Driving Big Data Capabilities and Sustainable Innovation in Organisations

被引:0
|
作者
von Leipzig, Tanja [1 ]
du Toit, Jacques [2 ]
Ortmann, Frank [3 ]
机构
[1] Stellenbosch Univ, Ind Engn, Stellenbosch, South Africa
[2] Stellenbosch Univ, Phys & Math Anal PMA, Stellenbosch, South Africa
[3] Stellenbosch Univ, Appl Math, Stellenbosch, South Africa
关键词
Big data; Data-centric; Maturity model;
D O I
10.1007/978-3-031-15602-1_56
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Big data can not only provide a glimpse into the current state of a business, but may also provide a foundation for discovering new business opportunities, driving process improvement and innovation and ultimately improving the bottom line. However, realising this explicit value from big data is not without challenges. It is estimated that few big data endeavours succeed, with only a small portion of analytic insights actually delivering measurable business value. The challenges are multifaceted, including factors such as a lack of an overall big data strategy, insufficient buy-in from executive management, resistance to technology adoption, inadequate technical and soft skills and team structures, and poorly-directed investments. Without an understanding of the current landscape or state of the art as far as technology and advanced analytics are concerned, along with a clear roadmap to guide their big data efforts, organisations will find it more difficult to realise the value that big data promises. In this paper some of the uncertainties and challenges faced by organisations with respect to big data are addressed, by presenting a model which evaluates an organisation's capabilities with regard to data centricity and provide an actionable roadmap for the implementation and improvement of big data endeavours. This enables organisations to focus their efforts on creating value from big data, where the model informs continuous efforts in improving organisational efficiency and effectiveness, and driving sustainable innovation.
引用
收藏
页码:779 / 795
页数:17
相关论文
共 50 条
  • [21] Big Data Analytics Capabilities and Eco-Innovation: A Study of Energy Companies
    Munodawafa, Russell Tatenda
    Johl, Satirenjit Kaur
    [J]. SUSTAINABILITY, 2019, 11 (15)
  • [22] Research on the Evaluation of Regional Scientific and Technological Innovation Capabilities Driven by Big Data
    Liang, Kun
    Wu, Peng
    Zhang, Rui
    [J]. SUSTAINABILITY, 2024, 16 (04)
  • [23] BIG DATA AND INTELLIGENT DECISION METHODS IN ECONOMY, INNOVATION AND SUSTAINABLE DEVELOPMENT
    Li, Deng-Feng
    Liu, Pei-De
    [J]. TECHNOLOGICAL AND ECONOMIC DEVELOPMENT OF ECONOMY, 2020, 26 (05) : 970 - 973
  • [24] Big data analytics capabilities and MSME innovation and performance: A double mediation model of digital platform and network capabilities
    Bhatti, Sabeen Hussain
    Ahmed, Adeel
    Ferraris, Alberto
    Hussain, Wan Mohd Hirwani Wan
    Wamba, Samuel Fosso
    [J]. ANNALS OF OPERATIONS RESEARCH, 2022,
  • [25] Responsible innovation and sustainable competitive advantage: is big data the missing link?
    Riaz, Adil
    Ali, Fouzia Hadi
    [J]. BUSINESS PROCESS MANAGEMENT JOURNAL, 2024, 30 (04) : 1213 - 1235
  • [26] Driving Big Data With Big Compute
    Byun, Chansup
    Arcand, William
    Bestor, David
    Bergeron, Bill
    Hubbell, Matthew
    Kepner, Jeremy
    McCabe, Andrew
    Michaleas, Peter
    Mullen, Julie
    O'Gwynn, David
    Prout, Andrew
    Reuther, Albert
    Rosa, Antonio
    Yee, Charles
    [J]. 2012 IEEE CONFERENCE ON HIGH PERFORMANCE EXTREME COMPUTING (HPEC), 2012,
  • [27] Driving public sector innovation using big and open linked data (BOLD)
    Marijn Janssen
    David Konopnicki
    Jane L. Snowdon
    Adegboyega Ojo
    [J]. Information Systems Frontiers, 2017, 19 : 189 - 195
  • [28] Big Data Analysis Solutions for Driving Innovation in On-site Decision Making
    Shibata, Tooru
    Kurachi, Thichi
    [J]. FUJITSU SCIENTIFIC & TECHNICAL JOURNAL, 2015, 51 (02): : 33 - 41
  • [29] Driving public sector innovation using big and open linked data (BOLD)
    Janssen, Marijn
    Konopnicki, David
    Snowdon, Jane L.
    Ojo, Adegboyega
    [J]. INFORMATION SYSTEMS FRONTIERS, 2017, 19 (02) : 189 - 195
  • [30] Big Data and Innovation Performance: The Role of Entrepreneurial Orientation and Dynamic Capabilities in Sport Entrepreneurship
    Liu, Hui
    Qu, Yingjie
    [J]. JOURNAL OF THE KNOWLEDGE ECONOMY, 2024,