Economics, Leuven.

    Cited by:

    1. Cho, Jaehan & DeStefano, Timothy & Kim, Hanhin & Kim, Inchul & Paik, Jin Hyun, 2023. "What's driving the diffusion of next-generation digital technologies?," Technovation, Elsevier, vol. 119(C).
    2. Rammer, Christian, 2022. "Measuring process innovation output: Results from firm-level panel data," ZEW Discussion Papers 22-002, ZEW - Leibniz Centre for European Economic Research.
    3. Rammer, Christian & Krieger, Bastian & Peters, Bettina, 2022. "Studie zu den Treibern und Hemmnissen der Innovationstätigkeit im deutschen Mittelstand," ZEW Expertises, ZEW - Leibniz Centre for European Economic Research, number 270421.
    4. Czarnitzki, Dirk & Fernández, Gastón P. & Rammer, Christian, 2022. "Artificial intelligence and firm-level productivity," ZEW Discussion Papers 22-005, ZEW - Leibniz Centre for European Economic Research.
    5. Guarascio, Dario & Reljic, Jelena & Stöllinger, Roman, 2025. "Diverging paths: AI exposure and employment across European regions," Structural Change and Economic Dynamics, Elsevier, vol. 73(C), pages 11-24.
    6. Alessandro Sterlacchini, 2022. "AI Patenting and Employment: Evidence from the World's Top R&D Investors," Working Papers 462, Universita' Politecnica delle Marche (I), Dipartimento di Scienze Economiche e Sociali.
    7. 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.
    8. Matheus Eduardo Leusin, 2022. "The Development of Al in Multinational Enterprises - Effects upon Technological Trajectories and Innovation Performance," Bremen Papers on Economics & Innovation 2201, University of Bremen, Faculty of Business Studies and Economics.
    9. Rafaelita M. Aldaba & Fernando T. Aldaba, 2024. "Industrial policy for innovation: why does it matter?," Philippine Review of Economics, University of the Philippines School of Economics and Philippine Economic Society, vol. 61(2), pages 85-109, December.

Articles

  1. Czarnitzki, Dirk & Fernández, Gastón P. & Rammer, Christian, 2023. "Artificial intelligence and firm-level productivity," Journal of Economic Behavior & Organization, Elsevier, vol. 211(C), pages 188-205.
    See citations under working paper version above.
  2. Rammer, Christian & Fernández, Gastón P. & Czarnitzki, Dirk, 2022. "Artificial intelligence and industrial innovation: Evidence from German firm-level data," Research Policy, Elsevier, vol. 51(7).

    Cited by:

    1. Xiao, Bai & Wenyao, Zhao, 2025. "Artificial intelligence and stock price crash risk: Evidence from China: A pre-registered report," Pacific-Basin Finance Journal, Elsevier, vol. 93(C).
    2. Muehlemann, Samuel, 2025. "Artificial intelligence adoption and workplace training," Journal of Economic Behavior & Organization, Elsevier, vol. 238(C).
    3. Yuanhe Du & Tianhang Liu & Wei Shang & Jia Li, 2025. "Research on the Impact of Artificial Intelligence on Urban Green Energy Efficiency: An Empirical Test Based on Neural Network Models," Sustainability, MDPI, vol. 17(16), pages 1-47, August.
    4. Damioli, Giacomo & Van Roy, Vincent & Vertesy, Daniel & Vivarelli, Marco, 2025. "Is artificial intelligence leading to a new technological paradigm?," Structural Change and Economic Dynamics, Elsevier, vol. 72(C), pages 347-359.
    5. 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).
    6. Igna, Ioana & Venturini, Francesco, 2023. "The determinants of AI innovation across European firms," Research Policy, Elsevier, vol. 52(2).
    7. Salman, Muhammad, 2025. "Germany’s energy security strategy in times of turmoil: The role of AI-driven energy systems and environmental policy in the Russian gas exit," Energy Policy, Elsevier, vol. 205(C).
    8. Nicolae Istudor & Aura-Gabriela Socol & Marius-Corneliu Marinas & Cristian Socol, 2024. "Analysis of the Adequacy of Employees Skills for the Adoption of Artificial Intelligence in Central and Eastern European Countries," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 26(67), pages 703-703, August.
    9. Kraft, Kornelius & Rammer, Christian, 2023. "Intended and unintended knowledge spillovers in innovation," ZEW Discussion Papers 23-015, ZEW - Leibniz Centre for European Economic Research.
    10. Czarnitzki, Dirk & Fernández, Gastón P. & Rammer, Christian, 2023. "Artificial intelligence and firm-level productivity," Journal of Economic Behavior & Organization, Elsevier, vol. 211(C), pages 188-205.
