{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,28]],"date-time":"2026-03-28T14:24:53Z","timestamp":1774707893369,"version":"3.50.1"},"reference-count":44,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2023,3,6]],"date-time":"2023-03-06T00:00:00Z","timestamp":1678060800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,3,6]],"date-time":"2023-03-06T00:00:00Z","timestamp":1678060800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/501100012456","name":"National Social Science Foundation of China","doi-asserted-by":"crossref","award":["21BJY253"],"award-info":[{"award-number":["21BJY253"]}],"id":[{"id":"10.13039\/501100012456","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Electron Commer Res"],"published-print":{"date-parts":[[2024,6]]},"DOI":"10.1007\/s10660-023-09686-5","type":"journal-article","created":{"date-parts":[[2023,3,6]],"date-time":"2023-03-06T07:03:34Z","timestamp":1678086214000},"page":"1435-1460","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["Application of data elements in the coupling of finance and technology on the digital electronic platform"],"prefix":"10.1007","volume":"24","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-2578-7359","authenticated-orcid":false,"given":"Wenjun","family":"Xie","sequence":"first","affiliation":[]},{"given":"Renxiang","family":"Wang","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2023,3,6]]},"reference":[{"key":"9686_CR1","volume-title":"Technological revolutions and financial capital","author":"C Perez","year":"2003","unstructured":"Perez, C. (2003). Technological revolutions and financial capital. Edward Elgar Publishing."},{"issue":"17","key":"9686_CR2","doi-asserted-by":"publisher","first-page":"4998","DOI":"10.1080\/00207543.2017.1331051","volume":"55","author":"KH Tan","year":"2017","unstructured":"Tan, K. H., Ji, G., Lim, C. P., & Tseng, M. L. (2017). Using big data to make better decisions in the digital economy. International Journal of Production Research, 55(17), 4998\u20135000.","journal-title":"International Journal of Production Research"},{"issue":"3","key":"9686_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3076253","volume":"50","author":"LB Cao","year":"2018","unstructured":"Cao, L. B. (2018). Data science comprehensive overview. ACM Computing Surveys, 50(3), 1\u201342.","journal-title":"ACM Computing Surveys"},{"issue":"3","key":"9686_CR4","doi-asserted-by":"publisher","first-page":"296","DOI":"10.1080\/10438599.2018.1493075","volume":"28","author":"T Niebel","year":"2019","unstructured":"Niebel, T., Rasel, F., & Viete, S. (2019). BIG data\u2013BIG gains? Understanding the link between big data analytics and innovation. Economics of Innovation and New Technology, 28(3), 296\u2013316.","journal-title":"Economics of Innovation and New Technology"},{"key":"9686_CR5","doi-asserted-by":"publisher","first-page":"121091","DOI":"10.1016\/j.techfore.2021.121091","volume":"173","author":"ZY Xie","year":"2021","unstructured":"Xie, Z. Y., Wang, J., & Miao, L. (2021). Big data and emerging market firms\u2019 innovation in an open economy: The diversification strategy perspective. Technological Forecasting and Social Change, 173, 121091.","journal-title":"Technological Forecasting and Social Change"},{"key":"9686_CR6","doi-asserted-by":"publisher","DOI":"10.1080\/09537325.2022.2065980","author":"P Wang","year":"2022","unstructured":"Wang, P., & Cen, C. (2022). Does digital economy development promote innovation efficiency? A spatial econometric approach for Chinese regions. Technology Analysis & Strategic Management.