Politická ekonomie X:X | DOI: 10.18267/j.polek.1540

Robotics and economic complexity

Canh Phuc Nguyen, Nadia Doytch, Binh Quang Nguyen
Canh Phuc Nguyen (corresponding author), School of Public Finance, College of Economics Law and Government, University of Economics Ho Chi Minh City, Ho Chi Minh City, Vietnam; Health and Agricultural Policy Research Institute, College of Economics Law and Government, University of Economics Ho Chi Minh City, Ho Chi Minh City, Vietnam
Nadia Doytch, University of Economics Ho Chi Minh City, Ho Chi Minh City, Vietnam; Koppelman School of Business, CUNY-Brooklyn College and The Graduate Center, New York, USA
Binh Quang Nguyen, School of Public Finance, College of Economics Law and Government, University of Economics Ho Chi Minh City, Ho Chi Minh City, Vietnam

The adoption of robots in production across the globe has been rising in recent decades. This study sheds light on how this process would affect the economic complexity. Empirical analysis is carried out for a global sample of 65 economies from 1995 to 2020 using the two-step system GMM estimates. The adoption of robots in production appears to increase economic complexity significantly in the global sample. The finding is confirmed in two subsamples: 27 middle-income economies and 38 high-income economies. The study further finds that the adoption of robots in most industries (agriculture, construction, manufacturing, education, and R&D) would contribute positively to economic complexity. The study highlights the contribution of robotics to economic complexity.

Keywords: Robotics, economic complexity, resource curse, system GMM

Received: May 7, 2025; Revised: October 10, 2025; Accepted: October 29, 2025; Prepublished online: May 3, 2026 

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References

  1. Acemoglu, D., & Restrepo, P. (2020). Robots and Jobs: Evidence from US Labor Markets. Journal of Political Economy, 128(6), 2188-2244. https://doi.org/10.1086/705716 Go to original source...
  2. Adachi, D., Kawaguchi, D., & Saito, Y. U. (2024). Robots and Employment: Evidence from Japan, 1978-2017. Journal of Labor Economics, 42(2), 591-634. https://doi.org/10.1086/723205 Go to original source...
  3. Adam, A., Garas, A., Katsaiti, M.-S., & Lapatinas, A. (2023). Economic complexity and jobs: an empirical analysis. Economics of Innovation and New Technology, 32(1), 25-52. https://doi.org/10.1080/10438599.2020.1859751 Go to original source...
  4. Ahmed, Z., Adebayo, T. S., Udemba, E. N., Murshed, M., & Kirikkaleli, D. (2022). Effects of economic complexity, economic growth, and renewable energy technology budgets on ecological footprint: the role of democratic accountability. Environmental Science and Pollution Research, 29(17), 24925-24940. https://doi.org/10.1007/s11356-021-17673-2 Go to original source...
  5. Ajide, F. M., & Osinubi, T. T. (2024). Upgrading economic complexity in Africa: the role of remittances and financial development. Global Business and Economics Review, 30(3), 359-382. https://doi.org/10.1504/gber.2024.137620 Go to original source...
  6. Ajide, K. B. (2024). Exploring the Relationship Between Trade Openness, FDI, and Economic Complexity in Africa. The International Trade Journal, 1-27. https://doi.org/10.1080/08853908.2024.2374739 Go to original source...
  7. Al Marhubi, F. (2021). Economic Complexity and Inflation: An Empirical Analysis. Atlantic Economic Journal, 49(3), 259-271. https://doi.org/10.1007/s11293-021-09727-0 Go to original source...
  8. Albinowski, M., & Lewandowski, P. (2024). The impact of ICT and robots on labour market outcomes of demographic groups in Europe. Labour Economics, 87, 102481. https://doi.org/10.1016/j.labeco.2023.102481 Go to original source...
  9. Alguacil, M., Lo Turco, A., & Martínez-Zarzoso, I. (2022). Robot adoption and export performance: Firm-level evidence from Spain. Economic Modelling, 114, 105912. https://doi.org/10.1016/j.econmod.2022.105912 Go to original source...
  10. Antón, J.-I., Klenert, D., Fernández-Macías, E., Urzì Brancati, M. C., & Alaveras, G. (2022). The labour market impact of robotisation in Europe. European Journal of Industrial Relations, 28(3), 317-339. https://doi.org/10.1177/09596801211070801 Go to original source...
