IDEAS home Printed from https://ideas.repec.org/a/spr/binfse/v65y2023i1d10.1007_s12599-022-00780-w.html
   My bibliography  Save this article

Reuse, Reduce, Support: Design Principles for Green Data Mining

Author

Listed:
  • Johannes Schneider

    (University of Liechtenstein)

  • Stefan Seidel

    (University of Liechtenstein)

  • Marcus Basalla

    (University of Liechtenstein)

  • Jan Brocke

    (University of Liechtenstein)

Abstract

This paper reports on a design science research (DSR) study that develops design principles for “green” – more environmentally sustainable – data mining processes. Grounded in the Cross Industry Standard Process for Data Mining (CRISP-DM) and on a review of relevant literature on data mining methods, Green IT, and Green IS, the study identifies eight design principles that fall into the three categories of reuse, reduce, and support. The paper develops an evaluation strategy and provides empirical evidence for the principles’ utility. It suggests that the results can inform the development of a more general approach towards Green Data Science and provide a suitable lens to study sustainable computing.

Suggested Citation

  • Johannes Schneider & Stefan Seidel & Marcus Basalla & Jan Brocke, 2023. "Reuse, Reduce, Support: Design Principles for Green Data Mining," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 65(1), pages 65-83, February.
    • Handle: RePEc:spr:binfse:v:65:y:2023:i:1:d:10.1007_s12599-022-00780-w
    DOI: 10.1007/s12599-022-00780-w
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s12599-022-00780-w
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.
    File URL: https://libkey.io/10.1007/s12599-022-00780-w?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Stefan Seidel & Leona Chandra Kruse & Nadine Székely & Michael Gau & Daniel Stieger & Ken Peffers & Tuure Tuunanen & Björn Niehaves & Kalle Lyytinen, 2018. "Design principles for sensemaking support systems in environmental sustainability transformations," European Journal of Information Systems, Taylor & Francis Journals, vol. 27(2), pages 221-247, March.
    2. Hendrik Hilpert & Johann Kranz & Matthias Schumann, 2013. "Leveraging Green IS in Logistics," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 5(5), pages 315-325, October.
    3. Leena Suhl & Stefan Voß, 2014. "An Introduction to the Special Focus Issue “Decision Analytics”," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 6(3), pages 129-130, June.
    4. Panos Vassiliadis, 2009. "A Survey of Extract–Transform–Load Technology," International Journal of Data Warehousing and Mining (IJDWM), IGI Global, vol. 5(3), pages 1-27, July.
    5. Joseph G. Walls & George R. Widmeyer & Omar A. El Sawy, 1992. "Building an Information System Design Theory for Vigilant EIS," Information Systems Research, INFORMS, vol. 3(1), pages 36-59, March.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Stephanie Winkelmann & Rajae Guennoun & Frederik Möller & Thorsten Schoormann & Hendrik Valk, 2024. "Back to a resilient future: Digital technologies for a sustainable supply chain," Information Systems and e-Business Management, Springer, vol. 22(2), pages 315-350, June.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Jochen Wulf, 2020. "Development of an AHP hierarchy for managing omnichannel capabilities: a design science research approach," Business Research, Springer;German Academic Association for Business Research, vol. 13(1), pages 39-68, April.
    2. Hendrik Hilpert & Johann Kranz & Matthias Schumann, 2013. "Leveraging Green IS in Logistics," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 5(5), pages 315-325, October.
    3. Fan Zeng & Stacy Hyun Nam Lee & Chris Kwan Yu Lo, 2020. "The Role of Information Systems in the Sustainable Development of Enterprises: A Systematic Literature Network Analysis," Sustainability, MDPI, vol. 12(8), pages 1-29, April.
    4. Marcel Rosenberger & Christiane Lehrer & Reinhard Jung, 0. "Integrating data from user activities of social networks into public administrations," Information Systems Frontiers, Springer, vol. 0, pages 1-14.
    5. Geerts, Guido L., 2011. "A design science research methodology and its application to accounting information systems research," International Journal of Accounting Information Systems, Elsevier, vol. 12(2), pages 142-151.
    6. Shouhong Wang & Hai Wang, 2012. "Organizational schemata of e-portfolios for fostering higher-order thinking," Information Systems Frontiers, Springer, vol. 14(2), pages 395-407, April.
    7. Raffaele Fabio Ciriello & Alexandra Cecilie Gjøl Torbensen & Magnus Rotvit Perlt Hansen & Christoph Müller-Bloch, 2023. "Blockchain-based digital rights management systems: Design principles for the music industry," Electronic Markets, Springer;IIM University of St. Gallen, vol. 33(1), pages 1-21, December.
    8. Rahul Kumar & Rahul Thakurta, 2021. "Exfoliating decision support system: a synthesis of themes using text mining," Information Systems and e-Business Management, Springer, vol. 19(1), pages 247-279, March.
    9. Hubert Österle & Boris Otto, 2010. "Consortium Research," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 2(5), pages 283-293, October.
    10. Benedict Bender & Clementine Bertheau & Tim Körppen & Hannah Lauppe & Norbert Gronau, 2022. "A proposal for future data organization in enterprise systems—an analysis of established database approaches," Information Systems and e-Business Management, Springer, vol. 20(3), pages 441-494, September.
    11. Fons Wijnhoven, 2012. "The Hegelian inquiring system and a critical triangulation tool for the Internet information slave: A design science study," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 63(6), pages 1168-1182, June.
    12. Sunder M, Vijaya & Ganesh, L.S., 2021. "Lean additives in a service factory: A design science approach," Technovation, Elsevier, vol. 104(C).
    13. vom Brocke, Jan & Braccini, Alessio Maria & Sonnenberg, Christian & Spagnoletti, Paolo, 2014. "Living IT infrastructures — An ontology-based approach to aligning IT infrastructure capacity and business needs," International Journal of Accounting Information Systems, Elsevier, vol. 15(3), pages 246-274.
    14. Fatma Fourati-Jamoussi & Claude Narcisse Niamba, 2016. "An evaluation of business intelligence tools: a cluster analysis of users’ perceptions," Post-Print hal-03165570, HAL.
    15. Hendrik Haße & Hendrik Valk & Frederik Möller & Boris Otto, 2022. "Design Principles for Shared Digital Twins in Distributed Systems," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 64(6), pages 751-772, December.
    16. Gwendolyn L. Kolfschoten & Gert-Jan Vreede & Robert O. Briggs & Henk G. Sol, 2010. "Collaboration ‘Engineerability’," Group Decision and Negotiation, Springer, vol. 19(3), pages 301-321, May.
    17. Michael Blaschke & Uwe Riss & Kazem Haki & Stephan Aier, 2019. "Design principles for digital value co-creation networks: a service-dominant logic perspective," Electronic Markets, Springer;IIM University of St. Gallen, vol. 29(3), pages 443-472, September.
    18. Roman Beck & Sven Weber & Robert Wayne Gregory, 2013. "Theory-generating design science research," Information Systems Frontiers, Springer, vol. 15(4), pages 637-651, September.
    19. M. E. Iacob & M. J. Sinderen & M. Steenwijk & P. Verkroost, 2013. "Towards a reference architecture for fuel-based carbon management systems in the logistics industry," Information Systems Frontiers, Springer, vol. 15(5), pages 725-745, November.
    20. Vandenbosch, Betty, 1999. "An empirical analysis of the association between the use of executive support systems and perceived organizational competitiveness," Accounting, Organizations and Society, Elsevier, vol. 24(1), pages 77-92, January.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:binfse:v:65:y:2023:i:1:d:10.1007_s12599-022-00780-w. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.