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Bilgi İletişim Teknolojileri Kullanımının İş Gücü Talebine Etkisi: Türk İmalat Sanayinden Kanıtlar

Year 2024, Volume: 19 Issue: 1, 138 - 154, 01.04.2024
https://doi.org/10.17153/oguiibf.1348083

Abstract

Bu çalışma, Türk imalat sanayinde BİT kullanımının iş gücü talebine etkisini analiz etmeyi amaçlamaktadır. BİT kullanım değişkeni olarak CRM, SCM ve ERP kullanımı alınmıştır. 2009-2021 dönemi için sistem GMM tahmincisi kullanılarak hem imalat sanayi hem de imalat sanayinin teknoloji yoğunluğuna göre sınıflandırılan alt sektörlerini kapsayan analizler yapılmıştır. Analiz sonuçlarına göre, BİT kullanımının iş gücü talebini olumlu yönde etkilediği ve telafi mekanizmasının hem imalat sanayinde hem de düşük, orta ve yüksek teknoloji yoğunluğuna sahip sektörlerde doğrulandığı sonucuna varılmıştır.

Thanks

Bu çalışmadaki tüm analizler Türkiye İstatistik Kurumu (TÜİK) Zonguldak VAM’da yapılmıştır. Firma düzeyinde veri sağladığı için TÜİK’e ve destekleri için TÜİK personeline teşekkür ederim. Çalışmadaki tüm bulgu ve fikirler yazara ait olup, hiçbir şekilde resmi istatistikleri yansıtmamaktadır.