  11. Antonietti, R., & Franco, C. (2021). From FDI to economic complexity: a panel Granger causality analysis. Structural Change and Economic Dynamics, 56, 225-239. https://doi.org/10.1016/j.strueco.2020.11.001 Go to original source...
  12. Arduengo, M., & Sentis, L. (2021). The Robot Economy: Here It Comes. International Journal of Social Robotics, 13(5), 937-947. https://doi.org/10.1007/s12369-020-00686-1 Go to original source...
  13. Artuc, E., Bastos, P., & Rijkers, B. (2023). Robots, tasks, and trade. Journal of International Economics, 145, 103828. https://doi.org/10.1016/j.jinteco.2023.103828 Go to original source...
  14. Avom, D., Kamguia, B., & Ngameni, J. P. (2021). Does volatility hinder economic complexity. Economics Bulletin, 41(3), 1187-1202. http://www.accessecon.com/Pubs/EB/2021/Volume41/EB-21-V41-I3-P100.pdf
  15. Avom, D., & Ndoya, H. (2024). Does country stability spur economic complexity? Evidence from panel data. Applied Economics Letters, 31(4), 323-329. https://doi.org/10.1080/13504851.2022.2133890 Go to original source...
  16. Ayres, R. U., & Miller, S. (1981). Robotics, CAM, and industrial productivity. National Productivity Review, 1(1), 42-60. https://doi.org/10.1002/npr.4040010108 Go to original source...
  17. Bahar, D., Rapoport, H., & Turati, R. (2020). Birthplace diversity and economic complexity: Cross-country evidence. Research Policy, 103991. https://doi.org/10.1016/j.respol.2020.103991 Go to original source...
  18. Bakshi, G., Kumar, A., & Puranik, A. N. (2022) 'Adoption of Robotics Technology in Healthcare Sector'. Singapore: Springer Singapore, pp. 405-414. Go to original source...
  19. Ballestar, M. T., Díaz-Chao, Á., Sainz, J., & Torrent-Sellens, J. (2020). Knowledge, robots and productivity in SMEs: Explaining the second digital wave. Journal of Business Research, 108, 119-131. https://doi.org/10.1016/j.jbusres.2019.11.017 Go to original source...
  20. Barros, F., Brotherhood, L., Gomes, F. A. R., & Rangel, V. (2024). Government, taxation and economic complexity. Applied Economics Letters, 1-5. https://doi.org/10.1080/13504851.2024.2329792 Go to original source...
  21. Battisti, M., & Gravina, A. F. (2021). Do robots complement or substitute for older workers? Economics Letters, 208, 110064. https://doi.org/10.1016/j.econlet.2021.110064 Go to original source...
  22. Ben, S. M., & Assoumou-Ella, G. (2019). Economic Complexity and Gender Inequality in Education: An Empirical Study. Economics Bulletin, 39(1), 321-334. http://dx.doi.org/10.2139/ssrn.3340913 Go to original source...
  23. Benmelech, E., & Zator, M. 29676 (2022) 'Robots and firm investment' National Bureau of Economic Research Working Paper Series. Cambridge, MA, US: National Bureau of Economic Research. Available at: https://www.nber.org/papers/w29676 Go to original source...
  24. Berg, A., Buffie, E. F., & Zanna, L.-F. (2016). Robots, growth, and inequality. Finance & Development, 53(3), 10-13.
  25. Boleti, E., Garas, A., Kyriakou, A., & Lapatinas, A. (2021). Economic Complexity and Environmental Performance: Evidence from a World Sample. Environmental Modeling & Assessment, 26(3), 251-270. https://doi.org/10.1007/s10666-021-09750-0 Go to original source...
  26. Canh, N. P., Schinckus, C., & Thanh, S. D. (2020). The natural resources rents: Is economic complexity a solution for resource curse? Resources Policy, 69, 101800. https://doi.org/10.1016/j.resourpol.2020.101800 Go to original source...
  27. Canh, N. P., & Thanh, S. D. (2022). The Dynamics of Export Diversification, Economic Complexity and Economic Growth Cycles: Global Evidence. Foreign Trade Review, 57(3), 234-260. https://doi.org/10.1177/0015732520970441 Go to original source...
