Big data analytics: from leadership to firm performance

被引:8
作者
Koohang, Alex [1 ]
Sargent, Carol Springer [2 ]
Zhang, Justin Zuopeng [3 ]
Marotta, Angelica [4 ]
机构
[1] Middle Georgia State Univ, Macon, GA 31206 USA
[2] Mercer Univ, Norcross, GA USA
[3] Univ North Florida, Coggin Coll Business, Jacksonville, FL USA
[4] MIT, Sloan Sch Management, Cambridge, MA 02139 USA
关键词
Big Data Analytics; BDA; Leadership; BDA talent quality; BDA security quality; BDA privacy quality; Innovation; Firm performance; ABSORPTIVE-CAPACITY; BUSINESS VALUE; CAPABILITIES; INNOVATION;
D O I
10.1108/IMDS-06-2023-0415
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
PurposeThis paper aims to propose a research model with eight constructs, i.e. BDA leadership, BDA talent quality, BDA security quality, BDA privacy quality, innovation, financial performance, market performance and customer satisfaction.Design/methodology/approachThe research model focuses on whether (1) Big Data Analytics (BDA) leadership influences BDA talent quality, (2) BDA talent quality influences BDA security quality, (3) BDA talent quality influences BDA privacy quality, (4) BDA talent quality influences Innovation and (5) innovation influences a firm's performance (financial, market and customer satisfaction). An instrument was designed and administered electronically to a diverse set of employees (N = 188) in various organizations in the USA. Collected data were analyzed through a partial least square structural equation modeling.FindingsResults showed that leadership significantly and positively affects BDA talent quality, which, in turn, significantly and positively impacts security quality, privacy quality and innovation. Moreover, innovation significantly and positively impacts firm performance. The theoretical and practical implications of the findings are discussed. Recommendations for future research are provided.Originality/valueThe study provides empirical evidence that leadership significantly and positively impacts BDA talent quality. BDA talent quality, in turn, positively impacts security quality, privacy quality and innovation. This is important, as these are all critical factors for organizations that collect and use big data. Finally, the study demonstrates that innovation significantly and positively impacts financial performance, market performance and customer satisfaction. The originality of the research results makes them a valuable addition to the literature on big data analytics. They provide new insights into the factors that drive organizational success in this rapidly evolving field.
引用
收藏
页码:2976 / 2996
页数:21
相关论文
共 67 条
[1]   Anomaly detection optimization using big data and deep learning to reduce false-positive [J].
Al Jallad, Khloud ;
Aljnidi, Mohamad ;
Desouki, Mohammad Said .
JOURNAL OF BIG DATA, 2020, 7 (01)
[2]   Leader behaviors and the work environment for creativity: Perceived leader support [J].
Amabile, TM ;
Schatzel, EA ;
Moneta, GB ;
Kramer, SJ .
LEADERSHIP QUARTERLY, 2004, 15 (01) :5-32
[3]   Big data analytics and business failures in data-Rich environments: An organizing framework [J].
Amankwah-Amoah, Joseph ;
Adomako, Samuel .
COMPUTERS IN INDUSTRY, 2019, 105 :204-212
[4]  
[Anonymous], 2005, SmartPLS 3.0
[5]  
[Anonymous], 2015, WALL STREET J CUSTOM
[6]  
Anshari M., 2019, Applied Computing and Informatics, V15, P94, DOI 10.1016/j.aci.2018.05
[7]   Measuring employee-tourist encounter experience value: A big data analytics approach [J].
Barnes, Stuart J. ;
Mattsson, Jan ;
Sorensen, Flemming ;
Jensen, Jens Friis .
EXPERT SYSTEMS WITH APPLICATIONS, 2020, 154
[8]   Using meta-analytic structural equation modeling to advance strategic management research: Guidelines and an empirical illustration via the strategic leadership-performance relationship [J].
Bergh, Donald D. ;
Aguinis, Herman ;
Heavey, Ciaran ;
Ketchen, David J. ;
Boyd, Brian K. ;
Su, Peiran ;
Lau, Cubie L. L. ;
Joo, Harry .
STRATEGIC MANAGEMENT JOURNAL, 2016, 37 (03) :477-497
[9]   Americans Do IT Better: US Multinationals and the Productivity Miracle [J].
Bloom, Nicholas ;
Sadun, Raffaella ;
Van Reenen, John .
AMERICAN ECONOMIC REVIEW, 2012, 102 (01) :167-201
[10]   THE INFLUENCE OF IT MANAGEMENT PRACTICE ON IT USE IN LARGE ORGANIZATIONS [J].
BOYNTON, AC ;
ZMUD, RW ;
JACOBS, GC .
MIS QUARTERLY, 1994, 18 (03) :299-318