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Spatiotemporal evolution of regional innovation capacity from an open innovation perspective

Author

Listed:
  • Wu, Feng
  • Chen, Jin
  • Tang, Yue
  • Zhang, Yanwei

Abstract

This study extends the concept of open innovation from the firm level to regional innovation ecosystems by integrating social-ecological system insights and operationalizing a 3D index architecture covering basic innovation capacity, open innovation capacity, and innovation adaptability. Using a projection pursuit model optimized by a real-coded accelerating genetic algorithm (RAGA-PPM), kernel density estimation, and spatial correlation analysis, we evaluate the regional innovation capacity of 31 Chinese provinces from 2011 to 2021 and examine their spatiotemporal evolution. Results indicate that innovation adaptability carries the largest and most stable weight among Level 1 dimensions, indicating that coordination, learning, and risk absorption routines increasingly shape how inputs and openness translate into outcomes. Spatially, Beijing–Tianjin–Hebei, the Bohai Rim, the Yangtze River Delta, and the Pearl River Delta all exhibit strong capacity but heterogeneous integration, with tighter coupling in Shanghai–Jiangsu–Zhejiang–Anhui. Globally and locally, positive spatial correlations follow a pattern of initial decline and subsequent increase; local high-high clusters contract overall, with apparent weakening in the north, stronger integration in the east, and improvements around the southwest. Methodologically, RAGA-PPM improves sensitivity to nonlinear, multimodal structures and yields temporally coherent measures compared with entropy-based baselines. Furthermore, policy translation is specified along three tracks: capability formation for adaptability, orchestration of cross-regional collaboration, and demand-side measures to enhance absorption, each with concrete instruments for provincial implementation. The findings of the study advance the integration of open innovation and regional innovation systems as well as provide actionable guidance for differentiated public policies.

