Construction of Integrated Analysis Framework and Future Prospect for Big Data Analytics Capability from the Organizational Perspective
Huang Bo1,Song Jianmin1,Li Yuyu2,Xie Yi3
(1. School of Economics and Business Administration, Chongqing University, Chongqing 400044, China; 2.School of Economics and Management, Chongqing Normal University, Chongqing 400047, China;3. School of Economics and Management, Wuhan University, Wuhan 430072, China)
黄波,宋建敏,李宇雨,谢懿. 组织视阈下大数据分析能力的整合分析框架构建与未来展望[J]. 科技进步与对策, 2023, 40(1): 151-160.
Huang Bo,Song Jianmin,Li Yuyu,Xie Yi. Construction of Integrated Analysis Framework and Future Prospect for Big Data Analytics Capability from the Organizational Perspective. SCIENCE & TECHNOLOGY PROGRESS AND POLICY, 2023, 40(1): 151-160.
[1] AKTER S, WAMBA S F, GUNASEKARAN A, et al. How to improve firm performance using big data analytics capability and business strategy alignment [J]. International Journal of Production Economics,2016,182: 113-131.[2] MIKALEF P, PAPPAS I O, KROGSTIE J, et al. Big data analytics capabilities: a systematic literature review and research agenda [J]. Information Systems & E-Business Management, 2018, 16(3): 547-578.[3] SHAMIM S, ZENG J, KHAN Z, et al. Big data analytics capability and decision making performance in emerging market firms: the role of contractual and relational governance mechanisms [J]. Technological Forecasting and Social Change, 2020, 161: 120315.[4] AWAN U, SHAMIM S, KHAN Z, et al. Big data analytics capability and decision-making: the role of data-driven insight on circular economy performance [J]. Technological Forecasting and Social Change, 2021, 168: 120766.[5] 谢康,夏正豪,肖静华.大数据成为现实生产要素的企业实现机制:产品创新视角[J].中国工业经济,2020,37(5):42-60.[6] 李文,张珍珍,梅蕾.企业网络、大数据能力与商业模式创新机制研究——基于fsQCA方法的实证分析[J].科技进步与对策,2022,39(1):121-131.[7] KIRON D, PRENTICE P K, FERGUSON R B. The analytics mandate [J]. MIT Sloan Management Review, 2014, 55(4): 1-25.[8] CIAMPI F, DEMI S, MAGRINI A, et al. Exploring the impact of big data analytics capabilities on business model innovation:the mediating role of entrepreneurial orientation [J]. Journal of Business Research, 2021, 123:1-13.[9] 陈剑,黄朔,刘运辉.从赋能到使能——数字化环境下的企业运营管理[J].管理世界,2020,36(2):117-128,222.[10] WAMBA S F, GUNASEKARAN A, AKTER S, et al. Big data analytics and firm performance:effects of dynamic capabilities [J]. Journal of Business Research, 2017, 70: 356-365.[11] DAHIYA R, RAJIV S, RING J K, et al. Big data analytics and competitive advantage: the strategic role of firm-specific knowledge [J]. Journal of Strategy and Management, 2021, 15(2): 175-193.[12] FERRARIS A, MAZZOLENI A, DEVALLE A, et al. Big data analytics capabilities and knowledge management: impact on firm performance [J]. Management Decision, 2019, 57(8): 1923-1936.[13] MIKALEF P, BOURA M, LEKAKOS G, et al. Big data analytics capabilities and innovation: the mediating role of dynamic capabilities and moderating effect of the environment [J]. British Journal of Management, 2019, 30(2): 272-298.[14] SUN B, LIU Y. Business model designs, big data analytics capabilities and new product development performance: evidence from China [J]. European Journal of Innovation Management, 2020, 24(4): 1162-1183.[15] CHEN D Q, PRESTON D S, SWINK M. How the use of big data analytics affects value creation in supply chain management [J]. Journal of Management Information Systems, 2015, 32(4): 4-39.[16] GUPTA M, GEORGE J F. Toward the development of a big data analytics capability [J]. Information & Management, 2016, 53(8): 1049-1064.[17] BARNEY J B. Resource-based theories of competitive advantage:a ten-year retrospective on the resource-based view [J]. Journal of Management, 2001, 27(6): 643-650.[18] TEECE D J. Business models, business strategy and innovation [J]. Long Range Planning, 2010, 43(2-3): 172-194.[19] SANTHANAM R, HARTONO E. Issues in linking information technology capability to firm performance [J]. MIS Quarterly, 2003, 27(1): 125-153.