  28. Cette, G., Devillard, A., & Spiezia, V. (2021). The contribution of robots to productivity growth in 30 OECD countries over 1975-2019. Economics Letters, 200, 109762. https://doi.org/10.1016/j.econlet.2021.109762 Go to original source...
  29. Chu, L. K., & Hoang, D. P. (2020). How does economic complexity influence income inequality? New evidence from international data. Economic Analysis and Policy, 68, 44-57. https://doi.org/10.1016/j.eap.2020.08.004 Go to original source...
  30. Dahlin, E. (2019). Are Robots Stealing Our Jobs? Socius, 5, 2378023119846249. https://doi.org/10.1177/2378023119846249 Go to original source...
  31. Dekle, R. (2020). Robots and industrial labor: Evidence from Japan. Journal of the Japanese and International Economies, 58, 101108. https://doi.org/10.1016/j.jjie.2020.101108 Go to original source...
  32. Deng, L., Fujio, M., Lin, X., & Ota, R. (2023). Labor shortage and early robotization in Japan. Economics Letters, 233, 111404. https://doi.org/10.1016/j.econlet.2023.111404 Go to original source...
  33. Doytch, N., Elheddad, M., & Perez-Sebastian, F. (2025). New climate policy, resource abundance, and sectoral FDI. Energy Economics, 145, 108362. https://doi.org/10.1016/j.eneco.2025.108362 Go to original source...
  34. Doytch, N., Thelen, N., & Mendoza, R. U. (2014). The impact of FDI on child labor: Insights from an empirical analysis of sectoral FDI data and case studies. Children and Youth Services Review, 47, 157-167. https://doi.org/10.1016/j.childyouth.2014.09.008 Go to original source...
  35. Doytch, N., U Mendoza, R., & Siriban, C. I. (2015). Does Mining FDI Crowd in Other Investments? Investigation of FDI Intersectoral Linkages. Comparative Economic Studies, 57(2), 326-344. https://doi.org/10.1057/ces.2015.2 Go to original source...
  36. Duan, D., Chen, S., Feng, Z., & Li, J. (2023). Industrial robots and firm productivity. Structural Change and Economic Dynamics, 67, 388-406. https://doi.org/10.1016/j.strueco.2023.08.002 Go to original source...
  37. Emeka, E. T., Ogbuabor, J. E., & Ekeocha, D. O. (2024a). Terrorism and economic complexity in Africa: The unconditional impact of military expenditure. African Development Review, 36(1), 139-152. https://doi.org/10.1111/1467-8268.12732 Go to original source...
  38. Emeka, E. T., Ogbuabor, J. E., & Nwosu, E. O. (2024b). Effects of public infrastructural development and industrialization on economic complexity in Africa: Emerging insight from panel data analysis. African Development Review, 36(1), 97-110. https://doi.org/10.1111/1467-8268.12734 Go to original source...
  39. Erickson, J. (2023). Intelligent robotics can boost America's economic growth. Conference on Intelligent Robots in Factory, Field, Space, and Service. https://doi.org/10.2514/6.1994-1301 Go to original source...
  40. Felipe, J., Kumar, U., Abdon, A., & Bacate, M. (2012). Product complexity and economic development. Structural Change and Economic Dynamics, 23(1), 36-68. https://doi.org/10.1016/j.strueco.2011.08.003 Go to original source...
  41. Ferrarini, B., & Scaramozzino, P. (2016). Production complexity, adaptability and economic growth. Structural Change and Economic Dynamics, 37, 52-61. https://doi.org/10.1016/j.strueco.2015.12.001 Go to original source...
  42. Gan, J., Liu, L., Qiao, G., & Zhang, Q. (2023). The role of robot adoption in green innovation: Evidence from China. Economic Modelling, 119, 106128. https://doi.org/10.1016/j.econmod.2022.106128 Go to original source...
  43. Gao, Z. (2024). Shadow of Technology: Robotics Development and Regional Economic Inequality. Journal of the Knowledge Economy. https://doi.org/10.1007/s13132-024-01856-6 Go to original source...
  44. Giorgio, P., & Massimiliano, C. (2022). Robots for economic development. The Centre for Economic Policy Research. https://cepr.org/voxeu/columns/robots-economic-development. Accessed Dec 25 2024.
