{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,7]],"date-time":"2026-05-07T02:53:58Z","timestamp":1778122438573,"version":"3.51.4"},"reference-count":75,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2024,10,15]],"date-time":"2024-10-15T00:00:00Z","timestamp":1728950400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,10,15]],"date-time":"2024-10-15T00:00:00Z","timestamp":1728950400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"name":"the Philosophy and Social Science Planning Zhejiang Youth Special Project of Zhejiang Province"},{"name":"the Natural Science Foundation of Zhejiang Province"},{"name":"the Special Fund for Basic Scientific Research of Universities in Zhejiang Province"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Electron Commer Res"],"published-print":{"date-parts":[[2026,2]]},"DOI":"10.1007\/s10660-024-09914-6","type":"journal-article","created":{"date-parts":[[2024,10,15]],"date-time":"2024-10-15T10:59:01Z","timestamp":1728989941000},"page":"833-862","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["The drivers and income effect of big data use by e-commerce farmers: evidence from China"],"prefix":"10.1007","volume":"26","author":[{"given":"Yiwu","family":"Zeng","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Baogang","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5518-9830","authenticated-orcid":false,"given":"Lili","family":"Li","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Guojun","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2024,10,15]]},"reference":[{"key":"9914_CR1","doi-asserted-by":"publisher","first-page":"106","DOI":"10.1016\/j.chieco.2018.08.010","volume":"53","author":"J Qi","year":"2019","unstructured":"Qi, J., Zheng, X., & Guo, H. (2019). The formation of taobao villages in China. China Economic Review, 53, 106\u2013127.","journal-title":"China Economic Review"},{"issue":"1","key":"9914_CR2","doi-asserted-by":"publisher","first-page":"159","DOI":"10.1002\/agr.21624","volume":"36","author":"W Ma","year":"2020","unstructured":"Ma, W., Zhou, X., & Liu, M. (2020). What drives farmers\u2019 willingness to adopt e-commerce in rural China? The role of Internet use. Agribusiness, 36(1), 159\u2013163.","journal-title":"Agribusiness"},{"issue":"6","key":"9914_CR3","first-page":"180","volume":"9","author":"G Guo","year":"2014","unstructured":"Guo, G., Liang, Q., & Luo, G. (2014). Effects of clusters on China\u2019s e-commerce: Evidence from the Junpu Taobao Village. International Journal of Business Management, 9(6), 180\u2013186.","journal-title":"International Journal of Business Management"},{"key":"9914_CR4","first-page":"49","volume":"2","author":"Y Zeng","year":"2018","unstructured":"Zeng, Y., Guo, H., & Jin, S. (2018). Is e-commerce good for farmers\u2019 income? Evidence from Shuyang. Jiangsu Province. Chinese Rural Economy, 2, 49\u201364. (in Chinese).","journal-title":"Jiangsu Province. Chinese Rural Economy"},{"key":"9914_CR5","doi-asserted-by":"crossref","unstructured":"Luo, X., & Niu, C. (2019). E-commerce participation and household income growth in Taobao Villages. World Bank Policy Research Working Papers.","DOI":"10.1596\/1813-9450-8811"},{"issue":"1","key":"9914_CR6","doi-asserted-by":"publisher","first-page":"20","DOI":"10.1002\/agr.21586","volume":"35","author":"J Qi","year":"2019","unstructured":"Qi, J., Zheng, X., Cao, P., & Zhu, L. (2019). The effect of e-commerce agribusiness clusters on farmers\u2019 migration decisions in China. Agribusiness, 35(1), 20\u201335.","journal-title":"Agribusiness"},{"key":"9914_CR7","doi-asserted-by":"publisher","first-page":"102024","DOI":"10.1016\/j.foodpol.2021.102024","volume":"101","author":"X Li","year":"2021","unstructured":"Li, X., Guo, H., Jin, S., Wang, M., & Zeng, Y. (2021). Do farmers gain internet dividends from e-commerce adoption? Evidence from china. Food Policy, 101, 102024.","journal-title":"Evidence from china. Food