Big data analytics capability and decision-making: The role of data-driven insight on circular economy performance

被引:176
|
作者
Awan, Usama [1 ]
Shamim, Saqib [2 ]
Khan, Zaheer [3 ,4 ]
Zia, Najam Ul [5 ]
Shariq, Syed Muhammad [5 ]
Khan, Muhammad Naveed [2 ]
机构
[1] Lappeenranta Lahti Univ Technol LUT, Lappeenranta 5385, Finland
[2] Univ Kent, Kent Business Sch, Canterbury CT1 1NP, Kent, England
[3] Univ Aberdeen, Business Sch, Aberdeen AB2 43FX, Scotland
[4] Univ Vaasa, Sch Mkt & Commun, Vaasa, Finland
[5] Tomas Bata Univ Zlin, Fac Management & Econ, Zlin, Czech Republic
关键词
Big data analytics; Data-driven insights; Big data analytics capabilities; Decision-making; Circular economy; Manufacturing firms; BUSINESS INTELLIGENCE; PREDICTIVE ANALYTICS; SUPPLY CHAIN; MODEL; SIMULATION; CHALLENGES; MANAGEMENT; CREATION; QUALITY; IMPACT;
D O I
10.1016/j.techfore.2021.120766
中图分类号
F [经济];
学科分类号
02 ;
摘要
Big data analytics (BDA) is a revolutionary approach for sound decision-making in organizations that can lead to remarkable changes in transforming and supporting the circular economy (CE). However, extant literature on BDA capability has paid limited attention to understanding the enabling role of data-driven insights for supporting decision-making and, consequently, enhancing CE performance. We argue that firms drive decisionmaking quality through data-driven insights, business intelligence and analytics (BI&A), and BDA capability. In this study, we empirically investigated the association of BDA capability with CE performance and examined the mediating role of data-driven insights in the relationship between BDA capability and decision-making. Data were collected from 109 Czech manufacturing firms, and partial least squares structural equation modeling was applied to analyze the data. The results reveal that BDA capability and BI&A are positively associated with decision-making quality. This effect is stronger when the manufacturer utilizes data-driven insights. The results demonstrate that BDA capability drives decision-making quality in organizations, and data-driven insights do not mediate this relationship. BI&A is associated with decision-making quality through data-driven insights. These findings offer important insights to managers, as they can act as a reference point for developing data-driven insights with the CE paradigm in organizations.
引用
收藏
页数:12
相关论文
共 50 条
  • [1] Smart Cities and Big Data Analytics: A Data-Driven Decision-Making Use Case
    Osman, Ahmed M. Shahat
    Elragal, Ahmed
    [J]. SMART CITIES, 2021, 4 (01): : 286 - 313
  • [2] Expert Review on Big Data Analytics Implementation Model in Data-driven Decision-Making
    Adrian, Cecilia
    Abdullah, Rusli
    Atan, Rodziah
    Jusoh, Yusmadi Yah
    [J]. 2018 FOURTH INTERNATIONAL CONFERENCE ON INFORMATION RETRIEVAL AND KNOWLEDGE MANAGEMENT (CAMP), 2018, : 13 - 17
  • [3] Big data analytics management capability and firm performance: the mediating role of data-driven culture
    Tugba Karaboga
    Cemal Zehir
    Ekrem Tatoglu
    H. Aykut Karaboga
    Abderaouf Bouguerra
    [J]. Review of Managerial Science, 2023, 17 : 2655 - 2684
  • [4] Big data analytics management capability and firm performance: the mediating role of data-driven culture
    Karaboga, Tugba
    Zehir, Cemal
    Tatoglu, Ekrem
    Karaboga, H. Aykut
    Bouguerra, Abderaouf
    [J]. REVIEW OF MANAGERIAL SCIENCE, 2023, 17 (08) : 2655 - 2684
  • [5] The Role of Big Data Analytics in Corporate Decision-making
    Arruda, Darlan
    Madhavji, Nazim H.
    [J]. PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON DATA SCIENCE, TECHNOLOGY AND APPLICATIONS (DATA), 2017, : 28 - 37
  • [6] Green human resources management, green innovation and circular economy performance: the role of big data analytics and data-driven culture
    Khan, Waqas
    Nisar, Qasim Ali
    Roomi, Muhammad Azam
    Nasir, Sobia
    Awan, Usama
    Rafiq, Muhammad
    [J]. JOURNAL OF ENVIRONMENTAL PLANNING AND MANAGEMENT, 2024, 67 (10) : 2356 - 2381
  • [7] Data Value, Big Data Analytics, and Decision-Making
    Monino, Jean-Louis
    [J]. JOURNAL OF THE KNOWLEDGE ECONOMY, 2021, 12 (01) : 256 - 267
  • [8] Data Value, Big Data Analytics, and Decision-Making
    Jean-Louis Monino
    [J]. Journal of the Knowledge Economy, 2021, 12 : 256 - 267
  • [9] Big data management and environmental performance: role of big data decision-making capabilities and decision-making quality
    Nisar, Qasim Ali
    Nasir, Nadia
    Jamshed, Samia
    Naz, Shumaila
    Ali, Mubashar
    Ali, Shahzad
    [J]. JOURNAL OF ENTERPRISE INFORMATION MANAGEMENT, 2021, 34 (04) : 1061 - 1096
  • [10] The Conceptualization of Data-driven Decision Making Capability
    Jia, Lin
    Hall, Dianne
    Song, Jiahe
    [J]. AMCIS 2015 PROCEEDINGS, 2015,