\u00a0","journal-title":"Technology Analysis &amp; Strategic Management"},{"key":"9686_CR7","first-page":"129","volume":"6","author":"HQ Wang","year":"2012","unstructured":"Wang, H. Q., & Xu, Y. L. (2012). A measure model for synergy degree between sci-tech innovation and sci-tech finance and its application. China Soft Science, 6, 129\u2013138.","journal-title":"China Soft Science"},{"issue":"04","key":"9686_CR8","first-page":"50","volume":"39","author":"ZR Zhang","year":"2019","unstructured":"Zhang, Z. R., & Gu, G. F. (2019). Spatial pattern of the coupling coordination degree between sci-tech finance and sci-tech innovation in China. Economic Geography, 39(04), 50\u201358.","journal-title":"Economic Geography"},{"key":"9686_CR9","doi-asserted-by":"publisher","first-page":"120466","DOI":"10.1016\/j.techfore.2020.120466","volume":"163","author":"R Wang","year":"2021","unstructured":"Wang, R., & Tan, J. (2021). Exploring the coupling and forecasting of financial development, technological innovation, and economic growth. Technological Forecasting and Social Change, 163, 120466.","journal-title":"Technological Forecasting and Social Change"},{"issue":"02","key":"9686_CR10","first-page":"104","volume":"38","author":"RX Wang","year":"2018","unstructured":"Wang, R. X., & Yang, M. (2018). Spatial agglomeration and dynamic evolution of the coupling efficiency of technology and finance system in Chinese. Economic Geography, 38(02), 104\u2013112.","journal-title":"Economic Geography"},{"key":"9686_CR11","first-page":"41","volume":"3","author":"WJ Xie","year":"2021","unstructured":"Xie, W. J., Shen, L., Wang, R. X., & Shen, L. L. (2021). Fiscal decentralization and the efficiency of China\u2019s inter-provincial technology-finance coupling: Repression or promotion? On Economic Problems, 3, 41\u201347.","journal-title":"On Economic Problems"},{"issue":"03","key":"9686_CR12","first-page":"64","volume":"38","author":"YZ Cai","year":"2021","unstructured":"Cai, Y. Z., & Ma, W. J. (2021). How data influence high-quality development as a factor and the restriction of data flow. The Journal of Quantitative &Technical Economics, 38(03), 64\u201383.","journal-title":"The Journal of Quantitative &Technical Economics"},{"key":"9686_CR13","doi-asserted-by":"publisher","DOI":"10.1080\/09537325.2022.2028766","author":"Y Park","year":"2022","unstructured":"Park, Y., Chung, Y., & Son, H. (2022). Configurational paths for SMEs\u2019 innovation:focusing on information resources, absorptive capacity, and government support. Technology Analysis & Strategic Management.\u00a0","journal-title":"Technology Analysis &amp; Strategic Management"},{"issue":"3","key":"9686_CR14","doi-asserted-by":"publisher","first-page":"296","DOI":"10.1080\/10438599.2018.1493075","volume":"28","author":"N Thomas","year":"2019","unstructured":"Thomas, N., Fabienne, R., & Steffen, V. (2019). Big data-big gains?Understanding the link between big data analytics and innovation. Economics of Innovation and New Technology, 28(3), 296\u2013316.","journal-title":"Economics of Innovation and New Technology"},{"key":"9686_CR15","doi-asserted-by":"publisher","DOI":"10.1007\/s10660-022-09554-8","author":"JB Wang","year":"2022","unstructured":"Wang, J. B., Zhao, C. Y., Huang, L. F., Yang, S., & Wang, M. X. (2022). Uncovering research trends and opportunities on FinTech: A scientometric analysis. Electronic Commerce Research.","journal-title":"Electronic Commerce Research"},{"key":"9686_CR16","volume-title":"Big data: The next frontier for innovation, competition, and productivity","author":"J Manyika","year":"2011","unstructured":"Manyika, J., Chui, M., Brown, B., Bughin, J., Dobbs, R., Roxburgh, C., & Hung Byers, A. (2011). Big data: The next frontier for innovation, competition, and productivity. McKinsey Global Institute."