Policy"},{"key":"9914_CR8","doi-asserted-by":"publisher","first-page":"20","DOI":"10.1016\/j.jrurstud.2020.02.010","volume":"75","author":"W Tang","year":"2020","unstructured":"Tang, W., & Zhu, J. (2020). Informality and rural industry: Rethinking the impacts of e-commerce on rural development in China. Journal of Rural Studies, 75, 20\u201329.","journal-title":"Journal of Rural Studies"},{"issue":"4","key":"9914_CR9","doi-asserted-by":"publisher","first-page":"1611","DOI":"10.1111\/grow.12436","volume":"51","author":"P Gao","year":"2020","unstructured":"Gao, P., & Liu, Y. (2020). Endogenous inclusive development of e-commerce in rural China: A Case Study. Growth and Change, 51(4), 1611\u20131630.","journal-title":"Growth and Change"},{"issue":"4","key":"9914_CR10","doi-asserted-by":"publisher","first-page":"1356","DOI":"10.1111\/grow.12327","volume":"50","author":"Y Zeng","year":"2019","unstructured":"Zeng, Y., Guo, H., Yao, Y., & Huang, L. (2019). The formation of agricultural e-commerce clusters: A case from China. Growth and Change, 50(4), 1356\u20131374.","journal-title":"Growth and Change"},{"key":"9914_CR11","doi-asserted-by":"publisher","first-page":"418","DOI":"10.1017\/S0305741018001819","volume":"238","author":"H Yu","year":"2019","unstructured":"Yu, H., & Cui, L. (2019). China\u2019s e-commerce: Empowering rural women. The China Quarterly, 238, 418\u2013437.","journal-title":"The China Quarterly"},{"key":"9914_CR12","doi-asserted-by":"publisher","first-page":"1407","DOI":"10.1007\/s10660-023-09802-5","volume":"4","author":"L Li","year":"2024","unstructured":"Li, L., Zheng, L., Zhang, Z., & Song, Y. (2024). How to trigger and strengthen the positive impact of the internet on the income of farmers in the region? A case from China. Electronic Commerce Research, 4, 1407\u20131433.","journal-title":"Electronic Commerce Research"},{"key":"9914_CR13","first-page":"29","volume":"12","author":"Y Zeng","year":"2019","unstructured":"Zeng, Y., Zhang, Z., Fang, H., & Guo, H. (2019). The driving forces and income-added effects of big data usage by rural e-commerce households. Chinese Rural Economy, 12, 29\u201347. (in Chinese).","journal-title":"Chinese Rural Economy"},{"issue":"5","key":"9914_CR14","doi-asserted-by":"publisher","first-page":"753","DOI":"10.1162\/rest_a_00754","volume":"100","author":"G Graetz","year":"2018","unstructured":"Graetz, G., & Michaels, G. (2018). Robots at work. Review of Economics and Statistics, 100(5), 753\u2013768.","journal-title":"Review of Economics and Statistics"},{"issue":"6","key":"9914_CR15","doi-asserted-by":"publisher","first-page":"1488","DOI":"10.1257\/aer.20160696","volume":"108","author":"D Acemoglu","year":"2018","unstructured":"Acemoglu, D., & Restrepo, P. (2018). The race between man and machine: Implications of technology for growth, factor shares, and employment. American Economic Review, 108(6), 1488\u20131542.","journal-title":"American Economic Review"},{"issue":"1","key":"9914_CR16","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1257\/jel.20171452","volume":"57","author":"A Goldfarb","year":"2019","unstructured":"Goldfarb, A., & Tucker, C. (2019). Digital economics. Journal of Economic Literature, 57(1), 3\u201343.","journal-title":"Journal of Economic Literature"},{"issue":"1","key":"9914_CR17","first-page":"299","volume":"13","author":"D Nordhaus","year":"2021","unstructured":"Nordhaus, D. (2021). Are we approaching an economic singularity? Information technology and the future of economic growth. American Economic Journal: Macroeconomics, 13(1), 299\u2013332.","journal-title":"American Economic Journal: Macroeconomics"},{"key":"9914_CR18","first-page":"121","volume":"1","author":"Q Zhang","year":"2019","unstructured":"Zhang, Q., Sun, S., Wu, S., & Li, D. (2019). Study on the continuous growth and evolution of online business groups of farmers in Taobao Village. Journal of Agro-technical Economics, 1, 121\u2013134. (in