    11. Wu, Qinqin & Zhuang, Qinqin & Liu, Yitong & Han, Longyan, 2024. "Technology shock of ChatGPT, social attention and firm value: Evidence from China," Technology in Society, Elsevier, vol. 79(C).
    12. Fang Tang & Longpeng Zhang, 2025. "Impact of data element development on the application of artificial intelligence in enterprises," Empirical Economics, Springer, vol. 69(6), pages 3589-3634, December.
    13. Shuai Wang & Xin Huang & Mengyue Xia & Xing Shi, 2024. "Does Artificial Intelligence Promote Firms’ Innovation Efficiency: Evidence from the Robot Application," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(4), pages 16373-16394, December.
    14. Anser, Muhammad Khalid & Adebayo, Tomiwa Sunday, 2026. "AI-driven renaissance: Revolutionizing technology through industrial artificial intelligence in European economies," Technology in Society, Elsevier, vol. 84(C).
    15. Arntz, Melanie & Genz, Sabrina & Gregory, Terry & Lehmer, Florian & Zierahn-Weilage, Ulrich, 2024. "De-Routinization in the Fourth Industrial Revolution - Firm-Level Evidence," IZA Discussion Papers 16740, IZA Network @ LISER.
    16. Gao, Lan & Wang, Jing, 2025. "Can artificial intelligence reduce energy vulnerability? Evidence from an international perspective," Energy Economics, Elsevier, vol. 145(C).
    17. Ding, Tao & Li, Jiangyuan & Shi, Xing & Li, Xuhui & Chen, Ya, 2023. "Is artificial intelligence associated with carbon emissions reduction? Case of China," Resources Policy, Elsevier, vol. 85(PB).
    18. Xiangan Ding & Zhonglin Sheng & Andrea Appolloni & Mohsin Shahzad & Shaojie Han, 2024. "Digital transformation, ESG practice, and total factor productivity," Business Strategy and the Environment, Wiley Blackwell, vol. 33(5), pages 4547-4561, July.
    19. Roth, Felix & Rammer, Christian, 2025. "Intangible assets and productivity at the firm level: R&D versus non-R&D intangibles," ZEW Discussion Papers 25-062, ZEW - Leibniz Centre for European Economic Research.
    20. Kraft, Kornelius & Rammer, Christian, 2025. "Reverse engineering and innovation: Empirical evidence from a high-tech economy," ZEW Discussion Papers 25-010, ZEW - Leibniz Centre for European Economic Research.
    21. Xue, Fengrui & Zhu, Tianqi, 2025. "Research on the impact and internal mechanism of intelligent technology on industrial chain resilience," Finance Research Letters, Elsevier, vol. 84(C).
    22. Han, Wang-Zhe & Meng, Wanshan, 2025. "Does AI contribute to systemic risk reduction in non-financial corporations?," The Quarterly Review of Economics and Finance, Elsevier, vol. 100(C).
    23. Antonio Minniti & Klaus Prettner & Francesco Venturini, 2024. "Unslicing the pie: AI innovation and the labor share in European regions," Department of Economics Working Papers wuwp369, Vienna University of Economics and Business, Department of Economics.
    24. Zhong, Xi & She, Jianquan & Wu, Xiaojie, 2024. "Tech for social good: Artificial intelligence and workplace safety," Technology in Society, Elsevier, vol. 79(C).
    25. Minniti, Antonio & Prettner, Klaus & Venturini, Francesco, 2025. "AI innovation and the labor share in European regions," European Economic Review, Elsevier, vol. 177(C).
    26. Pulito, Giuseppe & Pytlikova, Mariola & Schroede, Sarah & Lodefalk, Magnus, 2026. "Who Adopts AI? Evidence on Firms, Technologies and Worker," Working Papers 2026:3, Örebro University, School of Business.
    27. Ren, Baoping & Qiu, Zhaoxuan & Liu, Bei, 2025. "Supply chain decarbonisation effects of artificial Intelligence: Evidence from China," International Review of Economics & Finance, Elsevier, vol. 101(C).
    28. Xianpu Xu & Yuchen Song, 2023. "Is There a Conflict between Automation and Environment? Implications of Artificial Intelligence for Carbon Emissions in China," Sustainability, MDPI, vol. 15(16), pages 1-22, August.
    29. Boqiang Lin & Yitong Zhu, 2025. "Does AI elevate corporate ESG performance? A supply chain perspective," Business Strategy and the Environment, Wiley Blackwell, vol. 34(1), pages 586-597, January.