Suggested Citation

  • Wu, Feng & Chen, Jin & Tang, Yue & Zhang, Yanwei, 2026. "Spatiotemporal evolution of regional innovation capacity from an open innovation perspective," Technology in Society, Elsevier, vol. 85(C).
  • Handle: RePEc:eee:teinso:v:85:y:2026:i:c:s0160791x25003471
    DOI: 10.1016/j.techsoc.2025.103157
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    1. Bento, Nuno & Nuñez-Jimenez, Alejandro & Kittner, Noah, 2025. "Decline processes in technological innovation systems: Lessons from energy technologies," Research Policy, Elsevier, vol. 54(3).
    2. Yang, Xiuyun & Li, Min & Liang, Shanshan, 2024. "How consumers’ digital engagement affects regional innovation capacity in China?," Economic Modelling, Elsevier, vol. 139(C).
    3. Belussi, Fiorenza & Sammarra, Alessia & Sedita, Silvia Rita, 2010. "Learning at the boundaries in an "Open Regional Innovation System": A focus on firms' innovation strategies in the Emilia Romagna life science industry," Research Policy, Elsevier, vol. 39(6), pages 710-721, July.
    4. Luo, Ting & Zhang, Yongqing & Zheng, Minggui & Zheng, Sujiang & Gong, Yinyin, 2024. "Can science and technology resources co-evolve with high-tech industries? Empirical evidence from China," Technological Forecasting and Social Change, Elsevier, vol. 208(C).
    5. Riccardo Crescenzi & Andrés Rodríguez-Pose, 2012. "Infrastructure and regional growth in the European Union," Papers in Regional Science, Wiley Blackwell, vol. 91(3), pages 487-513, August.
    6. Fei Fan & Zilin Wen & Xiaoyu Shao & Hong Zhang & Bihong Yang, 2025. "Do Technology Transfer Networks Impact Urban Innovation Capacity? Evidence From Chinese Cities," International Regional Science Review, , vol. 48(3), pages 306-333, May.
    7. Wang, Jiaxin & He, Xinlin & Gong, Ping & Heng, Tong & Zhao, Danqi & Wang, Chunxia & Chen, Quan & Wei, Jie & Lin, Ping & Yang, Guang, 2024. "Response of fragrant pear quality and water productivity to lateral depth and irrigation amount," Agricultural Water Management, Elsevier, vol. 292(C).
    8. Andr�s Rodr�guez-Pose, 2013. "Do Institutions Matter for Regional Development?," Regional Studies, Taylor & Francis Journals, vol. 47(7), pages 1034-1047, July.
    9. Pengyu Chen & Zhongzhu Chu & Yuhao Zhao & Yiming Li, 2025. "Is urban innovation capacity shaping new models of economic development? Evidence from the circular economy," Sustainable Development, John Wiley & Sons, Ltd., vol. 33(1), pages 758-770, February.
    10. Du, Yang & Xu, Jun & Yuan, Xiao, 2025. "How public digital governance system affects firms' digital technology innovation performance: Base on open innovation perspective," Technology in Society, Elsevier, vol. 83(C).
    11. Ketuama, Chama Theodore & Roubík, Hynek, 2025. "Exploring the causes of slow biogas energy transition in rural areas of Cameroon: A technological innovation systems approach," Renewable Energy, Elsevier, vol. 241(C).
    12. Ma, Li-na & Zhang, Jing-jing, 2025. "Digital transformation, board structure, and organizational innovation capacity," Finance Research Letters, Elsevier, vol. 73(C).
    13. Xu, Rui & Felzensztein, Christian, 2025. "Do conflicts in cooperation matter to open innovation? An empirical study of industrial clusters in China," Journal of Business Research, Elsevier, vol. 196(C).
    14. Castellacci, Fulvio & Natera, Jose Miguel, 2013. "The dynamics of national innovation systems: A panel cointegration analysis of the coevolution between innovative capability and absorptive capacity," Research Policy, Elsevier, vol. 42(3), pages 579-594.
    15. Pietrobelli, Carlo & Rabellotti, Roberta, 2011. "Global Value Chains Meet Innovation Systems: Are There Learning Opportunities for Developing Countries?," World Development, Elsevier, vol. 39(7), pages 1261-1269, July.
    16. Dabić, Marina & Daim, Tugrul & Bogers, Marcel L.A.M. & Mention, Anne-Laure, 2023. "The limits of open innovation: Failures, risks, and costs in open innovation practice and theory," Technovation, Elsevier, vol. 126(C).
    17. Zhang, Baizhen & Zhang, Jingjing & Chen, Changrun, 2024. "Digital technology innovation and corporate resilience," Global Finance Journal, Elsevier, vol. 63(C).
    18. Yi Ji & Zilong Wang & Zhiwen Zhang, 2024. "How Does the Urban Living Environment Affect Regional Innovation Capabilities? Empirical Evidence from Chinese Cities," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(4), pages 17944-17971, December.
    19. David J. Teece, 2007. "Explicating dynamic capabilities: the nature and microfoundations of (sustainable) enterprise performance," Strategic Management Journal, Wiley Blackwell, vol. 28(13), pages 1319-1350, December.
    20. Bjorn Asheim & Helen Lawton Smith & Christine Oughton, 2011. "Regional Innovation Systems: Theory, Empirics and Policy," Regional Studies, Taylor & Francis Journals, vol. 45(7), pages 875-891.
    21. Zhao, Ran & He, Pinglin, 2024. "Government spending efficiency, fiscal decentralization and regional innovation capability: Evidence from China," Economic Analysis and Policy, Elsevier, vol. 84(C), pages 693-706.
    22. He, Pinglin & Ma, Yihan & Yin, Mingze, 2025. "Impact of the business environment on national innovation capacity – Empirical study based on OECD countries," Economic Analysis and Policy, Elsevier, vol. 85(C), pages 169-185.
    23. Cooke, Philip, 2001. "Regional Innovation Systems, Clusters, and the Knowledge Economy," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 10(4), pages 945-974, December.
    24. Xielin Liu & Sylvia Schwaag Serger & Ulrike Tagscherer & Amber Y. Chang, 2017. "Beyond catch-up—can a new innovation policy help China overcome the middle income trap?," Science and Public Policy, Oxford University Press, vol. 44(5), pages 656-669.
    25. Danli Du & Xiaojie Jian, 2024. "Enhancing the resilience of regional digital innovation ecosystems: a pathway analysis from the lens of resource orchestration theory," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 73(4), pages 1811-1838, December.
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