Chinese).","journal-title":"Journal of Agro-technical Economics"},{"issue":"2","key":"9914_CR19","first-page":"90","volume":"19","author":"Z Shao","year":"2019","unstructured":"Shao, Z. (2019). Limitation and reflection on the ideation ability of farmers\u2019 online merchants in cyberspace. Journal of Northwest A&F University (Social Science Edition), 19(2), 90\u201398. (in Chinese).","journal-title":"Journal of Northwest A&F University (Social Science Edition)"},{"issue":"4","key":"9914_CR20","first-page":"74","volume":"17","author":"Z Shao","year":"2017","unstructured":"Shao, Z. (2017). Rules and the logic of capital: The shaping mechanism of farmers\u2019 online stores in taobao village. Journal of Northwest A&F University (Social Science Edition), 17(4), 74\u201382. (in Chinese).","journal-title":"Journal of Northwest A&F University (Social Science Edition)"},{"issue":"4","key":"9914_CR21","doi-asserted-by":"publisher","first-page":"439","DOI":"10.22434\/IFAMR2016.0156","volume":"20","author":"Y Zeng","year":"2017","unstructured":"Zeng, Y., Jia, F., Wan, L., & Guo, H. (2017). E-commerce in agri-food sector: A systematic literature review. International Food and Agribusiness Management Review, 20(4), 439\u2013459.","journal-title":"International Food and Agribusiness Management Review"},{"key":"9914_CR22","doi-asserted-by":"publisher","first-page":"514","DOI":"10.1016\/j.jrurstud.2016.05.012","volume":"47","author":"G Lin","year":"2016","unstructured":"Lin, G., Xie, X., & Lv, Z. (2016). Taobao practices, everyday life and emerging hybrid rurality in contemporary China. Journal of Rural Studies, 47, 514\u2013523.","journal-title":"Journal of Rural Studies"},{"issue":"2","key":"9914_CR23","doi-asserted-by":"publisher","first-page":"475","DOI":"10.25300\/MISQ\/2016\/40.2.11","volume":"40","author":"C Leong","year":"2016","unstructured":"Leong, C., Pan, S. L., Newell, S., & Cui, L. (2016). The emergence of self-organizing e-commerce ecosystems in remote villages of China: A tale of digital empowerment for rural development. MIS Quarterly, 40(2), 475\u2013484.","journal-title":"MIS Quarterly"},{"issue":"3","key":"9914_CR24","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 - 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"},{"issue":"11","key":"9914_CR25","doi-asserted-by":"publisher","first-page":"1502","DOI":"10.1287\/mnsc.48.11.1502.265","volume":"48","author":"K Kim","year":"2002","unstructured":"Kim, K., & Chhajed, D. (2002). Product design with multiple quality-type attributes. Management Science, 48(11), 1502\u20131511.","journal-title":"Management Science"},{"issue":"3","key":"9914_CR26","doi-asserted-by":"publisher","first-page":"53","DOI":"10.1177\/002224299405800304","volume":"58","author":"EW Anderson","year":"1994","unstructured":"Anderson, E. W., Claes, F., & Donald, R. L. (1994). Consumer satisfaction, market share, and profitability: Findings from Sweden. Journal of Marketing, 58(3), 53\u201366.","journal-title":"Journal of Marketing"},{"issue":"2","key":"9914_CR27","doi-asserted-by":"publisher","first-page":"263","DOI":"10.1177\/002224379403100209","volume":"31","author":"F Leclerc","year":"1994","unstructured":"Leclerc, F., Schmitt, B. H., & Dub\u00c9, L. (1994). Foreign branding and its effects on product perceptions and attitudes. Journal of Marketing Research, 31(2), 263\u2013270.","journal-title":"Journal of Marketing Research"},{"issue":"3","key":"9914_CR28","doi-asserted-by":"publisher","first-page":"310","DOI":"10.1509\/jmkr.40.3.310.19238","volume":"40","author":"KE Voss","year":"2003","unstructured":"Voss, K. E., Spangenberg, E. R., & Grohmann, B. (2003). Measuring the hedonic and utilitarian dimensions of consumer attitude. Journal of Marketing Research, 40(3), 310\u2013320.","journal-title":"Journal of Marketing Research"},{"issue":"1","key":"9914_CR29","doi-asserted-by":"publisher","first-page":"195","DOI":"10.1111\/j.1530-9134.2010.00287.x","volume":"20","author":"M