  45. Gnangnon, S. K. (2021). Economic complexity and poverty in developing countries. Economic Affairs, 41(3), 416-429. https://doi.org/10.1111/ecaf.12485 Go to original source...
  46. Gomes, O., & Pereira, S. (2020). On the economic consequences of automation and robotics. Journal of Economic and Administrative Sciences, 36(2), 135-154. https://doi.org/10.1108/JEAS-04-2018-0049 Go to original source...
  47. Gómez-Zaldívar, M., Osorio-Caballero, M. I., & Saucedo-Acosta, E. J. (2022). Income inequality and economic complexity: Evidence from Mexican states. Regional Science Policy & Practice, 14(6), 344-363. https://doi.org/10.1111/rsp3.12580 Go to original source...
  48. Gravina, A. F., & Lanzafame, M. (2024). Demography, Growth, and Robots in Advanced and Emerging Economies. Asian Development Review, 41(02), 31-56. https://doi.org/10.1142/s0116110524400122 Go to original source...
  49. Growth Lab at Harvard University (2019). Growth Projections and Complexity Rankings. Harvard Dataverse. https://doi.org/10.7910/DVN/XTAQMC Go to original source...
  50. Güneri, B., & Yalta, A. Y. (2021). Does economic complexity reduce output volatility in developing countries? Bulletin of Economic Research, 73(3), 411-431. https://doi.org/10.1111/boer.12257 Go to original source...
  51. Ha, L. T. (2023). Digital Business and Economic Complexity. Journal of Computer Information Systems, 63(1), 162-175. https://doi.org/10.1080/08874417.2022.2040066 Go to original source...
  52. Ha, L. T., Dung, H. P., & Thanh, T. T. (2021). Economic complexity and shadow economy: A multi-dimensional analysis. Economic Analysis and Policy, 72, 408-422. https://doi.org/10.1016/j.eap.2021.09.011 Go to original source...
  53. Hartmann, D., Guevara, M. R., Jara-Figueroa, C., Aristarán, M., & Hidalgo, C. A. (2017). Linking Economic Complexity, Institutions, and Income Inequality. World Development, 93, 75-93. https://doi.org/10.1016/j.worlddev.2016.12.020 Go to original source...
  54. Hausmann, R., Hidalgo, C. A., Bustos, S., Coscia, M., Simoes, A., & Yildirim, M. A. (2014). The atlas of economic complexity: Mapping paths to prosperity. Cambridge, MA, U.S.: MIT Press. Go to original source...
  55. Hidalgo, C. A. (2021). Economic complexity theory and applications. Nature Reviews Physics, 3, 92-113. https://doi.org/10.1038/s42254-020-00275-1 Go to original source...
  56. Hidalgo, C. A. (2023). The policy implications of economic complexity. Research Policy, 52(9), 104863. https://doi.org/10.1016/j.respol.2023.104863 Go to original source...
  57. Huang, K., Liu, Q., & Tang, C. (2023). Which firms benefit from robot adoption? Evidence from China. Journal of Asian Economics, 86, 101612. https://doi.org/10.1016/j.asieco.2023.101612 Go to original source...
  58. IFR (2024). Global Robot Density in Factories Doubled in Seven Years. International Federation of Robotics. https://ifr.org/ifr-press-releases/news/global-robot-density-in-factories-doubled-in-seven-years. Accessed Oct 07 2025.
  59. Jimeno, J. F. (2019). Fewer babies and more robots: economic growth in a new era of demographic and technological changes. SERIEs, 10(2), 93-114. https://doi.org/10.1007/s13209-019-0190-z Go to original source...
  60. Jung, J. H., & Lim, D.-G. (2020). Industrial robots, employment growth, and labor cost: A simultaneous equation analysis. Technological Forecasting and Social Change, 159, 120202. https://doi.org/10.1016/j.techfore.2020.120202 Go to original source...
  61. Ketu, I., & Ningaye, P. (2024). Sectoral Employment Shares Shape Economic Complexity: Empirical Evidence from African Countries. Global Journal of Emerging Market Economies, 16(2), 168-187. https://doi.org/10.1177/09749101231169857 Go to original source...
