Agglomeration of the Digital Services Industry and Digital Transformation: Evidence from China

References

• Asmussen, C. G., B. B. Nielsen, C. D. Weatherall, and D. H. Lyngemark. 2020. Foreign ownership and global city characteristics: Unpacking the connectivity of micro-locations. Regional Studies 54 (3):352–65. doi:10.1080/00343404.2019.1623391.
   Web of Science ®Google Scholar
• Baron, R. M., and D. A. Kenny. 1986. The moderator-mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations. Journal of Personality and Social Psychology 51 (6):1173–82. doi:10.1037/0022-3514.51.6.1173.
   PubMed Web of Science ®Google Scholar
• Bican, P. M., and A. Brem. 2020. Digital business model, digital transformation, digital entrepreneurship: Is there a sustainable “digital”? Sustainability 12 (13):1–15. doi:10.3390/su12135239.
   PubMed Web of Science ®Google Scholar
• Brooks, W. J., J. P. Kaboski, and Y. A. Li. 2021. Agglomeration, misallocation, and (the lack of) competition. American Economic Journal-Macroeconomics 13 (4):483–519. doi:10.1257/mac.20180443.
   Web of Science ®Google Scholar
• Ceipek, R., J. Hautz, A. D. Massis, K. Matzler, and L. Ardito. 2020. Digital transformation through exploratory and exploitative internet of things innovations: The impact of family management and technological diversification. Journal of Product Innovation Management 38 (1):142–65. doi:10.1111/jpim.12551.
   Web of Science ®Google Scholar
• Chen, H., and Z. Tian. 2022. Environmental uncertainty, resource orchestration and digital transformation: A fuzzy-set QCA approach. Journal of Business Research 139:184–93. doi:10.1016/j.jbusres.2021.09.048.
   Web of Science ®Google Scholar
• Ciccone, A., and R. E. Hall. 1996. Productivity and the density of economic activity. American Economic Review 86 (1):54–70.
   Web of Science ®Google Scholar
• Coase, R. 2013. The problem of social cost. Journal of Law & Economics 56 (4):837–77. doi:10.1086/674872.
   Web of Science ®Google Scholar
• Croce, G., E. D. Porto, E. Ghignoni, and A. Ricci. 2017. Agglomeration and workplace training: Knowledge spillovers versus poaching. Regional Studies 51 (11):1635–51. doi:10.1080/00343404.2016.1230270.
   Web of Science ®Google Scholar
• Dong, F., Y. Wang, L. Zheng, J. Li, and S. Xie. 2019. Can industrial agglomeration promote pollution agglomeration? Evidence from China. Journal of Cleaner Production 246:1–13. doi:10.1016/j.jclepro.2019.118960.
   Web of Science ®Google Scholar
• Forman, C., A. Goldfarb, and S. Greenstein. 2005. How did location affect adoption of the commercial internet? Global village vs. urban leadership. Journal of Urban Economics 58 (3):389–420. doi:10.1016/j.jue.2005.05.004.
   Web of Science ®Google Scholar
• Freedman, M. L., and R. Kosova. 2012. Agglomeration, product heterogeneity and firm entry. Social Science Electronic Publishing 12 (3):601–26. doi:10.1093/jeg/lbr022.
   Google Scholar
• Fujita, M., and D. Hu. 2001. Regional disparity in China 1985-1994: The effects of globalization and economic liberalization. The Annals of Regional Science 35 (1):3–37. doi:10.1007/s001680000020.
   Web of Science ®Google Scholar
• Fujita, M., and J. F. Thisse. 1996. Economics of agglomeration. Journal of the Japanese and International Economies 10 (4):339–78. doi:10.1017/CBO9780511805660.
   Web of Science ®Google Scholar
• Gao, T. 1999. Economic geography and the department of vertical multinational production. Journal of International Economics 48 (2):301–20. doi:10.1016/S0022-1996(98)00045-2.