[20] KIM G, SHIN B, KWON O. Investigating the value of sociomaterialism in conceptualizing IT capability of a firm [J]. Journal of Management Information Systems, 2012, 29(3): 327-362.[21] STRAUB D, BOUDREAU M C, GEFEN D. Validation guidelines for IS positivist research [J]. Communications of the Association for Information Systems, 2004, 13(1): 24.[22] PINSONNEAULT A, KRAEMER K. Survey research methodology in management information systems: an assessment [J].Journal of Management Information Systems, 1993, 10(2): 75-105.[23] ANNARELLI A, BATTISTISTELLA C, NONINO F, et al. Literature review on digitalization capabilities: co-citation analysis of antecedents, conceptualization and consequences [J]. Technological Forecasting and Social Change,2021, 166: 120635.[24] RIALTI R, ZOLLO L, FERRARIS A, et al. Big data analytics capabilities and performance: evidence from a moderated multi-mediation model [J]. Technological Forecasting and Social Change, 2019, 149: 119781.[25] LAVALIE S, LESSER E, SHOCKLE H R, et al. Big data, analytics and the path from insights to value [J]. MIT Sloan Management. Review, 2011, 52 (2): 21-32.[26] 杨俊,张玉利,韩炜,叶文平.高管团队能通过商业模式创新塑造新企业竞争优势吗——基于CPSED Ⅱ数据库的实证研究[J].管理世界,2020,36(7):55-77,88.[27] REINSEL L D, GANTZ J, RYDNING J. The digitization of the world: from edge to core [R].Report, IDC, 2018.[28] MCAFEE A, ANDEW. Big data:the management revolution [J]. Harvard Business Review, 2012, 90(10): 60-68.[29] NAMBISAN S. Digital entrepreneurship: toward a digital technology perspective of entrepreneurship [J]. Entrepreneurship Theory and Practice, 2017, 41(6): 1029-1055.[30] HODGKINSON G P, HEALEY M P. Psychological foundations of dynamic capabilities: reflexion and reflection in strategic management [J]. Strategic Management Journal, 2011, 32(13): 1500-1516.[31] WU L, HITT L, LOU B. Data analytics, innovation, and firm productivity [J]. Management Science, 2020, 66(5): 2017-2039.[32] BOUWMAN H, NIKOU S, MOLINA-CASTILLO F J, et al. The impact of digitalization on business models [J]. Digital Policy Regulation and Governance, 2018, 20(2): 105-124.[33] BASEMS B, BAPNA R, MARSDEN J R, er al. Transformational issues of big data and analytics in networked business [J]. MIS Quarterly, 2016, 40(4): 807-818.[34] LOKSHINA I V, LANTING C J M, DURKIN B J. IOT- and big data-driven data analysis services for third parties, strategic implications and business opportunities [J]. International Journal of Social Ecology & Sustainable Development, 2018, 9(3): 34-52.[35] WILLS M J. Decisions through data:analytics in healthcare [J]. Journal of Healthcare Management, 2014, 59(4): 254-262.[36] KWON O, LEE N, SHIN B. Data quality management, data usage experience and acquisition intention of big data analytics [J]. International Journal of Information Management, 2014, 34(3): 387-394.[37] PAPPAS N, BROWN A E. Entrepreneurial decisions in tourism and hospitality uring crisis [J]. Management Decision,2020, 59(5): 1025-1042.[38] GHASEMAGHAEI M, CALICG. Assessing the impact of big data on firm innovation performance:big data is not always better data [J]. Journal of Business Research, 2020, 108(1): 147-162.[39] NICOLA S, FERREIRA E P, FERREIRA J J P. A quantitative model for decomposing & assessing the value for the customer [J]. Journal of Innovation Management, 2014, 2(1): 104-138.[40] GOPALKRISHNAN V,STEIER DAVID M,LEWIS HARVEY et al. Big data, big business: bridging the gap [C]. Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining,2012: 7-11.[41] JOHNSON J S, FRIEND S B, LEE H S. Big data facilitation, utilization, and monetization: exploring the 3Vs in a new product development process [J]. Journal of Product Innovation Management, 2017, 34(5): 640-658.[42] LU Y, RAMAMURTHY K. Understanding the link between information technology capability and organizational agility: an empirical examination [J]. MIS Quarterly, 2011, 35(4): 931-954.[43] FAN W, BIEFET A. Mining big data: current status, and forecast to the future [C]. ACM SIGKDD Explorations Newsletter, 2013, 14(2): 1-5.