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The demand for AI skills in the labor market

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  1. Pham, Tho & Talavera, Oleksandr & Wu, Zhuangchen, 2023. "Labor markets during war time: Evidence from online job advertisements," Journal of Comparative Economics, Elsevier, vol. 51(4), pages 1316-1333.
  2. Garcia-Suaza, Andrés & Sarango-Iturralde, Alexander & Caiza-Guamán, Pamela & Gil Díaz, Mateo & Acosta Castillo, Dana, 2025. "Unequal Impacts of AI on Colombia's Labor Market: An Analysis of AI Exposure, Wages, and Job Dynamics," GLO Discussion Paper Series 1604, Global Labor Organization (GLO).
  3. Charles Hoffreumon & Chris Forman & Nicolas van Zeebroeck, 2024. "Make or buy your artificial intelligence? Complementarities in technology sourcing," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 33(2), pages 452-479, March.
  4. Bircan, Tuba & Özbilgin, Mustafa F., 2025. "Unmasking inequalities of the code: Disentangling the nexus of AI and inequality," Technological Forecasting and Social Change, Elsevier, vol. 211(C).
  5. 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.
  6. Luca Fontanelli & Mattia Guerini & Raffaele Miniaci & Angelo Secchi, 2025. "Predictive AI and productivity growth dynamics: evidence from French firms," Working Papers 2025.11, Fondazione Eni Enrico Mattei.
  7. Duch-Brown, Néstor & Gomez-Herrera, Estrella & Mueller-Langer, Frank & Tolan, Songül, 2022. "Market power and artificial intelligence work on online labour markets," Research Policy, Elsevier, vol. 51(3).
  8. Joshua S. Gans, 2023. "Artificial intelligence adoption in a competitive market," Economica, London School of Economics and Political Science, vol. 90(358), pages 690-705, April.
  9. 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.
  10. Kapelyuk, Sergey & Karelin, Iliya, 2023. "Digital Skills: Classification, Empirical Estimates of the Demand," MPRA Paper 119644, University Library of Munich, Germany.
  11. Albanesi, Stefania & Da Silva, António Dias & Jimeno, Juan F. & Lamo, Ana & Wabitsch, Alena, 2023. "New technologies and jobs in Europe," Working Paper Series 2831, European Central Bank.
  12. Flavio Calvino & Chiara Criscuolo & Luca Fontanelli & Lionel Nesta & Elena Verdolini, 2024. "The role of human capital for AI adoption: Evidence from French firms," CEP Discussion Papers dp2055, Centre for Economic Performance, LSE.
  13. Josten, Cecily & Krause, Helen & Lordan, Grace & Yeung, Brian, 2024. "What skills pay more? The changing demand and return to skills for professional workers," LSE Research Online Documents on Economics 121450, London School of Economics and Political Science, LSE Library.
  14. Lee, Yong Suk & Kim, Taekyun & Choi, Sukwoong & Kim, Wonjoon, 2022. "When does AI pay off? AI-adoption intensity, complementary investments, and R&D strategy," Technovation, Elsevier, vol. 118(C).
  15. Engberg, Erik & Koch, Michael & Lodefalk, Magnus & Schroeder, Sarah, 2023. "Artificial Intelligence, Tasks, Skills and Wages: Worker-Level Evidence from Germany," Working Papers 2023:12, Örebro University, School of Business.
  16. Schultheiss, Tobias & Pfister, Curdin & Gnehm, Ann-Sophie & Backes-Gellner, Uschi, 2023. "Education expansion and high-skill job opportunities for workers: Does a rising tide lift all boats?," Labour Economics, Elsevier, vol. 82(C).
  17. Liu, Yongda & Zhang, Zhuang, 2025. "Unlocking operational efficiency: How AI human capital investment enhances data processing efficiency?," Economics Letters, Elsevier, vol. 247(C).
  18. Koch, Michael & Lodefalk, Magnus, 2024. "Artificial Intelligence and Worker Stress: Evidence from Germany," Working Papers 2024:5, Örebro University, School of Business.
  19. Anna-Maria Kanzola, 2024. "The Knowledge Content of the Greek Production Structure in the Aftermath of the Greek Crisis," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(1), pages 936-957, March.
