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Innovation in Chinese internet companies: A meta-frontier analysis

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Listed:
  • Sadaf Hafeez
  • Noreen Izza Arshad
  • Lukman Bin A B Rahim
  • Muhammad Farooq Shabbir
  • Jawad Iqbal

Abstract

The innovation of a particular company benefits the whole industry when innovation technology transfers to others. Similarly, the development and innovation in internet companies influence the development and innovation of the industry. This investigation has applied a unique approach of meta-frontier analysis to estimate and analyze the innovation in internet companies in China. A unique dataset of Chinese internet companies from 2000 to 2017 has been utilized to estimate and compare the innovation over the period of study. The change in technology gap ratio (TGR) and a shift in production function have translated into innovation which was overlooked by previous studies. It is found that the production function of internet companies is moving upward in the presence of external factors such as smartphones invention, mobile internet, mobile payments, and artificial intelligence, etc. Consequently, a sudden increase in TGR is captured due to the innovation of some companies. Hence, the average TE of the industry falls caused by the increased distance of other companies form industry production function. However, the innovation advantage defused when other companies start imitating and the average TE elevates. A steady increase in the TGR index revealed that the continuous innovation-based growth of some companies lifting the production frontier upward. This provides the opportunity for other companies to imitate and provides continuous growth in the industry. This study provides a novel methodological approach to measure innovation and also provide practical implication by empirical estimation of innovation in Chinese internet companies.

Suggested Citation

  • Sadaf Hafeez & Noreen Izza Arshad & Lukman Bin A B Rahim & Muhammad Farooq Shabbir & Jawad Iqbal, 2020. "Innovation in Chinese internet companies: A meta-frontier analysis," PLOS ONE, Public Library of Science, vol. 15(5), pages 1-15, May.
    • Handle: RePEc:plo:pone00:0233278
    DOI: 10.1371/journal.pone.0233278
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    References listed on IDEAS