},{"issue":"10","key":"9686_CR17","doi-asserted-by":"publisher","first-page":"1738","DOI":"10.3390\/math8101738","volume":"8","author":"H Sun","year":"2020","unstructured":"Sun, H., Rabbani, M. R., Sial, M. S., Yu, S., Filipe, J. A., & Cherian, J. (2020). Identifying big data\u2019s opportunities, challenges, and implications in finance. Mathematics, 8(10), 1738.","journal-title":"Mathematics"},{"issue":"1","key":"9686_CR18","doi-asserted-by":"publisher","first-page":"44","DOI":"10.1057\/jit.2014.17","volume":"30","author":"ID Constantiou","year":"2015","unstructured":"Constantiou, I. D., & Kallinikos, J. (2015). New games, new rules: Big data and the changing context of strategy. Journal of Information Technology, 30(1), 44\u201357.","journal-title":"Journal of Information Technology"},{"key":"9686_CR19","first-page":"41","volume":"10","author":"ZG Li","year":"2021","unstructured":"Li, Z. G., & Wang, J. (2021). Digital economy development, allocation of data elements and productivity growth in manufacturing. Economist, 10, 41\u201350.","journal-title":"Economist"},{"issue":"12","key":"9686_CR20","doi-asserted-by":"publisher","first-page":"1983","DOI":"10.18306\/dlkxjz.2021.12.001","volume":"40","author":"CZ Sun","year":"2021","unstructured":"Sun, C. Z., & Song, X. F. (2021). Total factor productivity of marine economy in China in the era of digital economy. Progress in Geography, 40(12), 1983\u20131998.","journal-title":"Progress in Geography"},{"issue":"02","key":"9686_CR21","first-page":"151","volume":"32","author":"W Zeng","year":"2022","unstructured":"Zeng, W., & Li, B. Z. (2022). Driving paths of enterprise green ambidextrous innovation from the configuration perspective. China Population Resources and Environment, 32(02), 151\u2013161.","journal-title":"China Population Resources and Environment"},{"key":"9686_CR22","doi-asserted-by":"publisher","first-page":"101314","DOI":"10.1016\/j.techsoc.2020.101314","volume":"62","author":"JL Jiao","year":"2020","unstructured":"Jiao, J. L., Zhang, X., & Tang, Y. S. (2020). What factors determine the survival of green innovative enterprises in China?\u2013 A method based on fsQCA. Technology in Society, 62, 101314.","journal-title":"Technology in Society"},{"issue":"21","key":"9686_CR23","first-page":"5946","volume":"11","author":"BA Shan","year":"2022","unstructured":"Shan, B. A., Liu, X. J., Zhao, R. X., & Lv, X. Q. (2022). How do enterprise capabilities, organizational innovation and digital transformation stimulate new product development performance? \u2014\u2014configuration effect based on fsQCA. R&D Management, 11(21), 5946.","journal-title":"R&D Management"},{"issue":"04","key":"9686_CR24","first-page":"60","volume":"6","author":"C Guo","year":"2021","unstructured":"Guo, C., Zhang, Z., & Song, L. H. (2021). How does the demand-side, supply-side cultural conditions promote the quality and activity of entrepreneurship? \u2013A research based on fuzzy set qualitative comparative analysis (fsQCA). Quarterly Journal of Management, 6(04), 60\u201390.","journal-title":"Quarterly Journal of Management"},{"issue":"05","key":"9686_CR25","first-page":"21","volume":"41","author":"ZY Huang","year":"2020","unstructured":"Huang, Z. Y., Zhao, H., & Xu, Y. A. (2020). A research on the synergistic effect of factors influencing the innovation output of maker space\u2013a fsQCA study based on data of crowd-innovating spaces in 31 provinces and cities. Science Research Management, 41(05), 21\u201331.","journal-title":"Science Research Management"},{"key":"9686_CR26","first-page":"155","volume":"6","author":"YZ Du","year":"2017","unstructured":"Du, Y. Z., & Jia, L. D. (2017). Configuration perspective and qualitative comparative analysis (QCA): A new path for management research. Management World, 6, 155\u2013167.","journal-title":"Management World"},{"key":"9686_CR27","doi-asserted-by":"publisher","first-page":"120843","DOI":"10.1016\/j.techfore.2021.120843","volume":"169","author":"C Llopis-Albert","year":"2021","unstructured":"Llopis-Albert, C., Palacios-Marqu\u00e9s, D., & Sim\u00f3n-Moya, V. (2021). Fuzzy set qualitative comparative analysis (fsQCA) applied to the adaptation of the automobile industry to meet the emission standards of climate change policies via the deployment of electric vehicles (EVs). Technological Forecasting and Social Change, 169, 120843.","journal-title":"Technological Forecasting and Social