   Web of Science ®Google Scholar
• Goerzen, A., C. G. Asmussen, and B. B. Nielsen. 2013. Global cities and multinational enterprise location strategy. Journal of International Business Studies 44 (5):427–50. doi:10.1057/jibs.2013.11.
   Web of Science ®Google Scholar
• Griliches, Z. 1992. The search for R&D spillovers. The Scandinavian Journal of Economics 94:29–47. doi:10.2307/3440244.
   Web of Science ®Google Scholar
• Han, F., and L. Yang. 2020. How does the agglomeration of producer services promote the upgrading of manufacturing structure?: An integrated framework of agglomeration economies and Schumpeter’s endogenous growth theory. Journal of Management World 36 (2):72–94. (in Chinese). doi:10.19744/j.cnki.11-1235/f.2020.0022.
   Google Scholar
• Holl, A. 2004. Transport infrastructure, agglomeration economies, and firm birth: Empirical evidence from Portugal. Journal of Regional Science 44 (4):693–712. doi:10.1111/j.0022-4146.2004.00354.x.
   Web of Science ®Google Scholar
• Humphrey, J., and H. Schmitz. 2002. How does insertion in global value chains affect upgrading in industrial clusters? Regional Studies 36 (9):1017–27. doi:10.1080/0034340022000022198.
   Web of Science ®Google Scholar
• Hu, C., Z. Xu, and N. Yashiro. 2015. Agglomeration and productivity in China: Firm level evidence. China Economic Review 33:50–66. doi:10.1016/j.chieco.2015.01.001.
   Web of Science ®Google Scholar
• Ke, S., M. He, and C. Yuan. 2014. Synergy and co-agglomeration of producer services and manufacturing: A panel data analysis of Chinese cities. Regional Studies 48 (11):1829–41. doi:10.1080/00343404.2012.756580.
   Web of Science ®Google Scholar
• Koo, J. 2005. Technology spillovers, agglomeration, and regional economic development. Journal of Planning Literature 20 (2):99–115. doi:10.1177/0885412205279796.
   Web of Science ®Google Scholar
• Lewbel, A. 1997. Constructing instruments for regressions with measurement error when no additional data are available, with an application to patents and R&D. Econometrica 65 (5):1201–13. doi:10.2307/2171884.
   Web of Science ®Google Scholar
• Long, C., and X. Zhang. 2012. Patterns of China’s industrialization: Concentration, specialization, and clustering. China Economic Review 23 (3):593–612. doi:10.1016/j.chieco.2011.09.002.
   Web of Science ®Google Scholar
• Lv, X., G. Zhang, J. Liu, and J. Li. 2022. The innovation ecological model of Chinese automotive industry based on artificial intelligence and big data technology. Mathematical Problems in Engineering 2022:1–12. doi:10.1155/2022/4328187.
   Web of Science ®Google Scholar
• Marshall, A. 1890. Principles of economics. 8th ed. Published 1920. London: McMillan.
   Google Scholar
• Nunn, N., and N. Qian. 2014. Us food aid and civil conflict. American Economic Review 104 (6):1630–66. doi:10.1257/aer.104.6.1630.
   Web of Science ®Google Scholar
• Paitka, V., D. Bassens, M. V. Meeteren, and D. Wójcik. 2022. The advanced producer services complex as an obligatory passage point: Evidence from rent extraction by investment banks. Competition & Change 26 (1):53–74. doi:10.1177/1024529421992253.
   Web of Science ®Google Scholar
• Pflüger, M., and T. Tabuchi. 2019. Comparative advantage, agglomeration economies and trade costs. Journal of Urban Economics 109:1–13. doi:10.1016/j.jue.2018.11.003.
   Web of Science ®Google Scholar
• Porter, M. E. 1998. Clusters and the new economics of competition. Boston: Harvard Business Review.
   Google Scholar
• Steiber, A., S. Alange, S. Ghosh, and D. Goncalves. 2020. Digital transformation of industrial firms: An innovation diffusion perspective. European Journal of Innovation Management 24 (3):799–819. doi:10.1108/EJIM-01-2020-0018.
