IDEAS home Printed from https://ideas.repec.org/a/igg/jkm000/v17y2021i3p1-14.html
   My bibliography  Save this article

Hunch Mining

Author

Listed:
  • Jim Nelson

    (Southern Illinois University, Carbondale, USA)

Abstract

Intuition and hunches are important tools for experts who make time-critical highly complex decisions in turbulent environments. However, hunches are also elusive and exist below the surface when not being used for immediate decision making. These latent hunches are valuable and can lead to creative solutions outside of a crisis. This paper uses a demonstration experiment to show how hunches can be “mined” using revealed causal mapping techniques. Fifty chief information officers and 88 programmer/analysts were interviewed during a very turbulent time in their organizations. The hunch mining results indicate that hunches can be found throughout experts' communications and can serve as valuable insights into strategic and tactical decision making. This research serves as the first manual step in developing natural language processing artificial intelligence tools for automated hunch mining in expert communications.

Suggested Citation

  • Jim Nelson, 2021. "Hunch Mining," International Journal of Knowledge Management (IJKM), IGI Global, vol. 17(3), pages 1-14, July.
    • Handle: RePEc:igg:jkm000:v:17:y:2021:i:3:p:1-14
    as

    Download full text from publisher

    File URL: http://services.igi-global.com/resolvedoi/resolve.aspx?doi=10.4018/IJKM.2021070102
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Betty Vandenbosch & Chris Higgins, 1996. "Information Acquisition and Mental Models: An Investigation into the Relationship Between Behaviour and Learning," Information Systems Research, INFORMS, vol. 7(2), pages 198-214, June.
    Full references (including those not matched with items on IDEAS)

    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. Lauri Wessel & Martin Gersch & Erik Harloff, 2017. "Talking Past Each Other," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 59(1), pages 23-40, February.
    2. Maryam Alavi & Dorothy E. Leidner, 2001. "Research Commentary: Technology-Mediated Learning—A Call for Greater Depth and Breadth of Research," Information Systems Research, INFORMS, vol. 12(1), pages 1-10, March.
    3. Manis, K.T. & Madhavaram, Sreedhar, 2023. "AI-Enabled marketing capabilities and the hierarchy of capabilities: Conceptualization, proposition development, and research avenues," Journal of Business Research, Elsevier, vol. 157(C).
    4. Lau, Chong M. & Roopnarain, Ketvi, 2014. "The effects of nonfinancial and financial measures on employee motivation to participate in target setting," The British Accounting Review, Elsevier, vol. 46(3), pages 228-247.
    5. Alex Osei‐Kojo & Paul Lawer Kenney & Clement Mensah Damoah & Albert Ahenkan, 2022. "Collective learning and COVID‐19 mitigation in Ghana," Review of Policy Research, Policy Studies Organization, vol. 39(3), pages 255-281, May.
    6. Miles M Yang & Feifei Yang & Tingru Cui & Ying-Chu Cheng, 2019. "Analysing the dynamics of mental models using causal loop diagrams," Australian Journal of Management, Australian School of Business, vol. 44(3), pages 495-512, August.
    7. Chong Lau & Brigitte Oger, 2019. "The effects of comprehensive performance measurement systems on information overload, job-relevant information, role clarity and procedural fairness," Working Papers halshs-02300746, HAL.
    8. Henri Barki & Ryad Titah & Céline Boffo, 2007. "Information System Use--Related Activity: An Expanded Behavioral Conceptualization of Individual-Level Information System Use," Information Systems Research, INFORMS, vol. 18(2), pages 173-192, June.
    9. Ghiyoung Im & Arun Rai, 2014. "IT-Enabled Coordination for Ambidextrous Interorganizational Relationships," Information Systems Research, INFORMS, vol. 25(1), pages 72-92, March.
    10. Dong-Gil Ko & Alan R. Dennis, 2011. "Profiting from Knowledge Management: The Impact of Time and Experience," Information Systems Research, INFORMS, vol. 22(1), pages 134-152, March.
    11. O’Neil, Glenn & Bauer, Martin W., 2018. "Pathways to use of communication campaigns’ evaluation findings within international organizations," Evaluation and Program Planning, Elsevier, vol. 69(C), pages 82-91.
    12. Kevin Bauer & Moritz von Zahn & Oliver Hinz, 2023. "Expl(AI)ned: The Impact of Explainable Artificial Intelligence on Users’ Information Processing," Information Systems Research, INFORMS, vol. 34(4), pages 1582-1602, December.
    13. Lau, Chong M. & Scully, Glennda & Lee, Alina, 2018. "The effects of organizational politics on employee motivations to participate in target setting and employee budgetary participation," Journal of Business Research, Elsevier, vol. 90(C), pages 247-259.

    More about this item

    Statistics

    Access and download statistics

    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:igg:jkm000:v:17:y:2021:i:3:p:1-14. 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: Journal Editor (email available below). General contact details of provider: https://www.igi-global.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.