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The Sustainable Efficiency Improvement of Internet Companies under the Background of Digital Transformation

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  • Lijuan Zuo

    (School of Economics and Management, Beijing Jiaotong University, Beijing 100044, China)

  • Hongchang Li

    (School of Economics and Management, Beijing Jiaotong University, Beijing 100044, China)

  • Hongyan Gao

    (School of Economics and Management, Beijing Jiaotong University, Beijing 100044, China)

  • Man Zhu

    (School of Economics and Management, Beijing Jiaotong University, Beijing 100044, China)

Abstract

The digital economy is a driving force for economic growth in various countries. When the digital economy is deeply integrated with Internet companies, it also brings about great challenges to corporate innovation. This paper used the DEA-Malmquist model to measure the efficiency of the science and technology investment of 30 Internet-listed companies in China from 2011 to 2019, constructing a long-distance function and displaying the dynamic changes in the comparative efficiency of time and space. This research evaluated the digital maturity and digital experience of Internet companies under the continuous investment of science and technology, concluding that the investment in science and technology under the digital economy can improve the innovation efficiency of China’s Internet companies. Research shows that technology investment has a significant positive impact on the digitalization of Internet companies, but there is heterogeneity among different companies. Based on the theoretical research in this article and the empirical experience of in-depth digitalization, it also provides path suggestions for the in-depth development of digitalization of Internet companies. This research has important theoretical significance and practical value for further promoting the development of Internet companies and promoting the application of the digital economy.

Suggested Citation

  • Lijuan Zuo & Hongchang Li & Hongyan Gao & Man Zhu, 2022. "The Sustainable Efficiency Improvement of Internet Companies under the Background of Digital Transformation," Sustainability, MDPI, vol. 14(9), pages 1-16, May.
  • Handle: RePEc:gam:jsusta:v:14:y:2022:i:9:p:5600-:d:809726
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    1. John S. Liu & Louis Y. Y. Lu & Wen-Min Lu, 2016. "Research Fronts and Prevailing Applications in Data Envelopment Analysis," International Series in Operations Research & Management Science, in: Joe Zhu (ed.), Data Envelopment Analysis, chapter 0, pages 543-574, Springer.
    2. Ruei-Jen Diana Fan & Paul Juinn Bing Tan, 2019. "Application of Information Technology in Preschool Aesthetic Teaching from the Perspective of Sustainable Management," Sustainability, MDPI, vol. 11(7), pages 1-24, April.
    3. Hess, Thomas & Matt, Christian & Benlian, Alexander & Wiesböck, Florian, 2016. "Options for Formulating a Digital Transformation Strategy," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 81032, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    4. Maniadakis, Nikolaos & Thanassoulis, Emmanuel, 2004. "A cost Malmquist productivity index," European Journal of Operational Research, Elsevier, vol. 154(2), pages 396-409, April.
    5. Juan Lin & Zhou Yu & Yehua Dennis Wei & Mingfeng Wang, 2017. "Internet Access, Spillover and Regional Development in China," Sustainability, MDPI, vol. 9(6), pages 1-18, June.
    6. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    7. Nambisan, Satish & Wright, Mike & Feldman, Maryann, 2019. "The digital transformation of innovation and entrepreneurship: Progress, challenges and key themes," Research Policy, Elsevier, vol. 48(8), pages 1-1.
    8. Daron Acemoglu & Pascual Restrepo, 2018. "The Race between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment," American Economic Review, American Economic Association, vol. 108(6), pages 1488-1542, June.
    9. Federico Biagi, 2013. "ICT and Productivity: A Review of the Literature," JRC Working Papers on Digital Economy 2013-09, Joint Research Centre.
    10. Runze Yang & Xianzheng Zhao & Changyi Zhao & Xiugang Pu & Haitao Liu & Hongjun Li & Lixin Fu & Ying Tang, 2021. "Hydrocarbon Charging and Accumulation in the Permian Reservoirs of the Wumaying Buried Hill, Huanghua Depression, Bohai Bay Basin, China," Energies, MDPI, vol. 14(23), pages 1-21, December.
    11. Hess, Thomas & Matt, Christian & Benlian, Alexander & Wiesböck, Florian, 2016. "Options for Formulating a Digital Transformation Strategy," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 82423, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    12. Liu, John S. & Lu, Louis Y.Y. & Lu, Wen-Min, 2016. "Research fronts in data envelopment analysis," Omega, Elsevier, vol. 58(C), pages 33-45.
    13. Rolf Färe & Shawna Grosskopf, 2003. "Nonparametric Productivity Analysis with Undesirable Outputs: Comment," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 85(4), pages 1070-1074.
    14. Mette Asmild & Joseph Paradi & Vanita Aggarwall & Claire Schaffnit, 2004. "Combining DEA Window Analysis with the Malmquist Index Approach in a Study of the Canadian Banking Industry," Journal of Productivity Analysis, Springer, vol. 21(1), pages 67-89, January.
    15. Paradi, Joseph C. & Rouatt, Stephen & Zhu, Haiyan, 2011. "Two-stage evaluation of bank branch efficiency using data envelopment analysis," Omega, Elsevier, vol. 39(1), pages 99-109, January.
    16. Kao, Chiang & Hwang, Shiuh-Nan, 2014. "Multi-period efficiency and Malmquist productivity index in two-stage production systems," European Journal of Operational Research, Elsevier, vol. 232(3), pages 512-521.
    17. Kuo Cheng Chung & Paul Juinn Bing Tan, 2022. "Options to Improve Service Quality to Enhance Value Co-Creation for Customers in the Aviation Industry in Taiwan," SAGE Open, , vol. 12(1), pages 21582440221, March.
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    2. Albérico Travassos Rosário & Joana Carmo Dias, 2023. "The New Digital Economy and Sustainability: Challenges and Opportunities," Sustainability, MDPI, vol. 15(14), pages 1-23, July.

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