References

  • Abramova, N.; Grishchenko, N. (2020), "ICTs, Labour Productivity and Employment: Sustainability in Industries in Russia", Procedia Manufacturing, Vol. 43: 299-305.
  • Acemoğlu, D. (2002), “Technical Change, Inequality, and the Labor Market”, Journal of Economic Literature, Vol. 40, No. 1: 7-72.
  • Acemoğlu, D.; Autor, D. H. (2011), “Skills, Tasks and Technologies: Implications for Employment and Earnings”, Handbook of Labor Economics, (Ed. D. Card; O. Ashenfelter), Elsevier: Amsterdam: 1043-1171.
  • Aral, S.; Brynjolfsson, E.; Wu, D. J. (2006), “Which Came First, It or Productivity? Virtuous Cycle of Investment and Use in Enterprise Systems”, https://ssrn.com/abstract=942291, (Erişim: 10.03.2023).
  • Atasoy, H.; Banker, R. D.; Pavlou, P. A. (2016), “On the Longitudinal Effects of IT Use on Firm-Level Employment”, Information Systems Research, Vol. 27, No. 1: 6-26.
  • Autor, D. H.; Dorn, D. (2013), “The Growth of Low-Skill Service Jobs and the Polarization of the US Labor Market”, American Economic Review, Vol. 103, No. 5: 1553-1597.
  • Autor, D. H.; Dorn, D.; Hanson, G.H. (2015), “Untangling Trade and Technology: Evidence from Local Labor Markets”, The Economic Journal, Vol. 125, No.584: 621-646.
  • Balsmeier, B.; Woerter M. (2019), “Is This Time Different? How Digitalization Influences Job Creation and Destruction”, Research Policy, Vol. 48, No. 8: 1-10.
  • Baltagi, B. H. (2008), Econometric Analysis of Panel Data, 4th Ed., Chichester: Wiley Publication.
  • Baum, C. F.; Schaffer, M. E.; Stillman, S. (2003), “Instrumental Variables and GMM: Estimation and Testing”, The Stata Journal, Vol. 3, No. 1: 1-31.
  • Bertschek, I.; Niebel, T. (2016), “Mobile and More Productive? Firm-Level Evidence on the Productivity Effects of Mobile Internet Use”, Telecommunications Policy, Vol. 40, No. 9: 888-898.
  • Biagi, F.; Falk, M. (2017), “The Impact of ICT and e-Commerce on Employment in Europe”, Journal of Policy Modeling, Vol. 39, No. 1: 1-18.
  • Blundell, R.; Bond, S. (1998), “Initial Conditions and Moment Restrictions in Dynamic Panel Data Models”, Journal of Econometrics, Vol. 87, No. 1: 115-143.
  • Blundell, R.; Bond, S.; Windmeijer, F. (2001), “Estimation in Dynamic Panel Data Models: Improving on the Performance of the Standard GMM Estimator”, Nonstationary Panels, Panel Cointegration, and Dynamic Panels, (Ed. B. H. Baltagi; T. B. Fomby; R. Carter Hill), Emerald Group Publishing Limited: Bingley: 53-91.
  • Bogliacino, F.; Piva, M.; Vivarelli, M. (2012), “R&D and Employment: An Application of the LSDVC Estimator Using European Microdata”, Economics Letters, Vol. 116, No.1: 56-59.
  • Bolli, T.; Pusterla, F. (2023), “Is Technological Change Really Skills-Biased? Firm-Level Evidence of the Complementarities Between ICT and Workers' Education”, Economics of Innovation and New Technology, Vol. 32, No.1: 69-91.
  • Bond, S. (2002), “Dynamic Panel Data Models: A Guide to Micro Data Methods and Practice”, Portuguese Economic Journal, Vol.1: 141-162.
  • Bond, S.; Hoeffler, A.; Temple, J. (2001), “GMM Estimation of Empirical Growth Models”, https://core.ac.uk/download/pdf/7371102.pdf, (Erişim: 07.04.2023).
  • Borland, J.; Coelli, M. (2017), “Are Robots Taking Our Jobs?”, Australian Economic Review, Vol. 50, No. 4: 377-397.
  • Brynjolfsson, E.; McAfee, A. (2011), Race Against the Machine: How the Digital Revolution is Accelerating Innovation, Driving Productivity, and Irreversibly Transforming Employment and the Economy, Lexington, Mass: Digital Frontier Press.
  • Calvino, F.; Virgillito, M. E. (2018), “The Innovation‐Employment Nexus: A Critical Survey of Theory and Empirics, Journal of Economic Surveys, Vol. 32, No.1: 83-117.
  • Chun, N.; Tang, H. (2018), “Do Information and Communication Technologies Empower Female Workers? Firm-Level Evidence From Viet Nam”, https://ssrn.com/abstract=3188637, (Erişim: 07.04.2023).
  • Colombo, M. G.; Croce, A.; Grilli, L. (2013), “ICT Services and Small Businesses’ Productivity Gains: An Analysis of the Adoption of Broadband Internet Technology”, Information Economics and Policy, Vol. 25, No. 3: 171-189.
  • Conte, A.; Vivarelli, M. (2011), “Imported Skill‐Biased Technological Change in Developing Countries”, The Developing Economies, Vol. 49, No. 1: 36-65.
  • Eurostat (2022), “Glossary: High-Tech Classification of Manufacturing Industries”, https://ec.europa.eu/eurostat/statistics-explained/index.php?title=Glossary:High-tech_classification_of_manufacturing_industries, (Erişim: 28.04.2013).
  • Evangelista, R.; Guerrieri, P.; Meliciani, V. (2014), “The Economic Impact of Digital Technologies in Europe”, Economics of Innovation and New Technology, Vol. 23, No. 8: 802–824.