  62. Khan, H., Khan, U., & Khan, M. A. (2020). Causal Nexus between Economic Complexity and FDI: Empirical Evidence from Time Series Analysis. The Chinese Economy, 53(5), 374-394. https://doi.org/10.1080/10971475.2020.1730554 Go to original source...
  63. Khezri, M., Heshmati, A., & Khodaei, M. (2022). Environmental implications of economic complexity and its role in determining how renewable energies affect CO2 emissions. Applied Energy, 306, 117948. https://doi.org/10.1016/j.apenergy.2021.117948 Go to original source...
  64. Klenert, D., Fernández-Macías, E., & Antón, J.-I. (2023). Do robots really destroy jobs? Evidence from Europe. Economic and Industrial Democracy, 44(1), 280-316. https://doi.org/10.1177/0143831x211068891 Go to original source...
  65. Lapatinas, A. (2019). The effect of the Internet on economic sophistication: An empirical analysis. Economics Letters, 174, 35-38. https://doi.org/10.1016/j.econlet.2018.10.013 Go to original source...
  66. Lapatinas, A., Kyriakou, A., & Garas, A. (2019). Taxation and economic sophistication: Evidence from OECD countries. PLOS One, 14(3), e0213498. https://doi.org/10.1371/journal.pone.0213498 Go to original source...
  67. Lapatinas, A., & Litina, A. (2019). Intelligence and economic sophistication. Empirical Economics, 57, 1731-1750. https://doi.org/10.1007/s00181-018-1511-y Go to original source...
  68. Lee, C.-C., & Olasehinde-Williams, G. (2024). Does economic complexity influence environmental performance? Empirical evidence from OECD countries. International Journal of Finance & Economics, 29(1), 356-382. https://doi.org/10.1002/ijfe.2689 Go to original source...
  69. Lee, K.-K., & Vu, T. V. (2020). Economic complexity, human capital and income inequality: a cross-country analysis. The Japanese Economic Review, 71(4), 695-718. https://doi.org/10.1007/s42973-019-00026-7 Go to original source...
  70. Leigh, N. G., & Kraft, B. R. (2018). Emerging robotic regions in the United States: insights for regional economic evolution. Regional Studies, 52(6), 804-815. https://doi.org/10.1080/00343404.2016.1269158 Go to original source...
  71. Lin, C., Xiao, S., & Yin, Z. (2022). How do industrial robots applications affect the quality upgrade of Chinese export trade? Telecommunications Policy, 46(10), 102425. https://doi.org/10.1016/j.telpol.2022.102425 Go to original source...
  72. McClure, P. K. (2018). "You're Fired," Says the Robot:The Rise of Automation in the Workplace, Technophobes, and Fears of Unemployment. Social Science Computer Review, 36(2), 139-156. https://doi.org/10.1177/0894439317698637 Go to original source...
  73. Mealy, P., Farmer, J. D., & Teytelboym, A. (2019). Interpreting economic complexity. Science Advances, 5(1), eaau1705. https://doi.org/doi:10.1126/sciadv.aau1705 Go to original source...
  74. Mini, L., Moyo, C., & Phiri, A. (2024). Governance, institutional quality and economic complexity in selected African countries. International Journal of Economic Policy Studies. https://doi.org/10.1007/s42495-024-00145-z Go to original source...
  75. Nguea, S. M., & Noumba, I. (2024). The Contribution of Economic Complexity to Social Welfare in Africa. Journal of the Knowledge Economy. https://doi.org/10.1007/s13132-024-01900-5 Go to original source...
  76. Nguyen, C. P. (2021). Gender equality and economic complexity. Economic Systems, 45(4), 100921. https://doi.org/10.1016/j.ecosys.2021.100921 Go to original source...
  77. Nguyen, C. P. (2022). Does economic complexity matter for the shadow economy? Economic Analysis and Policy, 73, 210-227. https://doi.org/10.1016/j.eap.2021.12.001 Go to original source...
  78. Nguyen, C. P., Nguyen, B., Duy Tung, B., & Dinh Su, T. (2021). Economic complexity and entrepreneurship density: A non-linear effect study. Technological Forecasting and Social Change, 173, 121107. https://doi.org/10.1016/j.techfore.2021.121107 Go to original source...