  20. Pouliakas, Konstantinos & Santangelo, Giulia, 2025. "Are Artificial Intelligence (AI) Skills a Reward or a Gamble? Deconstructing the AI Wage Premium in Europe," IZA Discussion Papers 17607, Institute of Labor Economics (IZA).
  21. Fabian Kosse & Tim Leffler & Arna Woemmel, 2024. "Digital Skills: Social Disparities and the Impact of Early Mentoring," CESifo Working Paper Series 11570, CESifo.
  22. Arendt, Lukasz & Gałecka-Burdziak, Ewa & Núñez, Fernando & Pater, Robert & Usabiaga, Carlos, 2023. "Skills requirements across task-content groups in Poland: What online job offers tell us," Technological Forecasting and Social Change, Elsevier, vol. 187(C).
  23. Christina Gathmann & Felix Grimm & Erwin Winkler, 2024. "AI, Task Changes in Jobs, and Worker Reallocation," CESifo Working Paper Series 11585, CESifo.
  24. Rude, Britta & Giesing, Yvonne, 2022. "Technological Change and Immigration - A Race for Talent or of Displaced Workers," VfS Annual Conference 2022 (Basel): Big Data in Economics 264093, Verein für Socialpolitik / German Economic Association.
  25. Michael J. Böhm & Ben Etheridge & Aitor Irastorza-Fadrique, 2025. "The impact of labour demand shocks when occupational labour supplies are heterogeneous," IFS Working Papers W25/15, Institute for Fiscal Studies.
  26. 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).
  27. Ciocodeică David-Florin & Berbece Ștefan-Alexandru & Pestrea Constantin-Daniel, 2024. "The Impact of Artificial Intelligence on the Labor Market in Romania," Proceedings of the International Conference on Business Excellence, Sciendo, vol. 18(1), pages 198-208.
  28. Ruyu Chen & Natarajan Balasubramanian & Chris Forman, 2024. "How does worker mobility affect business adoption of a new technology? The case of machine learning," Strategic Management Journal, Wiley Blackwell, vol. 45(8), pages 1510-1538, August.
  29. 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.
  30. Pablo Casas & Concepción Román, 2024. "The impact of artificial intelligence in the early retirement decision," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 51(3), pages 583-618, August.
  31. Raluca-Florentina Cretu & Daniela Tutui & Viorel-Costin Banta & Elena Claudia Serban & Laura - Eugenia - Lavinia Barna & Romeo-Catalin Cretu, 2024. "Effects of Artificial Intelligence-Based Technologies Implementation s on the Skills Needed in the Automotive Industry A Bibliometric Analysis," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 26(67), pages 801-801, August.
  32. Alexandra Theben & Nia Plamenova & Ana Freire, 2025. "The “new currency of the future”: a review of literature on the skills needs of the workforce in times of accelerated digitalisation," Management Review Quarterly, Springer, vol. 75(1), pages 495-526, February.
  33. Andrei Ternikov, 2023. "Skill preferences in job postings," Economics Bulletin, AccessEcon, vol. 43(4), pages 1928-1943.
  34. A. A. Ternikov, 2023. "Artificial intelligence and the demand for skills in Russia," Voprosy Ekonomiki, NP Voprosy Ekonomiki, issue 11.
  35. Łukasz Arendt & Eugeniusz Kwiatkowski, 2023. "Kontrowersje wokół wpływu nowoczesnych technologii na zatrudnienie i bezrobocie," Ekonomista, Polskie Towarzystwo Ekonomiczne, issue 2, pages 195-216.
  36. Böhm, Michael Johannes & Etheridge, Ben & Irastorza-Fadrique, Aitor, 2025. "The Impact of Labour Demand Shocks when Occupational Labour Supplies are Heterogeneous," IZA Discussion Papers 17851, Institute of Labor Economics (IZA).
  37. McGuinness, Seamus & Redmond, Paul & Pouliakas, Konstantinos & Kelly, Lorcan & Brosnan, Luke, 2025. "Technological Change and the Upskilling of European Workers," IZA Discussion Papers 17753, Institute of Labor Economics (IZA).
  38. Shakina, Elena & Volkova, Natalia V. & Paklina, Sofia, 2024. "Perceived worth of human capital across IT jobseekers in the digital era," Technological Forecasting and Social Change, Elsevier, vol. 209(C).