  • Falk, M. (2001), “Organizational Change, New Information and Communication Technologies and the Demand for Labor in Services”, https://ssrn.com/abstract=329141, (Erişim:24.03.2023).
  • Falk, M. (2005), “ICT-Linked Firm Reorganisation and Productivity Gains”, Technovation, Vol. 25, No. 11: 1229-1250.
  • Falk, M.; Biagi, F. (2017), “Relative Demand for Highly Skilled Workers and Use of Different ICT Technologies, Applied Economics, Vol. 49, No. 9: 903-914.
  • Güney, G.; Kılıçaslan, Y. (2018), “The Use of Information and Communication Technologies and Firm Performance”, Ekonomik Yaklaşım, C. 29, S.106: 31-72.
  • Harrison, R.; Jaumandreu, J.; Mairesse, J.; Peters, B. (2014), “Does Innovation Stimulate Employment? A Firm-Level Analysis Using Comparable Micro-Data from Four European Countries”, International Journal of Industrial Organization, Vol. 35: 29-43.
  • Hötte, K.; Somers, M.; Theodorakopoulos, A. (2022), “Technology and Jobs: A Systematic Literature Review”, https://www.oxfordmartin.ox.ac.uk/downloads/Technology-and-jobs-A-Systematic-Lit-Review-WP-Upload.pdf, (Erişim: 22.03.2023).
  • Hsiao, C. (2022), Analysis of Panel Data, 4th Ed., Cambridge: Cambridge University Press.
  • Kaiser, U. (2001), “The Impact of Foreign Competition and New Technologies on the Demand for Heterogeneous Labor”, Review of Industrial Organization, Vol. 19: 109–120.
  • Kılıçaslan, Y.; Töngür, Ü. (2019), “ICT and Employment Generation: Evidence from Turkish Manufacturing”, Applied Economics Letters, Vol. 26, No. 13: 1053-1057.
  • Lachenmaier, S.; Rottmann, H. (2011), “Effects of Innovation on Employment: A Dynamic Panel Analysis”, International Journal of Industrial Organization, Vol. 29, No. 2: 210-220.
  • Meschi, E.; Taymaz, E.; Vivarelli, M. (2016), “Globalization, Technological Change and Labor Demand: A Firm-Level Analysis for Turkey”, Review of World Economics, Vol. 152: 655-680.
  • Mondolo, J. (2022), “The Composite Link Between Technological Change and Employment: A Survey of the Literature”, Journal of Economic Surveys, Vol. 36, No. 4: 1027-1068.
  • Nickell, S. (1981), “Biases in Dynamic Models With Fixed Effects”, Econometrica: Journal of The Econometric Society, Vol. 49: 1417-1426.
  • OECD (2016), "ICTs and Jobs: Complements or Substitutes?", https://one.oecd.org/document/DSTI/ICCP/IIS%282016%291/FINAL/En/pdf, (Erişim: 07.03.2023).
  • O'Mahony, M.; Robinson, C.; Vecchi, M. (2008), “The Impact of ICT on the Demand for Skilled Labour: A Cross-Country Comparison”, Labour Economics, Vol. 15, No.6: 1435-1450.
  • Pantea, S.; Sabadash, A.; Biagi, F. (2017), “Are ICT Displacing Workers in the Short Run? Evidence from Seven European Countries”, Information Economics and Policy, Vol. 39: 36-44.
  • Pérez, M. A. H.; López, J. R. (2016), “Labor Demand and ICT Adoption in Spain”, Telecommunications Policy, Vol. 40, No. 5: 450-470.
  • Roodman, D. (2009), “How to Do xtabond2: An Introduction to Difference and System GMM in Stata”, The Stata Journal, Vol. 9, No. 1: 86-136.
  • Sabadash, A. (2013), “ICT-Induced Technological Progress and Employment: A Happy Marriage or a Dangerous Liaison? A Literature Review”, https://core.ac.uk/download/pdf/38626646.pdf, (Erişim: 13.03.2023).
  • Spiezia V.; Vivarelli, M. (2000), “The Analysis of Technological Change and Employment”, The Employment Impact of Innovation: Evidence and Policy, (Ed. M. Vivarelli; M. Pianta), Routledge: London and New York: 12-26.
  • TÜİK (2023a), Girişimlerde Bilişim Teknolojileri Kullanım Araştırması Mikro Veri Seti, Türkiye İstatistik Kurumu, Zonguldak.
  • TÜİK (2023b), Yıllık Sanayi ve Hizmet İstatistikleri Mikro Veri Seti. Türkiye İstatistik Kurumu, Zonguldak.
  • TÜİK (2023c), “Yurt İçi Üretici Fiyat Endeksi, 2003=100, CPA 2008 Kısım, Bölüm ve Gruplarına Göre Tarihsel Seri”, https://data.tuik.gov.tr/Bulten/Index?p=Yurt-Ici-Uretici-Fiyat-Endeksi-Mayis-2023-4939, (Erişim: 24.03.2023).
  • Van Reenen, J. (1997), “Employment and Technological Innovation: Evidence from UK Manufacturing Firms”, Journal of Labor Economics, Vol. 15, No. 2: 255-284.
  • Vivarelli, M. (2014), “Innovation, Employment and Skills in Advanced and Developing Countries: A Survey of Economic Literature”, Journal of Economic Issues, Vol. 48, No. 1: 123-154.
  • Vivarelli, M.; Evangelista, R.; Pianta, M. (1996), "Innovation and Employment: Evidence from Italian Manufacturing", Research Policy, Vol. 25: 1013-1026.
  • Vivarelli, M.; Pianta, M. (2000), The Employment Impact of Innovation: Evidence and Policy, London and NewYork: Routledge.