  79. Nguyen, C. P., Nguyen, B. Q., & Tran, D. T. L. (2023a). Economic complexity and income inequality: New evidence of a nonlinear effect. Social Science Quarterly, 104(4), 829-868. https://doi.org/10.1111/ssqu.13281 Go to original source...
  80. Nguyen, C. P., & Schinckus, C. (2023). How do countries deal with global uncertainty? Domestic ability to absorb shock through the lens of the economic complexity and export diversification. Quality & Quantity, 57(3), 2591-2618. https://doi.org/10.1007/s11135-022-01478-7 Go to original source...
  81. Nguyen, C. P., Schinckus, C., & Su, T. D. (2020). The drivers of economic complexity: International evidence from financial development and patents. International Economics, 164, 140-150. https://doi.org/10.1016/j.inteco.2020.09.004 Go to original source...
  82. Nguyen, C. P., Schinckus, C., & Su, T. D. (2023b). Determinants of Economic Complexity: A Global Evidence of Economic Integration, Institutions, and Internet Usage. Journal of the Knowledge Economy, 14(4), 4195-4215. https://doi.org/10.1007/s13132-022-01053-3 Go to original source...
  83. Nguyen, C. P., & Su, T. D. (2021). Financing the economy: The multidimensional influences of financial development on economic complexity. Journal of International Development, 33(4), 644-684. https://doi.org/10.1002/jid.3541 Go to original source...
  84. North, D. C. (1990). Institutions, institutional change and economic performance. Cambridge University. Go to original source...
  85. Okombi, I. F., & Tsinguia-Kenfack, B. F. (2023). Foreign direct investment and economic complexity in developing countries: does public expenditure on education matter? SN Business & Economics, 4(1), 14. https://doi.org/10.1007/s43546-023-00614-1 Go to original source...
  86. Oumbé, H. T., Djeunankan, R., & Ndzana, A. M. (2023). Does information and communication technologies affect economic complexity? SN Business & Economics, 3(4), 92. https://doi.org/10.1007/s43546-023-00467-8 Go to original source...
  87. Paredes, D., & Fleming-Muñoz, D. (2021). Automation and robotics in mining: Jobs, income and inequality implications. The Extractive Industries and Society, 8(1), 189-193. https://doi.org/10.1016/j.exis.2021.01.004 Go to original source...
  88. Pi, J., & Fan, Y. (2021). The impact of robots on equilibrium unemployment of unionized workers. International Review of Economics & Finance, 71, 663-675. https://doi.org/10.1016/j.iref.2020.10.003 Go to original source...
  89. Poelhekke, S., & van der Ploeg, F. (2013). Do Natural Resources Attract Non resource FDI? The Review of Economics and Statistics, 95(3), 1047-1065. https://doi.org/10.1162/REST_a_00292 Go to original source...
  90. Pramod, D. (2022). Robotic process automation for industry: adoption status, benefits, challenges and research agenda. Benchmarking: An International Journal, 29(5), 1562-1586. https://doi.org/10.1108/BIJ-01-2021-0033 Go to original source...
  91. Rafei, M., Esmaeili, P., & Balsalobre-Lorente, D. (2022). A step towards environmental mitigation: How do economic complexity and natural resources matter? Focusing on different institutional quality level countries. Resources Policy, 78, 102848. https://doi.org/10.1016/j.resourpol.2022.102848 Go to original source...
  92. Rafique, M. Z., Nadeem, A. M., Xia, W., Ikram, M., Shoaib, H. M., & Shahzad, U. (2022). Does economic complexity matter for environmental sustainability? Using ecological footprint as an indicator. Environment, Development and Sustainability, 24(4), 4623-4640. https://doi.org/10.1007/s10668-021-01625-4 Go to original source...
  93. Romero, J. P., & Gramkow, C. (2021). Economic complexity and greenhouse gas emissions. World Development, 139, 105317. https://doi.org/10.1016/j.worlddev.2020.105317 Go to original source...
  94. Rubbo, P., Picinin, C. T., & Pilatti, L. A. (2021). Innovation and economic complexity in BRICS. International Journal of Knowledge Management Studies, 12(1), 66-79. https://doi.org/10.1504/ijkms.2021.112222 Go to original source...
  95. Sachs, J. D., & Warner, A. (1995) 'Natural resource abundance and economic growth' NBER Working paper. Cambridge, Mass., USA: National Bureau of Economic Research 5398. Go to original source...