    as
    1. Carree, M. A. & Klomp, L. & Thurik, A. R., 2000. "Productivity convergence in OECD manufacturing industries," Economics Letters, Elsevier, vol. 66(3), pages 337-345, March.
    2. Cliff Huang & Tai-Hsin Huang & Nan-Hung Liu, 2014. "A new approach to estimating the metafrontier production function based on a stochastic frontier framework," Journal of Productivity Analysis, Springer, vol. 42(3), pages 241-254, December.
    3. Bos, J.W.B. & Schmiedel, H., 2007. "Is there a single frontier in a single European banking market?," Journal of Banking & Finance, Elsevier, vol. 31(7), pages 2081-2102, July.
    4. Christopher O’Donnell & D. Rao & George Battese, 2008. "Metafrontier frameworks for the study of firm-level efficiencies and technology ratios," Empirical Economics, Springer, vol. 34(2), pages 231-255, March.
    5. David Parkin & Bruce Hollingsworth, 1997. "Measuring production efficiency of acute hospitals in Scotland, 1991-94: validity issues in data envelopment analysis," Applied Economics, Taylor & Francis Journals, vol. 29(11), pages 1425-1433.
    6. Geroski, P A, 1990. "Innovation, Technological Opportunity, and Market Structure," Oxford Economic Papers, Oxford University Press, vol. 42(3), pages 586-602, July.
    7. Valentin Zelenyuk & Vitaliy Zheka, 2006. "Corporate Governance and Firm’s Efficiency: The Case of a Transitional Country, Ukraine," Journal of Productivity Analysis, Springer, vol. 25(1), pages 143-157, April.
    8. Art Durnev & E. Han Kim, 2005. "To Steal or Not to Steal: Firm Attributes, Legal Environment, and Valuation," Journal of Finance, American Finance Association, vol. 60(3), pages 1461-1493, June.
    9. Paradi, Joseph C. & Schaffnit, Claire, 2004. "Commercial branch performance evaluation and results communication in a Canadian bank--a DEA application," European Journal of Operational Research, Elsevier, vol. 156(3), pages 719-735, August.
    10. Kyoungsun Lee & Yuri Park & Daeho Lee, 2016. "Effect of the ICT Ecosystem Structure on the Sustainable Growth of ICT Firms: A Metafrontier Analysis on China, South Korea, the United States, and Japan," Sustainability, MDPI, vol. 8(5), pages 1-9, May.
    11. Enrique Bernal Jurado & Adoración Mozas Moral & Miguel Jesús Medina Viruel & Domingo Fernández Uclés, 2018. "Evaluation of Corporate Websites and Their Influence on the Performance of Olive Oil Companies," Sustainability, MDPI, vol. 10(4), pages 1-11, April.
    12. Víctor Moreira & Boris Bravo-Ureta, 2010. "Technical efficiency and metatechnology ratios for dairy farms in three southern cone countries: a stochastic meta-frontier model," Journal of Productivity Analysis, Springer, vol. 33(1), pages 33-45, February.
    13. Hipp, Christiane & Grupp, Hariolf, 2005. "Innovation in the service sector: The demand for service-specific innovation measurement concepts and typologies," Research Policy, Elsevier, vol. 34(4), pages 517-535, May.
    14. Kim, Hongbum & Shin, Dong-Hee & Lee, Daeho, 2015. "A socio-technical analysis of software policy in Korea: Towards a central role for building ICT ecosystems," Telecommunications Policy, Elsevier, vol. 39(11), pages 944-956.
    15. Cristina Caterina Amitrano & Marco Tregua & Tiziana Russo Spena & Francesco Bifulco, 2018. "On Technology in Innovation Systems and Innovation-Ecosystem Perspectives: A Cross-Linking Analysis," Sustainability, MDPI, vol. 10(10), pages 1-15, October.
    16. George Battese & D. Rao & Christopher O'Donnell, 2004. "A Metafrontier Production Function for Estimation of Technical Efficiencies and Technology Gaps for Firms Operating Under Different Technologies," Journal of Productivity Analysis, Springer, vol. 21(1), pages 91-103, January.
    17. Lee, Kyoungsun & Park, Yuri & Lee, Daeho, 2018. "Measuring efficiency and ICT ecosystem impact: Hardware vs. software industry," Telecommunications Policy, Elsevier, vol. 42(2), pages 107-115.
    18. Fransman,Martin, 2010. "The New ICT Ecosystem," Cambridge Books, Cambridge University Press, number 9780521171205, October.
    19. George E. Battese & D. S. Prasada Rao, 2002. "Technology Gap, Efficiency, and a Stochastic Metafrontier Function," International Journal of Business and Economics, School of Management Development, Feng Chia University, Taichung, Taiwan, vol. 1(2), pages 87-93, August.
    20. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    21. Jenkins, Larry & Anderson, Murray, 2003. "A multivariate statistical approach to reducing the number of variables in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 147(1), pages 51-61, May.
    22. Ahreum Hong & Daeho Lee & Junseok Hwang, 2011. "Metafrontier Production Function Analysis of Horizontal and Vertical Integration in Korea's Cable TV Industry," Journal of Media Economics, Taylor & Francis Journals, vol. 24(4), pages 221-236, November.
    23. María E. Aguilar-Fernández & José Ramon Otegi-Olaso, 2018. "Firm Size and the Business Model for Sustainable Innovation," Sustainability, MDPI, vol. 10(12), pages 1-27, December.
    24. Chiu, Yung-Ho & Lee, Jen-Hui & Lu, Ching-Cheng & Shyu, Ming-Kuang & Luo, Zhengying, 2012. "The technology gap and efficiency measure in WEC countries: Application of the hybrid meta frontier model," Energy Policy, Elsevier, vol. 51(C), pages 349-357.
    25. Fransman,Martin, 2010. "The New ICT Ecosystem," Cambridge Books, Cambridge University Press, number 9780521191319, October.
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