    30. Ma, Yuan & Zhang, Wenchao & Ma, Chengxiang & Ai, Yudong & Hu, Jun, 2025. "Artificial intelligence, data elements, digital economy, and corporate innovation performance," International Review of Economics & Finance, Elsevier, vol. 103(C).
    31. Wang, Zongrun & Zhang, Taiyu & Ren, Xiaohang & Shi, Yukun, 2024. "AI adoption rate and corporate green innovation efficiency: Evidence from Chinese energy companies," Energy Economics, Elsevier, vol. 132(C).
    32. Liu, Zhiyang & Liu, Jianyi & Zhao, Chenfang & Qiu, Zhenyu, 2025. "Business model innovation in the age of metaverse," Technovation, Elsevier, vol. 143(C).
    33. Maier Andreea & Osoian Codruța, 2024. "Exploring the Dynamics of Innovation in the Era of Artificial Intelligence," Studia Universitatis Babeș-Bolyai Oeconomica, Sciendo, vol. 69(2), pages 1-12.
    34. Jacques Mairesse & Pierre Mohnen & Ad Notten, 2025. "Innovation and productivity: the recent empirical literature and the state of the art," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 15(1), pages 1-27, March.
    35. Zhang, Yujie & Ba, Zhichao & Mao, Jin & Li, Gang, 2025. "Quantifying the impact of digital technology on enterprise processes using LLM-based causal claim networks," Journal of Informetrics, Elsevier, vol. 19(3).
    36. Genghua Tang & Hongxun Mai, 2022. "How Does Manufacturing Intelligentization Influence Innovation in China from a Nonlinear Perspective and Economic Servitization Background?," Sustainability, MDPI, vol. 14(21), pages 1-16, October.
    37. Jingwen Lyu & Wei Xiao & Wei He, 2025. "Unveiling the impact of intelligent transformation on economic resilience toward sustainable solutions: a spatio–temporal heterogeneity perspective," Asia-Pacific Journal of Regional Science, Springer, vol. 9(2), pages 387-418, June.
    38. Bai, Caiquan & Yao, Di & Xue, Qihang, 2025. "Does artificial intelligence suppress firms' greenwashing behavior? Evidence from robot adoption in China," Energy Economics, Elsevier, vol. 142(C).
    39. He, Ling-Yun & Wang, Liang, 2025. "Can artificial intelligence curb greenwashing? Firm-level evidence based on large language model," Energy Economics, Elsevier, vol. 152(C).
    40. Luo, Shiyue & Lu, Mingyue & Ye, Jinhui & Guo, Yuying & Hao, Yu, 2025. "Nurturing finance and harvesting intelligence: The green growth of urban industrial intelligence fueled by green finance," Research in International Business and Finance, Elsevier, vol. 80(C).
    41. Cong Cheng & Zefeng Miao, 2025. "Leveraging digital connectivity for innovation performance: a fsQCA study on Chinese high-tech manufacturing firms," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-12, December.
    42. Fu, Yu & Chen, Yijun & Zhang, Yulin & Wang, Menghan & Yu, Yuanchun, 2026. "Corporate productivity transformation under the innovation paradigm: The role and impact of artificial intelligence," Technology in Society, Elsevier, vol. 84(C).
    43. Fu, Liang & Ho, Chun-Yu & Wei, Xiao & Zhang, Xiaoli, 2025. "Real exchange rate, financial constraints and product innovation: Evidence from China," Journal of International Money and Finance, Elsevier, vol. 159(C).
    44. Andres, Raphaela & Niebel, Thomas & Sack, Robin, 2024. "Big data and firm-level productivity: A cross-country comparison," ZEW Discussion Papers 24-053, ZEW - Leibniz Centre for European Economic Research.
    45. Shuang Han & Xianmin Sun & Shen Zhong, 2025. "Applications of artificial intelligence and urban innovation performance: A quasi-natural experiment based on the pilot zones for the innovative application of artificial intelligence," PLOS ONE, Public Library of Science, vol. 20(8), pages 1-28, August.
    46. Standaert, Thomas & Andries, Petra, 2026. "Overcoming difficulties in knowledge transfer: Harnessing the power of AI to drive process innovation," Technovation, Elsevier, vol. 149(C).
    47. Lu Guo & Lei Wang & Fangyu Zhou & Mei Luo, 2026. "The High-Quality Employment Effects of Digital-Intelligent Economy: Evidence from the China Labor-Force Dynamics Survey," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 181(3), pages 1-32, February.
