Orchestrating the digital symphony: the impact of data-driven orientation, organizational culture and digital maturity on big data analytics capabilities

被引:0
|
作者
Orero-Blat, Maria [1 ]
Palacios-Marques, Daniel [2 ]
Leal-Rodriguez, Antonio L. [3 ]
机构
[1] Univ Valencia, Dept Business Management, Valencia, Spain
[2] Univ Politecn Valencia, Dept Business Org, Valencia, Spain
[3] Univ Seville, Dept Business Management, Seville, Spain
关键词
Big data analytics capabilities; Data-driven orientation; Organizational culture; Digital maturity; PLS-SEM; DYNAMIC CAPABILITIES; PLS-SEM; TRANSFORMATION; MODEL; PERFORMANCE; INNOVATION; FIRMS;
D O I
10.1108/JEIM-03-2024-0159
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
PurposeThis study aims to explore the factors that influence the development of big data analytics capabilities (BDAC) in organizations, an area that has received limited attention in the academic literature.Design/methodology/approachEmploying partial least squares structural equation modeling, this research scrutinizes the interconnections between various antecedents and BDAC. Notably, it examines the mediating roles of organizational culture (OC) and digital maturity (DM) in the nexus between managerial data orientation and BDAC.FindingsAnalysis indicates that OC and DM play crucial roles in enhancing the efficacy of managerial data orientation on BDAC. The sequential mediation by these factors underscores the importance of nurturing an appropriate OC and advancing DM to optimize the benefits of managerial data orientation towards BDAC.Practical implicationsThe findings bear significant implications for organizational practice. They underscore the necessity of enhancing managerial analytical skills and commitment to digital transformation. Furthermore, the study highlights the critical need for aligning OC with strategic objectives and the digital context. The formulation of a cultural strategy that advocates for a data-driven mindset and champions digital initiatives is essential for fostering BDAC development, thereby bolstering organizational performance and competitiveness in the big data era.Originality/valueThis study enriches the body of literature by illuminating the overlooked antecedents of BDAC. It extends the discourse on the human-centric aspects of digital transformation, offering insights into how managerial data orientation can be effectively translated into improved BDAC. This innovative angle deepens our comprehension of the strategies through which organizations can leverage big data technology for value creation and informed decision-making, emphasizing the pivotal role of OC and the requisite digital competencies and resources.
引用
收藏
页码:679 / 703
页数:25
相关论文
共 50 条
  • [1] The strategic advantage of innovative organizational culture: An exploratory analysis in digital transformation and big data analytics capabilities
    Orero-Blat, Maria
    Leal Rodriguez, Antonio L.
    Palacios-Marques, Daniel
    JOURNAL OF MANAGEMENT & ORGANIZATION, 2024,
  • [2] Data-driven Digital Therapeutics Analytics
    Lee, Uichin
    Jung, Gyuwon
    Park, Sangjun
    Ma, Eun-Yeol
    Kim, Heeyoung
    Lee, Yonggeon
    Noh, Youngtae
    2023 IEEE INTERNATIONAL CONFERENCE ON BIG DATA AND SMART COMPUTING, BIGCOMP, 2023, : 386 - 388
  • [3] Toward the role of organizational culture in data-driven digital transformation
    Ghafoori, Arman
    Gupta, Manjul
    Merhi, Mohammad I.
    Gupta, Samrat
    Shore, Adam P.
    INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2024, 271
  • [4] ORGANIZATIONAL READINESS FOR BIG DATA ANALYTICS, BUSINESS ANALYTICS ADOPTION AND DATA-DRIVEN CULTURE: THE CASE OF TURKISH BANKING SECTOR
    Aykanat, Zafer
    Yildiz, Tayfun
    Celik, Ali Kemal
    MANAGEMENT RESEARCH AND PRACTICE, 2025, 17 (01): : 18 - 34
  • [5] Linking big data analytics capabilities to organizational learning through knowledge management and data-driven decision-making
    Kampoowale, Isha
    TQM JOURNAL, 2025,
  • [6] BIG DATA ANALYTICS AND FIRM INNOVATIVENESS: THE MODERATING EFFECT OF DATA-DRIVEN CULTURE
    Karaboga, Tugba
    Zehir, Cemal
    Karaboga, Hasan Aykut
    JOINT CONFERENCE ISMC 2018-ICLTIBM 2018 - 14TH INTERNATIONAL STRATEGIC MANAGEMENT CONFERENCE & 8TH INTERNATIONAL CONFERENCE ON LEADERSHIP, TECHNOLOGY, INNOVATION AND BUSINESS MANAGEMENT, 2019, 54 : 526 - 535
  • [7] Big Data Analytics Adoption in Manufacturing Companies: The Contingent Role of Data-Driven Culture
    Thanabalan, Priveena
    Vafaei-Zadeh, Ali
    Hanifah, Haniruzila
    Ramayah, T.
    INFORMATION SYSTEMS FRONTIERS, 2024,
  • [8] Impact of Big Data Analytics on Digital Marketing: Academic Review
    Islam, Md Aminul
    JOURNAL OF ELECTRICAL SYSTEMS, 2024, 20 (05) : 786 - 820
  • [9] Competitive advantage of data-driven analytical capabilities: the role of big data visualization and of organizational agility
    Medeiros, Mauricius Munhoz de
    Macada, Antonio Carlos Gastaud
    MANAGEMENT DECISION, 2022, 60 (04) : 953 - 975
  • [10] Beyond Digital Data and Information Technology: Conceptualizing Data-Driven Culture
    Anton, Eduard
    Oesterreich, Thuy Duong
    Aptyka, Markus
    Teuteberg, Frank
    PACIFIC ASIA JOURNAL OF THE ASSOCIATION FOR INFORMATION SYSTEMS, 2023, 15 (03): : 1 - 36