The Impact of Information Communication Technologies Usage on Labor Demand: Evidence from the Turkish Manufacturing Industry

Year 2024, Volume: 19 Issue: 1, 138 - 154, 01.04.2024
https://doi.org/10.17153/oguiibf.1348083

Abstract

This study aims to analyze the impact of ICT usage on labor demand in the Turkish manufacturing industry. The study employs the usage of CRM, SCM, and ERP as variables for ICT usage. Analyses were conducted using the System GMM estimator for the period between 2009 and 2021, encompassing both the manufacturing industry and its sub-sectors categorized by the technology intensity of the manufacturing industry. According to the results of the analysis, it was inferred that ICT usage positively affected the labor demand, and the compensation mechanism was confirmed both in the manufacturing industry and in other sectors with low, medium and high technology intensity.

References

  • Abramova, N.; Grishchenko, N. (2020), "ICTs, Labour Productivity and Employment: Sustainability in Industries in Russia", Procedia Manufacturing, Vol. 43: 299-305.
  • Acemoğlu, D. (2002), “Technical Change, Inequality, and the Labor Market”, Journal of Economic Literature, Vol. 40, No. 1: 7-72.
  • Acemoğlu, D.; Autor, D. H. (2011), “Skills, Tasks and Technologies: Implications for Employment and Earnings”, Handbook of Labor Economics, (Ed. D. Card; O. Ashenfelter), Elsevier: Amsterdam: 1043-1171.
  • Aral, S.; Brynjolfsson, E.; Wu, D. J. (2006), “Which Came First, It or Productivity? Virtuous Cycle of Investment and Use in Enterprise Systems”, https://ssrn.com/abstract=942291, (Erişim: 10.03.2023).
  • Atasoy, H.; Banker, R. D.; Pavlou, P. A. (2016), “On the Longitudinal Effects of IT Use on Firm-Level Employment”, Information Systems Research, Vol. 27, No. 1: 6-26.
  • Autor, D. H.; Dorn, D. (2013), “The Growth of Low-Skill Service Jobs and the Polarization of the US Labor Market”, American Economic Review, Vol. 103, No. 5: 1553-1597.
  • Autor, D. H.; Dorn, D.; Hanson, G.H. (2015), “Untangling Trade and Technology: Evidence from Local Labor Markets”, The Economic Journal, Vol. 125, No.584: 621-646.
  • Balsmeier, B.; Woerter M. (2019), “Is This Time Different? How Digitalization Influences Job Creation and Destruction”, Research Policy, Vol. 48, No. 8: 1-10.
  • Baltagi, B. H. (2008), Econometric Analysis of Panel Data, 4th Ed., Chichester: Wiley Publication.
  • Baum, C. F.; Schaffer, M. E.; Stillman, S. (2003), “Instrumental Variables and GMM: Estimation and Testing”, The Stata Journal, Vol. 3, No. 1: 1-31.
  • Bertschek, I.; Niebel, T. (2016), “Mobile and More Productive? Firm-Level Evidence on the Productivity Effects of Mobile Internet Use”, Telecommunications Policy, Vol. 40, No. 9: 888-898.
  • Biagi, F.; Falk, M. (2017), “The Impact of ICT and e-Commerce on Employment in Europe”, Journal of Policy Modeling, Vol. 39, No. 1: 1-18.
  • Blundell, R.; Bond, S. (1998), “Initial Conditions and Moment Restrictions in Dynamic Panel Data Models”, Journal of Econometrics, Vol. 87, No. 1: 115-143.
  • Blundell, R.; Bond, S.; Windmeijer, F. (2001), “Estimation in Dynamic Panel Data Models: Improving on the Performance of the Standard GMM Estimator”, Nonstationary Panels, Panel Cointegration, and Dynamic Panels, (Ed. B. H. Baltagi; T. B. Fomby; R. Carter Hill), Emerald Group Publishing Limited: Bingley: 53-91.
  • Bogliacino, F.; Piva, M.; Vivarelli, M. (2012), “R&D and Employment: An Application of the LSDVC Estimator Using European Microdata”, Economics Letters, Vol. 116, No.1: 56-59.