    48. Flavio Calvino & Luca Fontanelli, 2025. "Decoding AI: Nine facts about how firms use artificial intelligence in France," LEM Papers Series 2025/13, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    49. Zhen-Er Jiang & Fu Huang & Qiang Wu, 2025. "The Impact of AI on Corporate Green Transformation: Empirical Evidence from China," Sustainability, MDPI, vol. 17(17), pages 1-20, August.
    50. Antonioli, Davide & Marzucchi, Alberto & Rentocchini, Francesco & Vannuccini, Simone, 2024. "Robot adoption and product innovation," Research Policy, Elsevier, vol. 53(6).
    51. Kwon, Seokbeom & Porter, Alan L., 2025. "Use of exclusive data for corporate research on machine learning and artificial intelligence: Implications for innovation and competition policy," Technology in Society, Elsevier, vol. 81(C).
    52. Baizhen Zhang & BiYu Peng, 2025. "The role of leading companies in artificial intelligence applications," The Journal of Technology Transfer, Springer, vol. 50(5), pages 1919-1946, October.
    53. Chaobo Zhou, 2025. "Artificial Intelligence and Urban Air Quality: The Role of Government and Public Environmental Attention," Sustainability, MDPI, vol. 17(13), pages 1-16, June.
    54. Liu, Hongjiao, 2025. "Artificial intelligence development and household financial asset allocation," International Review of Economics & Finance, Elsevier, vol. 102(C).
    55. Antonio Cimino & Ciro Troise & Vincenzo Corvello & Stefano Bresciani, 2025. "Artificial intelligence and dynamic capabilities: how startups can thrive in entrepreneurial ecosystems amid disruptive change," International Entrepreneurship and Management Journal, Springer, vol. 21(1), pages 1-26, December.
    56. Li, Chengming & Xu, Yang & Zheng, Hao & Wang, Zeyu & Han, Haiting & Zeng, Liangen, 2023. "Artificial intelligence, resource reallocation, and corporate innovation efficiency: Evidence from China's listed companies," Resources Policy, Elsevier, vol. 81(C).
    57. Giacomo Damioli & Vincent Van Roy & Daniel Vertesy & Marco Vivarelli, 2024. "AI as a new emerging technological paradigm: evidence from global patenting," DISCE - Working Papers del Dipartimento di Politica Economica dipe0038, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    58. Nils Grashof & Alexander Kopka, 2023. "Artificial intelligence and radical innovation: an opportunity for all companies?," Small Business Economics, Springer, vol. 61(2), pages 771-797, August.
    59. Wu, Weiwei & Xiao, Ruicong, 2025. "Antecedent configurations toward technology search strategies in digital transformation: The joint impact of performance feedback, organizational slack and TMT regulatory focus," Technovation, Elsevier, vol. 144(C).
    60. Flavio Calvino & Luca Fontanelli, 2026. "Decoding AI: an early look at how French firms use AI," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 16(1), pages 51-93, March.
    61. Lin, Boqiang & Xu, Chongchong, 2024. "Enhancing energy-environmental performance through industrial intelligence: Insights from Chinese prefectural-level cities," Applied Energy, Elsevier, vol. 365(C).
    62. Yoruk, Esin & Radosevic, Slavo & Fischer, Bruno, 2023. "Technological profiles, upgrading and the dynamics of growth: Country-level patterns and trajectories across distinct stages of development," Research Policy, Elsevier, vol. 52(8).
    63. Xueyuan Gao & Hua Feng, 2023. "AI-Driven Productivity Gains: Artificial Intelligence and Firm Productivity," Sustainability, MDPI, vol. 15(11), pages 1-21, June.
    64. Chen, Lusi & Li, Shinan & She, Zhili, 2025. "A study on the impact of artificial intelligence applications on corporate green technological innovation: A mechanism analysis from multiple perspectives," International Review of Economics & Finance, Elsevier, vol. 103(C).
    65. Wu, Yulin & Zhang, Jiahui & Cai, Xinyu, 2025. "Impact of regional artificial intelligence development on corporate environmental information," Finance Research Letters, Elsevier, vol. 80(C).
    66. Bughin, Jacques, 2025. "Corporate AI play and short term skill-biased AI change," Technology in Society, Elsevier, vol. 82(C).
    67. Uribe, Jorge M., 2025. "Investment in intangible assets and economic complexity," Research Policy, Elsevier, vol. 54(1).
    68. Ningning Ni & Xinya Chen & Yifan Guo & Xing Zhao, 2025. "Toward Economic Recovery: Can Industrial Intelligence Improve Total Factor Productivity?," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(3), pages 12226-12257, September.