Change"},{"issue":"1","key":"9686_CR28","doi-asserted-by":"publisher","first-page":"255","DOI":"10.1177\/0149206316679252","volume":"43","author":"VF Misangyi","year":"2017","unstructured":"Misangyi, V. F., Greckhamer, T., Furnari, S., Fiss, P. C., Crilly, D., & Aguilera, R. (2017). Embracing causal complexity: The emergence of a neo-configurational perspective. Journal of Management, 43(1), 255\u2013282.","journal-title":"Journal of Management"},{"key":"9686_CR29","doi-asserted-by":"publisher","first-page":"121599","DOI":"10.1016\/j.techfore.2022.121599","volume":"178","author":"S Kumar","year":"2022","unstructured":"Kumar, S., Sahoo, S., Lim, W. M., Kraus, S., & Bamel, U. (2022). Fuzzy-set qualitative comparative analysis(fsQCA) in business and management research: A contemporary overview. Technological Forecasting & Social Change, 178, 121599.","journal-title":"Technological Forecasting & Social Change"},{"issue":"02","key":"9686_CR30","first-page":"37","volume":"32","author":"W Zhao","year":"2020","unstructured":"Zhao, W., Li, Y. J., & Zhao, H. H. (2020). Can government R&D subsidies improve the innovation efficiency of enterprises? \u2013A study based on fsQCA. R&D Management, 32(02), 37\u201347.","journal-title":"R&D Management"},{"key":"9686_CR31","doi-asserted-by":"publisher","first-page":"137","DOI":"10.1016\/j.ins.2013.02.048","volume":"237","author":"JM Mendel","year":"2013","unstructured":"Mendel, J. M., & Korjani, M. M. (2013). Theoretical aspects of fuzzy set qualitative comparative analysis (fsQCA). Information Sciences, 237, 137\u2013161.","journal-title":"Information Sciences"},{"key":"9686_CR32","doi-asserted-by":"publisher","first-page":"789","DOI":"10.1016\/j.jclepro.2018.09.029","volume":"205","author":"SJ Marks","year":"2018","unstructured":"Marks, S. J., Emily, K., Guo, J., Bartram, J., & Davis, J. (2018). Pathways to sustainability: A fuzzy-set qualitative comparative analysis of rural water supply programs. Journal of Cleaner Production, 205, 789\u2013798.","journal-title":"Journal of Cleaner Production"},{"issue":"06","key":"9686_CR33","first-page":"84","volume":"31","author":"JM Du","year":"2016","unstructured":"Du, J. M., Liang, L., & Lv, H. (2016). Research on the efficiency of regional science and technology finance in China: Based on the three-stage DEA model. Financial Economics Research, 31(06), 84\u201393.","journal-title":"Financial Economics Research"},{"key":"9686_CR34","doi-asserted-by":"publisher","first-page":"2581","DOI":"10.3390\/ijerph19052581","volume":"19","author":"RR Li","year":"2022","unstructured":"Li, R. R., Ding, Z. Y., & An, Y. (2022). Examination and forecast of relationship among tourism, environment, and economy: A case study in Shandong Province, China. International Journal of Environmental Research and Public Health, 19, 2581.","journal-title":"International Journal of Environmental Research and Public Health"},{"issue":"08","key":"9686_CR35","first-page":"1208","volume":"39","author":"XM Li","year":"2019","unstructured":"Li, X. M., Guo, Y. J., Tian, S. Z., Bai, Z. Z., & Liu, H. (2019). The spatio-temporal pattern evolution and driving force of the coupling coordination degree of urban human settlements system in Liaoning province. Scientia Geographica Sinica, 39(08), 1208\u20131218.","journal-title":"Scientia Geographica Sinica"},{"issue":"05","key":"9686_CR36","first-page":"751","volume":"40","author":"ZR Zhang","year":"2020","unstructured":"Zhang, Z. R., & Gu, G. F. (2020). The coupling relationship between sci-tech finance and regional economic development in China. Scientia Geographica Sinica, 40(05), 751\u2013759.","journal-title":"Scientia Geographica Sinica"},{"issue":"3","key":"9686_CR37","doi-asserted-by":"publisher","first-page":"423","DOI":"10.1093\/icc\/dty022","volume":"28","author":"J Bj\u00f6rkdahl","year":"2019","unstructured":"Bj\u00f6rkdahl, J., & Holm\u00e9n, M. (2019). Exploiting the control revolution by means of digitalization: Value creation, value capture, and downstream