Sun","year":"2011","unstructured":"Sun, M. (2011). Disclosing multiple product attributes. Journal of Economics & Management Strategy, 20(1), 195\u2013224.","journal-title":"Journal of Economics & Management Strategy"},{"issue":"1","key":"9914_CR30","doi-asserted-by":"publisher","first-page":"93","DOI":"10.1287\/isre.2013.0511","volume":"25","author":"Y Kwark","year":"2014","unstructured":"Kwark, Y., Chen, J. Q., & Raghunathan, S. (2014). Online product reviews: Implications for retailers and competing manufacturers. Information Systems Research, 25(1), 93\u2013110.","journal-title":"Information Systems Research"},{"issue":"3","key":"9914_CR31","doi-asserted-by":"publisher","first-page":"319","DOI":"10.2307\/249008","volume":"13","author":"FD Davis","year":"1989","unstructured":"Davis, F. D. (1989). Perceived usefulness, perceived ease of use, and user acceptance of information technology. MIS Quarterly, 13(3), 319\u2013340.","journal-title":"MIS Quarterly"},{"issue":"1","key":"9914_CR32","doi-asserted-by":"publisher","first-page":"9","DOI":"10.1016\/S0378-7206(98)00101-3","volume":"36","author":"MT Dishaw","year":"1999","unstructured":"Dishaw, M. T., & Strong, D. M. (1999). Extending the technology acceptance model with task-technology fit constructs. Information & Management, 36(1), 9\u201321.","journal-title":"Information & Management"},{"issue":"2","key":"9914_CR33","doi-asserted-by":"publisher","first-page":"186","DOI":"10.1287\/mnsc.46.2.186.11926","volume":"46","author":"V Venkatesh","year":"2000","unstructured":"Venkatesh, V., & Davis, F. D. (2000). A theoretical extension of the technology acceptance model: Four longitudinal field studies. Management Science, 46(2), 186\u2013204.","journal-title":"Management Science"},{"issue":"3","key":"9914_CR34","doi-asserted-by":"publisher","first-page":"259","DOI":"10.1016\/S0167-8116(03)00036-3","volume":"20","author":"L Dub\u00c9","year":"2003","unstructured":"Dub\u00c9, L., Cervellon, M. C., & Han, J. (2003). Should consumer attitudes be reduced to their affective and cognitive bases? Validation of a hierarchical model. International Journal of Research in Marketing, 20(3), 259\u2013272.","journal-title":"International Journal of Research in Marketing"},{"issue":"2","key":"9914_CR35","doi-asserted-by":"publisher","first-page":"250","DOI":"10.1177\/0146167299025002010","volume":"25","author":"LB Pham","year":"1999","unstructured":"Pham, L. B., & Taylor, S. E. (1999). From thought to action: Effects of process-versus outcome-based mental simulations on performance. Personality and Social Psychology Bulletin, 25(2), 250\u2013260.","journal-title":"Personality and Social Psychology Bulletin"},{"issue":"1","key":"9914_CR36","doi-asserted-by":"publisher","first-page":"131","DOI":"10.1509\/jmkr.38.1.131.18832","volume":"38","author":"V Mittal","year":"2001","unstructured":"Mittal, V., & Kamakura, W. A. (2001). Satisfaction, repurchase intent, and repurchase behavior: Investigating the moderating effect of customer characteristics. Journal of Marketing Research, 38(1), 131\u2013142.","journal-title":"Journal of Marketing Research"},{"issue":"4","key":"9914_CR37","first-page":"24","volume":"18","author":"PW Zhang","year":"2017","unstructured":"Zhang, P. W. (2017). The impact of social capital on farmers\u2019 willingness to participate in credit union: An analysis based on 393 survey data of farmers in Xuzhou City. Journal of Hunan Agricultural University (Social Science Edition), 18(4), 24\u201329. (in Chinese).","journal-title":"Journal of Hunan Agricultural University (Social Science Edition)"},{"issue":"4","key":"9914_CR38","doi-asserted-by":"publisher","first-page":"249","DOI":"10.2753\/MIS0742-1222290409","volume":"29","author":"AC Elkins","year":"2013","unstructured":"Elkins, A. C., Dunbar, N., Adame, B., & Nunamaker, J. F. (2013). Are users threatened by Credibility assessment systems? Journal of