    69. Liu, Qilu & Du, Shanshan & Li, Min, 2025. "Green innovation perspective: Artificial intelligence and corporate green development," International Review of Economics & Finance, Elsevier, vol. 102(C).
    70. Christian Peukert & Margaritha Windisch, 2023. "The Economics of Copyright in the Digital Age," CESifo Working Paper Series 10687, CESifo.
    71. Busch, Malte & Duwe, Daniel, 2023. "Artificial intelligence in innovation processes. A study using the example of an innvation research institute," EconStor Research Reports 281981, ZBW - Leibniz Information Centre for Economics.
    72. Nils Grashof & Alexander Kopka, 2023. "Widening or closing the gap? The relationship between artificial intelligence, firm-level productivity and regional clusters," Bremen Papers on Economics & Innovation 2304, University of Bremen, Faculty of Business Studies and Economics.
    73. Zhang, Wei & Ye, Shiqi & Mangla, Sachin Kumar & Emrouznejad, Ali & Song, Malin, 2024. "Smart platforming in automotive manufacturing for NetZero: Intelligentization, green technology, and innovation dynamics," International Journal of Production Economics, Elsevier, vol. 274(C).
    74. Alessia Lo Turco & Alessandro Sterlacchini, 2024. "Factors Enhancing Ai Adoption By Firms. Evidence From France," Working Papers 486, Universita' Politecnica delle Marche (I), Dipartimento di Scienze Economiche e Sociali.
    75. Flavio Calvino & Luca Fontanelli, 2023. "Artificial intelligence, complementary assets and productivity: evidence from French firms," LEM Papers Series 2023/35, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    76. Wang, Liangcheng & Chen, Yizheng, 2025. "Artificial intelligence and corporate investment efficiency: Evidence from China," Emerging Markets Review, Elsevier, vol. 68(C).
    77. Ding, Xiangan & Appolloni, Andrea & Shahzad, Mohsin & Liu, Yue & Han, Shaojie, 2025. "Digital transformation and total factor productivity in manufacturing firms: Evidence of corporate public responsibilities in China," Technology in Society, Elsevier, vol. 82(C).
    78. Anna Giunta & Enrico Marvasi & Marco Sforza, 2025. "Digitalization and regionalization of Global Value Chains in European industries," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 52(3), pages 599-628, September.
    79. Daniele Giordino & Elisa Ballesio & Nourah Alshaghdali & Dhruv Galgotia, 2026. "The relationship between organizational focus on AI, financial growth and sustainable development: Evidence from Europe," Post-Print hal-05433094, HAL.
    80. Damioli, Giacomo & Van Roy, Vincent & Vertesy, Daniel & Vivarelli, Marco, 2024. "Is Artificial Intelligence Generating a New Paradigm? Evidence from the Emerging Phase," IZA Discussion Papers 17183, IZA Network @ LISER.
    81. Choi, Jihoon & Kim, Yeong Jae, 2025. "The impact of twin transition on firms' business performance: Empirical evidence from Korean manufacturing firms," Energy Economics, Elsevier, vol. 149(C).
    82. Dong, Feng & Zhao, Xu & Mangla, Sachin Kumar & Song, Malin, 2025. "Enhanced supply chain resilience under geopolitical risks: The role of artificial intelligence," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 202(C).
    83. Agustí Segarra-Blasco & Josep Tomàs-Porres & Mercedes Teruel, 2025. "AI, robots and innovation in European SMEs," Small Business Economics, Springer, vol. 65(1), pages 719-745, June.
    84. Mao, Yanlan & Holmström, Jan & Cheng, Yang, 2025. "Applying machine learning to predict production capacity for engineer-to-order products: Learning from wind turbine industry," Technological Forecasting and Social Change, Elsevier, vol. 219(C).
    85. Ming, Xin & Wang, Qiang & Liu, Yan, 2025. "The performance implications of R&D collaborations on artificial intelligence," Technovation, Elsevier, vol. 145(C).
    86. Mantej Pardesi, 2025. "Technology spikes and skill formation adjustment: Role of capital investment spikes in firm's training and hiring decision," Economics of Education Working Paper Series 0249, University of Zurich, Department of Business Administration (IBW).
    87. Zhao, Jianyu & Xu, Yingbo & Zou, Bo & Xi, Xi & Liu, Wei, 2025. "From invisible to visible: How artificial intelligence facilitates generativity in product architecture," International Journal of Production Economics, Elsevier, vol. 290(C).
    88. Liu, Rong & Luo, Wenying & Su, Ruiqian, 2025. "How does cultural diversity influence corporate AI development?," Finance Research Letters, Elsevier, vol. 81(C).

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