  96. Saqib, N., & Dincă, G. (2024). Exploring the asymmetric impact of economic complexity, FDI, and green technology on carbon emissions: Policy stringency for clean-energy investing countries. Geoscience Frontiers, 15(4), 101671. https://doi.org/10.1016/j.gsf.2023.101671 Go to original source...
  97. Scheuter, M. (2024). Global Automation in 2023 and beyond. International Federation of Robotics. https://ifr.org/post/global-automation-in-2023-and-beyond. Accessed Dec 25 2024.
  98. Shahmoradi, B., & Ellili, N. O. D. (2024). Bibliometric review of research on economic complexity: current trends, developments, and future research directions. Journal of Industrial and Business Economics. https://doi.org/10.1007/s40812-024-00298-0 Go to original source...
  99. Steigum, E. (2011). Chapter 21 Robotics and Growth. In O. de La Grandville (Ed.), Economic Growth and Development (pp. 543-555). Emerald Group Publishing Limited. https://doi.org/10.1108/S1574-8715(2011)0000011026 Go to original source...
  100. Sun, H.-P., Sun, W.-F., Geng, Y., & Kong, Y.-S. (2018). Natural resource dependence, public education investment, and human capital accumulation. Petroleum Science, 15(3), 657-665. https://doi.org/10.1007/s12182-018-0235-0 Go to original source...
  101. Tang, C., Huang, K., & Liu, Q. (2021). Robots and skill-biased development in employment structure: Evidence from China. Economics Letters, 205, 109960. https://doi.org/10.1016/j.econlet.2021.109960 Go to original source...
  102. Trevelyan, J., Hamel, W. R., & Kang, S.-C. (2016). Robotics in Hazardous Applications. In B. Siciliano, & O. Khatib (Eds.), Springer Handbook of Robotics (pp. 1521-1548). Cham: Springer International Publishing. https://doi.org/10.1007/978-3-319-32552-1_58 Go to original source...
  103. Valentine, S. B., Itchoko Motande, M. M. N., & Salim Ahmed, V. M. (2024). Revisiting natural resources and economic complexity nexus: Does financial development matter in developing countries? Resources Policy, 93, 105081. https://doi.org/10.1016/j.resourpol.2024.105081 Go to original source...
  104. Vermeulen, B., Pyka, A., & Saviotti, P. P. (2020). Robots, Structural Change, and Employment: Future Scenarios. In K. F. Zimmermann (Ed.), Handbook of Labor, Human Resources and Population Economics (pp. 1-37). Cham: Springer International Publishing. https://doi.org/10.1007/978-3-319-57365-6_9-2 Go to original source...
  105. Vu, T. V. (2021). Does LGBT inclusion promote national innovative capacity? Social Science Research Network. http://dx.doi.org/10.2139/ssrn.3523553 Go to original source...
  106. Vu, T. V. (2022). Does institutional quality foster economic complexity? The fundamental drivers of productive capabilities. Empirical Economics, 63(3), 1571-1604. https://doi.org/10.1007/s00181-021-02175-4 Go to original source...
  107. Warszawski, A. (1985). Economic implications of robotics in building. Building and Environment, 20(2), 73-81. https://doi.org/10.1016/0360-1323(85)90001-0 Go to original source...
  108. Yalta, A. Y., & Yalta, T. (2021). Determinants of Economic Complexity in MENA Countries. JOEEP: Journal of Emerging Economies and Policy, 6(1), 5-16. https://dergipark.org.tr/en/pub/joeep/issue/60112/825017
  109. Yu, Y., & Qayyum, M. (2023). Impacts of financial openness on economic complexity: Cross-country evidence. International Journal of Finance & Economics, 28(2), 1514-1526. https://doi.org/10.1002/ijfe.2491 Go to original source...
  110. Zhou, Y., & Tyers, R. (2019). Automation and inequality in China. China Economic Review, 58, 101202. https://doi.org/10.1016/j.chieco.2018.07.008 Go to original source...
  111. Zhu, S., & Li, R. (2017). Economic complexity, human capital and economic growth: empirical research based on cross-country panel data. Applied Economics, 49(38), 3815-3828. https://doi.org/10.1080/00036846.2016.1270413 Go to original source...

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