  • Bolli, T.; Pusterla, F. (2023), “Is Technological Change Really Skills-Biased? Firm-Level Evidence of the Complementarities Between ICT and Workers' Education”, Economics of Innovation and New Technology, Vol. 32, No.1: 69-91.
  • Bond, S. (2002), “Dynamic Panel Data Models: A Guide to Micro Data Methods and Practice”, Portuguese Economic Journal, Vol.1: 141-162.
  • Bond, S.; Hoeffler, A.; Temple, J. (2001), “GMM Estimation of Empirical Growth Models”, https://core.ac.uk/download/pdf/7371102.pdf, (Erişim: 07.04.2023).
  • Borland, J.; Coelli, M. (2017), “Are Robots Taking Our Jobs?”, Australian Economic Review, Vol. 50, No. 4: 377-397.
  • Brynjolfsson, E.; McAfee, A. (2011), Race Against the Machine: How the Digital Revolution is Accelerating Innovation, Driving Productivity, and Irreversibly Transforming Employment and the Economy, Lexington, Mass: Digital Frontier Press.
  • Calvino, F.; Virgillito, M. E. (2018), “The Innovation‐Employment Nexus: A Critical Survey of Theory and Empirics, Journal of Economic Surveys, Vol. 32, No.1: 83-117.
  • Chun, N.; Tang, H. (2018), “Do Information and Communication Technologies Empower Female Workers? Firm-Level Evidence From Viet Nam”, https://ssrn.com/abstract=3188637, (Erişim: 07.04.2023).
  • Colombo, M. G.; Croce, A.; Grilli, L. (2013), “ICT Services and Small Businesses’ Productivity Gains: An Analysis of the Adoption of Broadband Internet Technology”, Information Economics and Policy, Vol. 25, No. 3: 171-189.
  • Conte, A.; Vivarelli, M. (2011), “Imported Skill‐Biased Technological Change in Developing Countries”, The Developing Economies, Vol. 49, No. 1: 36-65.
  • Eurostat (2022), “Glossary: High-Tech Classification of Manufacturing Industries”, https://ec.europa.eu/eurostat/statistics-explained/index.php?title=Glossary:High-tech_classification_of_manufacturing_industries, (Erişim: 28.04.2013).
  • Evangelista, R.; Guerrieri, P.; Meliciani, V. (2014), “The Economic Impact of Digital Technologies in Europe”, Economics of Innovation and New Technology, Vol. 23, No. 8: 802–824.
  • Falk, M. (2001), “Organizational Change, New Information and Communication Technologies and the Demand for Labor in Services”, https://ssrn.com/abstract=329141, (Erişim:24.03.2023).
  • Falk, M. (2005), “ICT-Linked Firm Reorganisation and Productivity Gains”, Technovation, Vol. 25, No. 11: 1229-1250.
  • Falk, M.; Biagi, F. (2017), “Relative Demand for Highly Skilled Workers and Use of Different ICT Technologies, Applied Economics, Vol. 49, No. 9: 903-914.
  • Güney, G.; Kılıçaslan, Y. (2018), “The Use of Information and Communication Technologies and Firm Performance”, Ekonomik Yaklaşım, C. 29, S.106: 31-72.
  • Harrison, R.; Jaumandreu, J.; Mairesse, J.; Peters, B. (2014), “Does Innovation Stimulate Employment? A Firm-Level Analysis Using Comparable Micro-Data from Four European Countries”, International Journal of Industrial Organization, Vol. 35: 29-43.
  • Hötte, K.; Somers, M.; Theodorakopoulos, A. (2022), “Technology and Jobs: A Systematic Literature Review”, https://www.oxfordmartin.ox.ac.uk/downloads/Technology-and-jobs-A-Systematic-Lit-Review-WP-Upload.pdf, (Erişim: 22.03.2023).
  • Hsiao, C. (2022), Analysis of Panel Data, 4th Ed., Cambridge: Cambridge University Press.
  • Kaiser, U. (2001), “The Impact of Foreign Competition and New Technologies on the Demand for Heterogeneous Labor”, Review of Industrial Organization, Vol. 19: 109–120.
  • Kılıçaslan, Y.; Töngür, Ü. (2019), “ICT and Employment Generation: Evidence from Turkish Manufacturing”, Applied Economics Letters, Vol. 26, No. 13: 1053-1057.