movements. Industrial Corp Change, 28(3), 423\u2013436.","journal-title":"Industrial Corp Change"},{"issue":"06","key":"9686_CR38","first-page":"1591","volume":"42","author":"SQ Li","year":"2022","unstructured":"Li, S. Q., Zhu, P. F., & Liao, H. (2022). Can government R&D subsidy stimulate enterprise R&D input? -Dual perspective heterogeneity analysis based on enterprise size and ownership. Systems Engineering Theory and Practice, 42(06), 1591\u20131600.","journal-title":"Systems Engineering Theory and Practice"},{"key":"9686_CR39","doi-asserted-by":"publisher","first-page":"106151","DOI":"10.1016\/j.econmod.2022.106151","volume":"120","author":"RH Xu","year":"2023","unstructured":"Xu, R. H., Shen, Y. X., Liu, M., Li, L., Xia, X. H., & Luo, K. X. (2023). Can government subsidies improve innovation performance? Evidence from Chinese listed companies. Economic Modelling, 120, 106151.","journal-title":"Economic Modelling"},{"issue":"03","key":"9686_CR40","first-page":"109","volume":"33","author":"SC Hu","year":"2021","unstructured":"Hu, S. C., & Jin, L. Q. (2021). Does government R&D subsidy promote strategic innovation or substantive innovation? \u2013Theoretical models and empirical analysis. R&D Management, 33(03), 109\u2013120.","journal-title":"R&D Management"},{"issue":"03","key":"9686_CR41","first-page":"81","volume":"39","author":"SQ Xu","year":"2020","unstructured":"Xu, S. Q., Yin, T. B., & Yang, Y. (2020). Analysis of China\u2019s inter-provincial science and technology financial efficiency measurement and its influencing factors\u2013 empirical research based on spatial panel model. Journal of Technology Economics, 39(03), 81\u201386.","journal-title":"Journal of Technology Economics"},{"key":"9686_CR42","doi-asserted-by":"publisher","first-page":"120794","DOI":"10.1016\/j.techfore.2021.120794","volume":"169","author":"M Malyy","year":"2021","unstructured":"Malyy, M., Tekic, Z., & Podladchikova, T. (2021). The value of big data for analyzing growth dynamics of technology-based new ventures. Technological Forecast Social Change, 169, 120794.","journal-title":"Technological Forecast Social Change"},{"key":"9686_CR43","doi-asserted-by":"publisher","DOI":"10.7208\/chicago\/9780226702797.001.0001","volume-title":"Redesigning social inquiry: fuzzy sets and beyond","author":"C Ragin Charles","year":"2008","unstructured":"Ragin Charles, C. (2008). Redesigning social inquiry: fuzzy sets and beyond. University of Chicago Press."},{"issue":"12","key":"9686_CR44","first-page":"2162","volume":"40","author":"J Xiao","year":"2022","unstructured":"Xiao, J., Zeng, P., & Ren, D. (2022). How to improve the green transformation performance of manufacturing industry? \u2013TOE framework-based on configuration study [J\/OL]. Studies in Science of Science, 40(12), 2162.","journal-title":"Studies in Science of Science"}],"container-title":["Electronic Commerce Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10660-023-09686-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10660-023-09686-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10660-023-09686-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,9]],"date-time":"2025-04-09T14:52:38Z","timestamp":1744210358000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10660-023-09686-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,3,6]]},"references-count":44,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2024,6]]}},"alternative-id":["9686"],"URL":"https:\/\/doi.org\/10.1007\/s10660-023-09686-5","relation":{},"ISSN":["1389-5753","1572-9362"],"issn-type":[{"value":"1389-5753","type":"print"},{"value":"1572-9362","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,3,6]]},"assertion":[{"value":"14 February 2023","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"6 March 2023","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"No conflict of interest was reported by the authors.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}