Improving Corporate Environmental Performance Through Big Data Analytics Implementation: The Role of Industry Environment

被引:0
|
作者
Alyahya, Ahmed [1 ]
Agag, Gomaa [2 ,3 ]
机构
[1] King Faisal Univ, Coll Comp Sci & Informat Technol, Informat Syst Dept, Al Hasa 31982, Saudi Arabia
[2] Nottingham Trent Univ, Nottingham Business Sch, Nottingham NG1 4FQ, England
[3] Oxford Business Coll, SK Res, Oxford OX1 2BQ, England
关键词
big data analytics; corporate environmental performance; dynamism; complexity; munificence; longitudinal examination; SOCIAL-RESPONSIBILITY; ARTIFICIAL-INTELLIGENCE; ECONOMIC-PERFORMANCE; IMPACT; FIRMS; SUSTAINABILITY; MANAGEMENT; INNOVATION; CONSTRAINTS; UNCERTAINTY;
D O I
10.3390/su17072928
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Big data analytics (BDA) has recently received significant public interest and is widely considered as a transformative technology set to improve organizations' environmental performance. However, prior empirical studies have yielded inconsistent findings. Based on organizational learning theory, our paper utilized a longitudinal approach to understand the relationships between big data analytics implementation and corporate environmental performance. This project also investigates the role of industry environment in influencing on these relationships. This project employed longitudinal data from 172 firms covering 2408 firm-year observations from Fortune 200 firms. We employed "the generalized method of moments (GMMs) technique" to test the study assumptions. Our analysis shows that a one-unit improvement in BDA leads to, on average, a 2.8% improvement in corporate environmental performance (CEP). In addition, the impact of BDA on CEP is greater in more complex and dynamic settings. This project offers meaningful implications for scholars and managers to understand the influence of BDA on CEP across various settings. Moreover, this study provides a more refined comprehension of the performance ramifications of BDA, consequently addressing the essential enquiries of how and when BDA can improve environmental performance.
引用
收藏
页数:22
相关论文
共 50 条
  • [31] Developing Business Risk Resilience through Risk Management Infrastructure: The Moderating Role of Big Data Analytics
    Singh, Nitya
    INFORMATION SYSTEMS MANAGEMENT, 2022, 39 (01) : 34 - 52
  • [32] The role of big data analytics in the footwear supply chains: a multiple case study perspective
    Arshad, Freeha Maryam
    Ramish, Asher
    JOURNAL OF SCIENCE AND TECHNOLOGY POLICY MANAGEMENT, 2024,
  • [33] Intelligent automation implementation and corporate sustainability performance: The enabling role of corporate social responsibility strategy
    Ghobakhloo, Morteza
    Asadi, Shahla
    Iranmanesh, Mohammad
    Foroughi, Behzad
    Mubarak, Muhammad Faraz
    Yadegaridehkordi, Elaheh
    TECHNOLOGY IN SOCIETY, 2023, 74
  • [34] Big data analytics as a roadmap towards green innovation, competitive advantage and environmental performance
    Waqas, Muhammad
    Xue Honggang
    Ahmad, Naveed
    Khan, Syed Abdul Rehman
    Iqbal, Muzzafar
    JOURNAL OF CLEANER PRODUCTION, 2021, 323
  • [35] Big data analytics-artificial intelligence and supply chain ambidexterity impacts on corporate image and green communication
    Chen, Chin-Tsu
    Chen, Shih-Chih
    Khan, Asif
    Lim, Ming K.
    Tseng, Ming-Lang
    INDUSTRIAL MANAGEMENT & DATA SYSTEMS, 2024, 124 (10) : 2899 - 2918
  • [36] Big Data Analytics, Firm Size, and Performance
    Conti, Raffaele
    de Matos, Miguel Godinho
    Valentini, Giovanni
    STRATEGY SCIENCE, 2024, 9 (02) : 135 - 151
  • [37] Corporate accountability and big data analytics: is non-financial disclosure a missing link?
    Agostini, Marisa
    Arkhipova, Daria
    Mio, Chiara
    SUSTAINABILITY ACCOUNTING MANAGEMENT AND POLICY JOURNAL, 2023, 14 (07) : 62 - 89
  • [38] The impact of big data analytics and artificial intelligence on green supply chain process integration and hospital environmental performance
    Benzidia, Smail
    Makaoui, Naouel
    Bentahar, Omar
    TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE, 2021, 165
  • [39] Big data analytics capability and decision-making: The role of data-driven insight on circular economy performance
    Awan, Usama
    Shamim, Saqib
    Khan, Zaheer
    Zia, Najam Ul
    Shariq, Syed Muhammad
    Khan, Muhammad Naveed
    TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE, 2021, 168
  • [40] Roles and Capabilities of Enterprise Architecture in Big Data Analytics Technology Adoption and Implementation
    Gong, Yiwei
    Janssen, Marijn
    JOURNAL OF THEORETICAL AND APPLIED ELECTRONIC COMMERCE RESEARCH, 2021, 16 (01): : 37 - 51