  • Lachenmaier, S.; Rottmann, H. (2011), “Effects of Innovation on Employment: A Dynamic Panel Analysis”, International Journal of Industrial Organization, Vol. 29, No. 2: 210-220.
  • Meschi, E.; Taymaz, E.; Vivarelli, M. (2016), “Globalization, Technological Change and Labor Demand: A Firm-Level Analysis for Turkey”, Review of World Economics, Vol. 152: 655-680.
  • Mondolo, J. (2022), “The Composite Link Between Technological Change and Employment: A Survey of the Literature”, Journal of Economic Surveys, Vol. 36, No. 4: 1027-1068.
  • Nickell, S. (1981), “Biases in Dynamic Models With Fixed Effects”, Econometrica: Journal of The Econometric Society, Vol. 49: 1417-1426.
  • OECD (2016), "ICTs and Jobs: Complements or Substitutes?", https://one.oecd.org/document/DSTI/ICCP/IIS%282016%291/FINAL/En/pdf, (Erişim: 07.03.2023).
  • O'Mahony, M.; Robinson, C.; Vecchi, M. (2008), “The Impact of ICT on the Demand for Skilled Labour: A Cross-Country Comparison”, Labour Economics, Vol. 15, No.6: 1435-1450.
  • Pantea, S.; Sabadash, A.; Biagi, F. (2017), “Are ICT Displacing Workers in the Short Run? Evidence from Seven European Countries”, Information Economics and Policy, Vol. 39: 36-44.
  • Pérez, M. A. H.; López, J. R. (2016), “Labor Demand and ICT Adoption in Spain”, Telecommunications Policy, Vol. 40, No. 5: 450-470.
  • Roodman, D. (2009), “How to Do xtabond2: An Introduction to Difference and System GMM in Stata”, The Stata Journal, Vol. 9, No. 1: 86-136.
  • Sabadash, A. (2013), “ICT-Induced Technological Progress and Employment: A Happy Marriage or a Dangerous Liaison? A Literature Review”, https://core.ac.uk/download/pdf/38626646.pdf, (Erişim: 13.03.2023).
  • Spiezia V.; Vivarelli, M. (2000), “The Analysis of Technological Change and Employment”, The Employment Impact of Innovation: Evidence and Policy, (Ed. M. Vivarelli; M. Pianta), Routledge: London and New York: 12-26.
  • TÜİK (2023a), Girişimlerde Bilişim Teknolojileri Kullanım Araştırması Mikro Veri Seti, Türkiye İstatistik Kurumu, Zonguldak.
  • TÜİK (2023b), Yıllık Sanayi ve Hizmet İstatistikleri Mikro Veri Seti. Türkiye İstatistik Kurumu, Zonguldak.
  • TÜİK (2023c), “Yurt İçi Üretici Fiyat Endeksi, 2003=100, CPA 2008 Kısım, Bölüm ve Gruplarına Göre Tarihsel Seri”, https://data.tuik.gov.tr/Bulten/Index?p=Yurt-Ici-Uretici-Fiyat-Endeksi-Mayis-2023-4939, (Erişim: 24.03.2023).
  • Van Reenen, J. (1997), “Employment and Technological Innovation: Evidence from UK Manufacturing Firms”, Journal of Labor Economics, Vol. 15, No. 2: 255-284.
  • Vivarelli, M. (2014), “Innovation, Employment and Skills in Advanced and Developing Countries: A Survey of Economic Literature”, Journal of Economic Issues, Vol. 48, No. 1: 123-154.
  • Vivarelli, M.; Evangelista, R.; Pianta, M. (1996), "Innovation and Employment: Evidence from Italian Manufacturing", Research Policy, Vol. 25: 1013-1026.
  • Vivarelli, M.; Pianta, M. (2000), The Employment Impact of Innovation: Evidence and Policy, London and NewYork: Routledge.
There are 53 citations in total.

Details

Primary Language Turkish
Subjects Development Economics - Macro
Journal Section Articles
Authors

Gül Güney 0000-0003-4915-4628

Publication Date April 1, 2024
Submission Date August 22, 2023
Published in Issue Year 2024 Volume: 19 Issue: 1

Cite

APA Güney, G. (2024). Bilgi İletişim Teknolojileri Kullanımının İş Gücü Talebine Etkisi: Türk İmalat Sanayinden Kanıtlar. Eskişehir Osmangazi Üniversitesi İktisadi Ve İdari Bilimler Dergisi, 19(1), 138-154. https://doi.org/10.17153/oguiibf.1348083