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A global comparison methodology to determine critical requirements for achieving industry 4.0

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  • Bilgen, Hakki

Abstract

This study aims to search the success drivers for the countries to achieve Industry 4.0. Firstly, the Kondratieff waves were investigated to determine a relationship to the industrial revolutions and period changes. Secondly, a statistical analysis was performed for the global positioning of the countries by constructing a composite indicator. 18 variables were selected for 217 countries, and by using statistical methods to keep the data appropriateness, the number of variables and countries were found as 9 and 65, respectively. The extracted factors and loaded variables suggest the critical areas in the robot use tendency and the industry climate to achieve the requirements. It was found that the successful countries of the previous waves still took place in the country clusters of the scatter plot. Therefore, the factors and variables reveal some reasons for the sustainable success of these top countries in the field of technology use. Considering the shortening of the period between waves and between revolutions, the underlying issues have been recommended to be managed more carefully before the next revolution. Hence, this statistical model can assist the follower countries in competitiveness research towards Industry 4.0 and in strategic planning for technology management by providing a quantitative insight.

Suggested Citation

  • Bilgen, Hakki, 2021. "A global comparison methodology to determine critical requirements for achieving industry 4.0," Technological Forecasting and Social Change, Elsevier, vol. 172(C).
  • Handle: RePEc:eee:tefoso:v:172:y:2021:i:c:s0040162521004686
    DOI: 10.1016/j.techfore.2021.121036
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    References listed on IDEAS

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    1. Horváth, Dóra & Szabó, Roland Zs., 2019. "Driving forces and barriers of Industry 4.0: Do multinational and small and medium-sized companies have equal opportunities?," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 119-132.
    2. Rémy Herrera & Eleonora Gentilucci, 2013. "Military Spending, Technical Progress and Economic Growth: A Critical Overview on Mainstream Defense," Post-Print halshs-00853578, HAL.
    3. Cheng, Ya & Awan, Usama & Ahmad, Shabbir & Tan, Zhixiong, 2021. "How do technological innovation and fiscal decentralization affect the environment? A story of the fourth industrial revolution and sustainable growth," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    4. Wilenius, Markku & Casti, John, 2015. "Seizing the X-events. The sixth K-wave and the shocks that may upend it," Technological Forecasting and Social Change, Elsevier, vol. 94(C), pages 335-349.
    5. Reischauer, Georg, 2018. "Industry 4.0 as policy-driven discourse to institutionalize innovation systems in manufacturing," Technological Forecasting and Social Change, Elsevier, vol. 132(C), pages 26-33.
    6. Rémy Herrera & Eleonora Gentilucci, 2013. "Military spending, technical progress, and economic growth: a critical overview on mainstream defense economics," Journal of Innovation Economics, De Boeck Université, vol. 0(2), pages 13-35.
    7. Usama Awan & Robert Sroufe & Muhammad Shahbaz, 2021. "Industry 4.0 and the circular economy: A literature review and recommendations for future research," Business Strategy and the Environment, Wiley Blackwell, vol. 30(4), pages 2038-2060, May.
    8. Ofer Harel, 2009. "The estimation of R2 and adjusted R2 in incomplete data sets using multiple imputation," Journal of Applied Statistics, Taylor & Francis Journals, vol. 36(10), pages 1109-1118.
    9. Dalenogare, Lucas Santos & Benitez, Guilherme Brittes & Ayala, Néstor Fabián & Frank, Alejandro Germán, 2018. "The expected contribution of Industry 4.0 technologies for industrial performance," International Journal of Production Economics, Elsevier, vol. 204(C), pages 383-394.
    10. Carlota Perez, 2002. "Technological Revolutions and Financial Capital," Books, Edward Elgar Publishing, number 2640.
    11. Modis, Theodore, 2017. "A hard-science approach to Kondratieff's economic cycle," Technological Forecasting and Social Change, Elsevier, vol. 122(C), pages 63-70.
    12. Sung, Tae Kyung, 2018. "Industry 4.0: A Korea perspective," Technological Forecasting and Social Change, Elsevier, vol. 132(C), pages 40-45.
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