   Web of Science ®Google Scholar
• Verhoef, P. C., T. Broekhuizen, Y. Bart, A. Bhattacharya, J. Qi Dong, N. Fabian, and M. Haenlein. 2021. Digital transformation: A multidisciplinary reflection agenda. Journal of Business Research 122:889–901. doi:10.1016/j.jbusres.2019.09.022.
   Web of Science ®Google Scholar
• Wang, Y., and X. Su. 2021. Driving factors of digital transformation for manufacturing enterprises: A multi-case study from China. International Journal of Technology Management 87 (2–4):229–53. doi:10.1504/IJTM.2021.120932.
   Web of Science ®Google Scholar
• Wan, G., and Y. Zhang. 2018. The direct and indirect effects of infrastructure on firm productivity: Evidence from Chinese manufacturing. China Economic Review 49:143–53. doi:10.1016/j.chieco.2017.04.010.
   Web of Science ®Google Scholar
• Warner, K. S. R., and M. Wäger. 2019. Building dynamic capabilities for digital transformation: An ongoing process of strategic renewal. Long Range Planning 52 (3):326–49. doi:10.1016/j.lrp.2018.12.001.
   Web of Science ®Google Scholar
• Wessel, L., A. Baiyere, R. Ologeanu-Taddei, J. Cha, and T. J. Blegind. 2021. Unpacking the difference between digital transformation and it-enabled organizational transformation. Journal of the Association for Information Systems 22 (1):102–29. doi:10.17705/1jais.00655.
   Web of Science ®Google Scholar
• Wu, D., X. Tong, L. Liu, and J. Wang. 2021. Do regional financial resources affect the concentration of high-end service industries in Chinese cities? Finance Research Letters 42:101935. doi:10.1016/j.frl.2021.101935.
   Web of Science ®Google Scholar
• Xie, R., S. Yao, F. Han, and J. Fang. 2019. Land finance, producer services agglomeration, and green total factor productivity. International Regional Science Review 42 (5–6):550–79. doi:10.1177/0160017619836270.
   Web of Science ®Google Scholar
• Xi, Q., R. Sun, and L. Mei. 2021. The impact of special economic zones on producer services productivity: Evidence from China. China Economic Review 65:101558. doi:10.1016/j.chieco.2020.101558.
   Web of Science ®Google Scholar
• Yang, C., and C. Huang. 2018. Agglomeration, ownership, and R&D activity: Firm-level evidence from China’s electronics industry. Empirical Economics 54 (4):1673–96. doi:10.1007/s00181-017-1292-8.
   Web of Science ®Google Scholar
• Yang, C., H. Lin, and H. Li. 2013. Influences of production and R&D agglomeration on productivity: Evidence from Chinese electronics firms. China Economic Review 27:162–78. doi:10.1016/j.chieco.2013.09.005.
   Web of Science ®Google Scholar
• Yang, H., F. Lu, and F. Zhang. 2020. Exploring the effect of producer services agglomeration on China’s energy efficiency under environmental constraints. Journal of Cleaner Production 263:121320. doi:10.1016/j.jclepro.2020.121320.
   Web of Science ®Google Scholar
• Yoo, I., and C. G. Yi. 2022. Economic innovation caused by digital transformation and impact on social systems. Sustainability 14 (5):2600. doi:10.3390/su14052600.
   Web of Science ®Google Scholar
• Zhang, H. 2014. How does agglomeration promote the product innovation of Chinese firms? China Economic Review 35:105–20. doi:10.1016/j.chieco.2015.06.003.
   Web of Science ®Google Scholar
• Zhang, J., J. Long, and A. Schaewen. 2021. How does digital transformation improve organizational resilience?—Findings from PLS-SEM and fsQCA. Sustainability 13 (20):11487. doi:10.3390/su132011487.
   Web of Science ®Google Scholar
• Zhao, J., X. Dong, and K. Dong. 2021. How does producer services’ agglomeration promote carbon reduction?—The case of China. Economic Modelling 104:105624. doi:10.1016/j.econmod.2021.105624.
   Web of Science ®Google Scholar