  39. Marc Pinski & Thomas Hofmann & Alexander Benlian, 2024. "AI Literacy for the top management: An upper echelons perspective on corporate AI orientation and implementation ability," Electronic Markets, Springer;IIM University of St. Gallen, vol. 34(1), pages 1-23, December.
  40. Stephany, Fabian & Teutloff, Ole, 2024. "What is the price of a skill? The value of complementarity," Research Policy, Elsevier, vol. 53(1).
  41. Bone, Matthew & González Ehlinger, Eugenia & Stephany, Fabian, 2025. "Skills or degree? The rise of skill-based hiring for AI and green jobs," Technological Forecasting and Social Change, Elsevier, vol. 214(C).
  42. Li, Lanbing & Zhao, Jiawei & Yang, Yuhan & Ma, Dan, 2025. "Artificial intelligence and green development well-being: Effects and mechanisms in China," Energy Economics, Elsevier, vol. 141(C).
  43. Seongjun Yang & Donghyun Kim, 2024. "Spatial distribution and characteristics of vulnerable occupations to artificial intelligence: cases from South Korea," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 72(4), pages 1079-1103, April.
  44. Choi, Taelim & Leigh, Nancey Green, 2024. "Artificial intelligence's creation and displacement of labor demand," Technological Forecasting and Social Change, Elsevier, vol. 209(C).
  45. Hemelt, Steven W. & Hershbein, Brad & Martin, Shawn & Stange, Kevin M., 2023. "College majors and skills: Evidence from the universe of online job ads," Labour Economics, Elsevier, vol. 85(C).
  46. Babina, Tania & Fedyk, Anastassia & He, Alex & Hodson, James, 2024. "Artificial intelligence, firm growth, and product innovation," Journal of Financial Economics, Elsevier, vol. 151(C).
  47. 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).
  48. Fabian Kosse & Tim Leffler & Arna Woemmel, 2025. "Digital Skills: Social Disparities and the Impact of Early Mentoring," SOEPpapers on Multidisciplinary Panel Data Research 1222, DIW Berlin, The German Socio-Economic Panel (SOEP).
  49. Zhou, Ruizhu, 2024. "Industry concentration and workers’ wage levels," Finance Research Letters, Elsevier, vol. 66(C).
  50. Dahlke, Johannes & Beck, Mathias & Kinne, Jan & Lenz, David & Dehghan, Robert & Wörter, Martin & Ebersberger, Bernd, 2024. "Epidemic effects in the diffusion of emerging digital technologies: evidence from artificial intelligence adoption," Research Policy, Elsevier, vol. 53(2).
  51. Lyu, Wenjing & Liu, Jin, 2021. "Artificial Intelligence and emerging digital technologies in the energy sector," Applied Energy, Elsevier, vol. 303(C).
  52. Tim Hinks, 2024. "Artificial Intelligence Perceptions and Life Satisfaction," Journal of Happiness Studies, Springer, vol. 25(1), pages 1-14, February.
  53. Daly, Moira & Groes, Fane & Jensen, Mathias Fjællegaard, 2025. "Skill demand versus skill use: Comparing job posts with individual skill use on the job," Labour Economics, Elsevier, vol. 92(C).
  54. Franziska Klügl & Hildegunn Kyvik Nordås, 2024. "Double whammy? Trade and automation in engineering services," Review of International Economics, Wiley Blackwell, vol. 32(4), pages 1493-1520, September.
  55. Fatima, Samar & Desouza, Kevin C. & Dawson, Gregory S. & Denford, James S., 2022. "Interpreting national artificial intelligence plans: A screening approach for aspirations and reality," Economic Analysis and Policy, Elsevier, vol. 75(C), pages 378-388.
  56. David Marguerit, 2025. "Augmenting or Automating Labor? The Effect of AI Development on New Work, Employment, and Wages," Papers 2503.19159, arXiv.org.
  57. Tho Pham & Oleksandr Talavera & Zhuangchen Wu, 2023. "Labor Markets during War Time: Evidence from Online Job Ads," Discussion Papers 23-03, Department of Economics, University of Birmingham.
  58. Ishmael Tingbani & Samuel Salia & Christopher A. Hartwell & Alhassan Yahaya, 2025. "Looking in the rear‐view mirror: Evidence from artificial intelligence investment, labour market conditions and firm growth," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 30(1), pages 961-982, January.
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