Management Information Systems, 29(4), 249\u2013262.","journal-title":"Journal of Management Information Systems"},{"issue":"4","key":"9914_CR39","doi-asserted-by":"publisher","first-page":"585","DOI":"10.1016\/j.tele.2014.01.002","volume":"31","author":"J Oh","year":"2014","unstructured":"Oh, J., & Yoon, S. (2014). Validation of haptic enabling technology acceptance model (HE-TAM): Integration of IDT and TAM. Telematics and Informatics, 31(4), 585\u2013596.","journal-title":"Telematics and Informatics"},{"issue":"1","key":"9914_CR40","doi-asserted-by":"publisher","first-page":"105","DOI":"10.1016\/S0883-9026(01)00068-4","volume":"18","author":"A Ardichvili","year":"2003","unstructured":"Ardichvili, A., Cradozo, R., & Ray, S. (2003). A theory of entrepreneurial opportunity Identification and development. Journal of Business Venturing, 18(1), 105\u2013123.","journal-title":"Journal of Business Venturing"},{"key":"9914_CR41","doi-asserted-by":"publisher","DOI":"10.7208\/chicago\/9780226375489.001.0001","volume-title":"Competition and Entrepreneurship","author":"M Kirzner","year":"1978","unstructured":"Kirzner, M. (1978). Competition and Entrepreneurship. University of Chicago Press."},{"issue":"3","key":"9914_CR42","doi-asserted-by":"publisher","first-page":"430","DOI":"10.1016\/j.jbusvent.2011.08.004","volume":"28","author":"D Valliered","year":"2013","unstructured":"Valliered, D. (2013). Towards a schematic theory of entrepreneurial alertness. Journal of Business Venturing, 28(3), 430\u2013442.","journal-title":"Journal of Business Venturing"},{"issue":"2","key":"9914_CR43","doi-asserted-by":"publisher","first-page":"95","DOI":"10.1023\/A:1011132102464","volume":"16","author":"CM Gaglio","year":"2001","unstructured":"Gaglio, C. M., & Katz, J. A. (2001). The psychological basis of opportunity identification: Entrepreneurial alertness. Small Business Economics, 16(2), 95\u2013111.","journal-title":"Small Business Economics"},{"key":"9914_CR44","unstructured":"Ko, S., & Butler, J.E. (2003). Alertness, bisociative thinking ability, and discovery of entrepreneurial opportunities in Asian hi-tech firms. In Frontiers of Entrepreneurship Research, Proceedings of the Babson-Kauffman Entrepreneurship Research Conference, Wellesley, MA: Babson College, 421\u2013429."},{"issue":"1","key":"9914_CR45","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1080\/135943200398049","volume":"9","author":"CW Allinson","year":"2000","unstructured":"Allinson, C. W., Chell, E., & Hayes, J. (2000). Intuition and entrepreneurial behaviour. European Journal of Work and Organizational Psychology, 9(1), 31\u201343.","journal-title":"European Journal of Work and Organizational Psychology"},{"issue":"4","key":"9914_CR46","doi-asserted-by":"publisher","first-page":"457","DOI":"10.1108\/IJPPM-12-2012-0129","volume":"64","author":"M Hajli","year":"2015","unstructured":"Hajli, M., Sims, J., & Ibragimov, V. (2015). Information technology productivity paradox in the 21st century. International Journal of Productivity and Performance Management, 64(4), 457\u2013478.","journal-title":"International Journal of Productivity and Performance Management"},{"issue":"1","key":"9914_CR47","doi-asserted-by":"publisher","first-page":"40","DOI":"10.1016\/j.lrp.2017.06.007","volume":"51","author":"DJ Teece","year":"2018","unstructured":"Teece, D. J. (2018). Business models and dynamic capabilities. Long Range Planning, 51(1), 40\u201349.","journal-title":"Long Range Planning"},{"issue":"1","key":"9914_CR48","doi-asserted-by":"publisher","first-page":"55","DOI":"10.1111\/j.1540-627X.2004.00125.x","volume":"43","author":"SL Newbert","year":"2005","unstructured":"Newbert, S. L. (2005). New firm formation: A dynamic capability perspective. Journal of Small Business Management, 43(1), 55\u201377.","journal-title":"Journal of Small Business Management"},{"key":"9914_CR49","doi-asserted-by":"publisher","first-page":"494","DOI":"10.1016\/j.envsoft.2016.07.017","volume":"84","author":"R