Big Data-Savvy Teams' Skills, Big Data-Driven Actions and Business Performance

被引:112
作者
Akhtar, Pervaiz [1 ,2 ,3 ]
Frynas, Jedrzej George [4 ]
Mellahi, Kamel [5 ]
Ullah, Subhan [1 ]
机构
[1] Univ Hull, Hull Univ Business Sch, Kingston Upon Hull, N Humberside, England
[2] IESEG Sch Management, Paris, France
[3] Abasyn Univ, Management Sci, Peshawar, Pakistan
[4] Open Univ, Business Sch, Milton Keynes, Bucks, England
[5] Univ Warwick, Warwick Business Sch, Coventry, W Midlands, England
关键词
COMMON METHOD VARIANCE; RESOURCE-BASED VIEW; MEDIATING ROLE; ENTREPRENEURIAL ORIENTATION; COMPETITIVE ADVANTAGE; FIRM PERFORMANCE; DATA ANALYTICS; ORCHESTRATION; MANAGEMENT; CAPABILITIES;
D O I
10.1111/1467-8551.12333
中图分类号
F [经济];
学科分类号
02 ;
摘要
Prior studies on big data analytics have emphasized the importance of specific big data skills and capabilities for organizational success; however, they have largely neglected to investigate the use of cross-functional teams' skills and links to the role played by relevant data-driven actions and business performance. Drawing on the resource-based view (RBV) of the firm and on unique data collected from 240 big data experts working in global agrifood networks, we examine the links between the use of big data-savvy (BDS) teams' skills, big data-driven (BDD) actions and business performance. BDS teams depend on multi-disciplinary skills (e.g. computing, mathematics, statistics, machine learning and business domain knowledge) that help them turn their traditional business operations into modern data-driven insights (e.g. knowing real-time price changes and customer preferences), leading to BDD actions that enhance business performance. Our results, raised from structural equation modelling, indicate that BDS teams' skills that produce valuable insights are the key determinants for BDD actions, which ultimately contribute to business performance. We further demonstrate that those organizations that emphasize BDD actions perform better compared to those that do not focus on such applications and relevant insights.
引用
收藏
页码:252 / 271
页数:20
相关论文
共 83 条
  • [1] Essential Micro-foundations for Contemporary Business Operations: Top Management Tangible Competencies, Relationship-based Business Networks and Environmental Sustainability
    Akhtar, Pervaiz
    Khan, Zaheer
    Frynas, Jedrzej George
    Tse, Ying Kei
    Rao-Nicholson, Rekha
    [J]. BRITISH JOURNAL OF MANAGEMENT, 2018, 29 (01) : 43 - 62
  • [2] Customer relationship management in retailing: A content analysis of retail trade journals
    Anderson, Joan L.
    Jolly, Laura D.
    Fairhurst, Ann E.
    [J]. JOURNAL OF RETAILING AND CONSUMER SERVICES, 2007, 14 (06) : 394 - 399
  • [3] [Anonymous], 2000, RES METHODS BUSINESS
  • [4] [Anonymous], 2000, PSYCHOL SURVEY RESPO
  • [5] [Anonymous], AC MAN ANN M P
  • [6] [Anonymous], 2012, BIG DAT INS INN EX S
  • [7] [Anonymous], 2011, STRENGTH NUMBERS DOE
  • [8] [Anonymous], 2015, MACHINE LEARNING R L
  • [9] Antonakis J., 2014, The Oxford handbook of leadership and organizations, V1, P93, DOI DOI 10.1093/OXFORDHB/9780199755615.013.007
  • [10] On making causal claims: A review and recommendations
    Antonakis, John
    Bendahan, Samuel
    Jacquart, Philippe
    Lalive, Rafael
    [J]. LEADERSHIP QUARTERLY, 2010, 21 (06) : 1086 - 1120