British Journal of Management · 2019 · 168 citations · 65 references
Bdd ActionsMachine LearningEngineeringBig Data AnalyticsData-driven InnovationBusiness AnalyticsBig Data InfrastructureBig Data ProcessingBig Data ModelData ScienceBds TeamsBig Data‐driven ActionsManagementGeneral BusinessInformation ManagementBusiness Analytics StrategyBusiness OperationsBusinessManagement AnalyticsBusiness StrategyBig Data
Big data analytics research has highlighted the importance of specific skills and capabilities, yet it has largely overlooked how cross‑functional teams’ skills and data‑driven actions influence business performance. This study investigates how the skills of big data‑savvy teams drive data‑driven actions and, in turn, affect business performance. Using a resource‑based view framework, the authors surveyed 240 big data experts in global agrifood networks to assess the relationships among team skills, data‑driven actions, and performance. Structural equation modeling shows that valuable insights from BDS team skills drive data‑driven actions, which in turn enhance business performance, and that firms prioritizing such actions outperform those that do not.
Abstract 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.
65
Firm Resources and Sustained Competitive Advantage
Jay B. Barney · Journal of Management · 1991 · 43.6K citations
Research methods for business: A skill building approach
Long Range Planning · 1993 · 17.1K citations
Santo Fortunato · Physics Reports · 2009 · 11.1K citations · Full text