Lokers","year":"2016","unstructured":"Lokers, R., Knapen, R., Janssen, S., Randen, Y. V., & Janse, J. (2016). Analysis of big data technologies for use in agro-environmental science. Environmental Modelling & Software, 84, 494\u2013504.","journal-title":"Environmental Modelling & Software"},{"key":"9914_CR50","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.aiia.2019.05.004","volume":"2","author":"K Jha","year":"2019","unstructured":"Jha, K., Doshi, A., Patel, P., & Shah, M. (2019). A comprehensive review on automation in agriculture using artificial intelligence. Artificial Intelligence in Agriculture, 2, 1\u201312.","journal-title":"Artificial Intelligence in Agriculture"},{"issue":"4","key":"9914_CR51","doi-asserted-by":"publisher","first-page":"571","DOI":"10.1287\/mnsc.44.4.571","volume":"44","author":"JM Shaver","year":"1998","unstructured":"Shaver, J. M. (1998). Accounting for endogeneity when assessing strategy performance: Does entry mode choice affect FDI survival\u202f? Management Science, 44(4), 571\u2013585.","journal-title":"Management Science"},{"issue":"1","key":"9914_CR52","doi-asserted-by":"publisher","first-page":"25","DOI":"10.1093\/pan\/mpr025","volume":"20","author":"J Hainmueller","year":"2012","unstructured":"Hainmueller, J. (2012). Entropy balancing for causal effects: A multivariate reweighting method to produce balanced samples in observational studies. Political Analysis, 20(1), 25\u201346.","journal-title":"Political Analysis"},{"issue":"7","key":"9914_CR53","doi-asserted-by":"publisher","first-page":"1","DOI":"10.18637\/jss.v054.i07","volume":"54","author":"J Hainmueller","year":"2013","unstructured":"Hainmueller, J., & Xu, Y. (2013). E-balance: A stata package for entropy balancing. Journal of Statistical Software, 54(7), 1\u201318.","journal-title":"Journal of Statistical Software"},{"issue":"4","key":"9914_CR54","doi-asserted-by":"publisher","first-page":"342","DOI":"10.1287\/isre.11.4.342.11872","volume":"11","author":"V Venkatesh","year":"2000","unstructured":"Venkatesh, V. (2000). Determinants of perceived ease of use: Integrating control, intrinsic motivation, and emotion into the technology acceptance model. Information Systems Research, 11(4), 342\u2013365.","journal-title":"Information Systems Research"},{"issue":"1","key":"9914_CR55","doi-asserted-by":"publisher","first-page":"47","DOI":"10.1007\/s10257-015-0274-7","volume":"14","author":"S Yang","year":"2016","unstructured":"Yang, S. (2016). Role of transfer-based and performance-based cue on initial trust in mobile shopping services: A cross-environment perspective. Information System and e-Business Management, 14(1), 47\u201370.","journal-title":"Information System and e-Business Management"},{"issue":"5","key":"9914_CR56","doi-asserted-by":"publisher","first-page":"719","DOI":"10.1016\/j.im.2004.07.001","volume":"42","author":"JH Wu","year":"2005","unstructured":"Wu, J. H., & Wang, S. C. (2005). What drives mobile commerce? An empirical evaluation of the revised technology acceptance model. Information & Management, 42(5), 719\u2013729.","journal-title":"Information & Management"},{"issue":"7","key":"9914_CR57","first-page":"537","volume":"15","author":"JG Covin","year":"1994","unstructured":"Covin, J. G., Mcdougal, P. P., Robinson, J., & Herron, L. (1994). The effects of industry growth and strategic breadth on new venture performance and strategy content. Strategic Management Journal, 15(7), 537\u2013554.","journal-title":"Strategic Management Journal"},{"issue":"6","key":"9914_CR58","doi-asserted-by":"publisher","first-page":"439","DOI":"10.1016\/0883-9026(95)00083-K","volume":"10","author":"AC Cooper","year":"1995","unstructured":"Cooper, A. C., & Artz, K. W. (1995). Determinations of satisfaction for entrepreneurs. Journal of Business Venturing, 10(6), 439\u2013457.","journal-title":"Journal of Business Venturing"},{"issue":"1","key":"9914_CR59","doi-asserted-by":"publisher","first-page":"95","DOI":"10.1111\/j.1744-6570.2004.tb02485.x","volume":"57","author":"TD Wall","year":"2004","unstructured":"Wall, T. D., Michie, J., Patterson, M., Wood, S. J., & West, M. A. (2004). On the validity of subjective measures of company performance. Personnel Psychology, 57(1), 95\u2013118.","journal-title":"Personnel Psychology"},{"issue":"4","key":"9914_CR60","first-page":"17","volume":"43","author":"H Guo","year":"2013","unstructured":"Guo, H., & Zhou, H. (2013). Previous experience, entrepreneurial alertness and farmers\u2019 entrepreneurial opportunity recognition: A mediating effect model and its implications. Journal of Zhejiang University (Humanities and Social Sciences), 43(4), 17\u201327. (in Chinese).","journal-title":"Journal of Zhejiang University (Humanities and Social Sciences)"},{"issue":"12","key":"9914_CR61","first-page":"11","volume":"35","author":"H Hu","year":"2013","unstructured":"Hu, H., & Wang, C. (2013). Frontier analysis and future prospect of entrepreneurial alertness research. Foreign Economics and Management, 35(12), 11\u201319. (in Chinese).","journal-title":"Foreign Economics and Management"},{"issue":"3","key":"9914_CR62","doi-asserted-by":"publisher","first-page":"393","DOI":"10.1111\/j.1540-5414.2006.00132.x","volume":"37","author":"MY Yi","year":"2006","unstructured":"Yi, M. Y., Fiedler, K. D., & Park, J. S. (2006). Understanding the role of individual innovativeness in the acceptance of IT-based innovations: Comparative analyses of models and measures. Decision Sciences, 37(3), 393\u2013426.","journal-title":"Decision Sciences"},{"key":"9914_CR63","unstructured":"Lan, P. (2017). Research on tourists' adoption behavior of mobile tourism applications. Doctoral dissertation of Xiamen University. (in Chinese)"},{"issue":"3","key":"9914_CR64","doi-asserted-by":"publisher","first-page":"434","DOI":"10.1108\/09534811211228148","volume":"125","author":"SY Chien","year":"2012","unstructured":"Chien, S. Y., & Tsai, C. H. (2012). Dynamic capabilities, knowledge, learning, and firm performance. Journal of Organizational Change Management, 125(3), 434\u2013444.","journal-title":"Journal of Organizational Change Management"},{"issue":"1\u20132","key":"9914_CR65","doi-asserted-by":"publisher","first-page":"72","DOI":"10.1016\/j.lrp.2012.12.001","volume":"46","author":"R Wilden","year":"2013","unstructured":"Wilden, R., Gudergan, S. P., Nielsen, B. B., & Lings, L. (2013). Dynamic capabilities and performance, strategy, structure and environment. Long Range Planning, 46(1\u20132), 72\u201396.","journal-title":"Long Range Planning"},{"issue":"1","key":"9914_CR66","doi-asserted-by":"publisher","first-page":"20","DOI":"10.1016\/j.apmrv.2017.01.003","volume":"23","author":"P Lee","year":"2018","unstructured":"Lee, P., Joseph, L. C., & Wu, M. (2018). The roles of cross-cultural adjustment and social capital formation in the dynamic capabilities development of multi-unit organizations. Asian Pacific Management Review, 23(1), 20\u201329.","journal-title":"Asian Pacific Management Review"},{"issue":"3","key":"9914_CR67","doi-asserted-by":"publisher","first-page":"254","DOI":"10.1016\/j.jrurstud.2011.05.005","volume":"27","author":"L Galloway","year":"2011","unstructured":"Galloway, L., Sanders, J., & Deakins, D. (2011). Rural small firms\u2019 use of the internet: From global to local. Journal of Rural Studies, 27(3), 254\u2013262.","journal-title":"Journal of Rural Studies"},{"issue":"3","key":"9914_CR68","first-page":"359","volume":"38","author":"SD Zapata","year":"2013","unstructured":"Zapata, S. D., Carpio, C. E., Isengildina-Massa, O., & Lamie, D. R. (2013). The economic impact of services provided by an electronic trade platform: The case of Marketmaker. Journal of Agricultural and Resource Economics, 38(3), 359\u2013378.","journal-title":"Journal of Agricultural and Resource Economics"},{"issue":"2","key":"9914_CR69","doi-asserted-by":"publisher","first-page":"476","DOI":"10.1111\/1477-9552.12243","volume":"69","author":"Q Fan","year":"2018","unstructured":"Fan, Q., & Garcia, V. B. S. (2018). Information access and smallholder farmers\u2019 market participation in Peru. Journal of Agricultural Economics, 69(2), 476\u2013494.","journal-title":"Journal of Agricultural Economics"},{"issue":"4","key":"9914_CR70","doi-asserted-by":"publisher","first-page":"1087","DOI":"10.1111\/1467-8489.12390","volume":"64","author":"W Ma","year":"2020","unstructured":"Ma, W., & Wang, X. (2020). Internet use, sustainable agricultural practices and rural incomes: Evidence from China. Australian Journal of Agricultural and Resource Economics, 64(4), 1087\u20131112.","journal-title":"Australian Journal of Agricultural and Resource Economics"},{"issue":"1","key":"9914_CR71","doi-asserted-by":"publisher","first-page":"257","DOI":"10.14257\/ijseia.2016.10.2.21","volume":"10","author":"CS Nandyala","year":"2016","unstructured":"Nandyala, C. S., & Kim, H. K. (2016). Big and meta data management for u-agriculture mobile services. International Journal of Software Engineering & Application, 10(1), 257\u2013270.","journal-title":"International Journal of Software Engineering & Application"},{"issue":"1","key":"9914_CR72","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1093\/aepp\/ppx056","volume":"40","author":"KH Coble","year":"2018","unstructured":"Coble, K. H., Mishra, A. K., Ferrell, S., & Griffin, T. (2018). Big data in agriculture: A challenge for the future. Applied Economic Perspectives and Policy, 40(1), 79\u201396.","journal-title":"Applied Economic Perspectives and Policy"},{"issue":"1","key":"9914_CR73","doi-asserted-by":"publisher","first-page":"20","DOI":"10.1002\/agr.21627","volume":"36","author":"M Turland","year":"2020","unstructured":"Turland, M., & Slade, P. (2020). Farmers\u2019 willingness to participate in a big data platform. Agribusiness, 36(1), 20\u201336.","journal-title":"Agribusiness"},{"key":"9914_CR74","first-page":"123","volume":"6","author":"L Chen","year":"2019","unstructured":"Chen, L., & Chen, D. (2019). Research on farmers\u2019 use behavior of agricultural big data services under the strategy of rural revitalization: Based on the micro data of 973 farmers. Journal of Nanjing Normal University (Social Sciences Edition), 6, 123\u2013132. (in Chinese).","journal-title":"Journal of Nanjing Normal University (Social Sciences Edition)"},{"key":"9914_CR75","first-page":"49","volume":"3","author":"J He","year":"2020","unstructured":"He, J., & Huang, X. (2020). The smartphone use and well-being of urban elderly: Based on intergenerational support and TAM. Journal of International Communication, 3, 49\u201373. (in Chinese).","journal-title":"Journal of International Communication"}],"container-title":["Electronic Commerce Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10660-024-09914-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10660-024-09914-6","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10660-024-09914-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,7]],"date-time":"2026-02-07T05:07:29Z","timestamp":1770440849000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10660-024-09914-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,10,15]]},"references-count":75,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2026,2]]}},"alternative-id":["9914"],"URL":"https:\/\/doi.org\/10.1007\/s10660-024-09914-6","relation":{},"ISSN":["1389-5753","1572-9362"],"issn-type":[{"value":"1389-5753","type":"print"},{"value":"1572-9362","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,10,15]]},"assertion":[{"value":"6 October 2024","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"15 October 2024","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors state that they have no conflicts of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}