IDEAS home Printed from https://ideas.repec.org/a/wsi/ijitmx/v15y2018i05ns0219877018500451.html
   My bibliography  Save this article

Toward a Pragmatic Theory for Managing Nescience

Author

Listed:
  • Charles M. Weber

    (Department of Engineering and Technology Management, Portland State University, P.O. Box 751 — ETM, Portland, OR 97207, USA)

  • Rainer P. Hasenauer

    (Hi-Tech Center, Wiedner Hauptstraße 8-10, 1040 Wien, Austria)

  • Nitin V. Mayande

    (Tellagence Corporation, 6249 NE Carillon Dr., Hillsboro, OR 97124, USA)

Abstract

Aristotle’s dictum scio nescio (I know that I don’t know) may serve as a source of enhanced performance for organizations. Awareness of nescience sets the direction for further inquiry, as managers tend to move in the direction that they believe will reduce nescience most. However, nescience is difficult to quantify, so, to date, managers have primarily relied on intuition. This paper introduces a theoretical framework for managing nescience that is based on information theory. This framework is tested in three exploratory empirical studies that take place in highly contrasting settings: semiconductor manufacturing, medical diagnostics and social media analytics. All three studies demonstrate that metrics related to information entropy can be used to quantify nescience. However, practitioners value the framework and its metrics more highly in the settings where the quality of or access to information drives successful product development. The problems encountered in these settings tended to be well-structured, or they were converted from being ill-structured to being well-structured. Further study of more highly contrasting practical settings will be required to determine whether frameworks based on information theory can serve as foundations for a broadly based, pragmatic theory for managing nescience.

Suggested Citation

  • Charles M. Weber & Rainer P. Hasenauer & Nitin V. Mayande, 2018. "Toward a Pragmatic Theory for Managing Nescience," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 15(05), pages 1-26, October.
  • Handle: RePEc:wsi:ijitmx:v:15:y:2018:i:05:n:s0219877018500451
    DOI: 10.1142/S0219877018500451
    as

    Download full text from publisher

    File URL: http://www.worldscientific.com/doi/abs/10.1142/S0219877018500451
    Download Restriction: Access to full text is restricted to subscribers

    File URL: https://libkey.io/10.1142/S0219877018500451?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. Pisano, Gary P., 1996. "Learning-before-doing in the development of new process technology," Research Policy, Elsevier, vol. 25(7), pages 1097-1119, October.
    2. March, James G., 1955. "An Introduction to the Theory and Measurement of Influence," American Political Science Review, Cambridge University Press, vol. 49(2), pages 431-451, June.
    3. Derbyshire, James, 2017. "Potential surprise theory as a theoretical foundation for scenario planning," Technological Forecasting and Social Change, Elsevier, vol. 124(C), pages 77-87.
    4. Paul S. Adler & Kim B. Clark, 1991. "Behind the Learning Curve: A Sketch of the Learning Process," Management Science, INFORMS, vol. 37(3), pages 267-281, March.
    5. von Hippel, Eric, 1990. "Task partitioning: An innovation process variable," Research Policy, Elsevier, vol. 19(5), pages 407-418, October.
    6. Ikujiro Nonaka, 1994. "A Dynamic Theory of Organizational Knowledge Creation," Organization Science, INFORMS, vol. 5(1), pages 14-37, February.
    7. Chrysanthos Dellarocas & Zsolt Katona & William Rand, 2013. "Media, Aggregators, and the Link Economy: Strategic Hyperlink Formation in Content Networks," Management Science, INFORMS, vol. 59(10), pages 2360-2379, October.
    8. Leachman, Robert C. & Ding, Shengwei, 2007. "Integration of speed economics into decision-making for manufacturing management," International Journal of Production Economics, Elsevier, vol. 107(1), pages 39-55, May.
    9. Christoph H. Loch & Christian Terwiesch & Stefan Thomke, 2001. "Parallel and Sequential Testing of Design Alternatives," Management Science, INFORMS, vol. 47(5), pages 663-678, May.
    10. Sinan Aral & Dylan Walker, 2011. "Creating Social Contagion Through Viral Product Design: A Randomized Trial of Peer Influence in Networks," Management Science, INFORMS, vol. 57(9), pages 1623-1639, February.
    11. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    12. Roger E. Bohn, 1995. "Noise and Learning in Semiconductor Manufacturing," Management Science, INFORMS, vol. 41(1), pages 31-42, January.
    13. Anne Spence Wein, 1992. "Random Yield, Rework and Scrap in a Multistage Batch Manufacturing Environment," Operations Research, INFORMS, vol. 40(3), pages 551-563, June.
    14. Stefan H. Thomke, 1998. "Managing Experimentation in the Design of New Products," Management Science, INFORMS, vol. 44(6), pages 743-762, June.
    15. Terwiesch, Christian & E. Bohn, Roger, 2001. "Learning and process improvement during production ramp-up," International Journal of Production Economics, Elsevier, vol. 70(1), pages 1-19, March.
    16. Brent A. Zenobia & Charles M. Weber, 2012. "Bridging The Gap Between Artificial Market Simulations And Qualitative Research In Diffusion Of Innovation," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 9(04), pages 1-22.
    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. Agathe Gilain & Pascal Le Masson & Benoit Weil, 2018. "Managing Learning Curves In The Unknown: From ‘Learning By Doing’ To ‘Learning By Designing’," Post-Print hal-01900961, HAL.
    2. Becker, Markus C. & Salvatore, Pasquale & Zirpoli, Francesco, 2005. "The impact of virtual simulation tools on problem-solving and new product development organization," Research Policy, Elsevier, vol. 34(9), pages 1305-1321, November.
    3. Christoph Riedl & Victor P. Seidel, 2018. "Learning from Mixed Signals in Online Innovation Communities," Organization Science, INFORMS, vol. 29(6), pages 1010-1032, December.
    4. Ngwenyama, Ojelanki & Guergachi, Aziz & McLaren, Tim, 2007. "Using the learning curve to maximize IT productivity: A decision analysis model for timing software upgrades," International Journal of Production Economics, Elsevier, vol. 105(2), pages 524-535, February.
    5. Linda Argote & Ella Miron-Spektor, 2011. "Organizational Learning: From Experience to Knowledge," Organization Science, INFORMS, vol. 22(5), pages 1123-1137, October.
    6. Simge Tuna & Stefano Brusoni & Anja Schulze, 2019. "Architectural knowledge generation: evidence from a field study," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 28(5), pages 977-1009.
    7. Marco Iansiti, 2000. "How the Incumbent Can Win: Managing Technological Transitions in the Semiconductor Industry," Management Science, INFORMS, vol. 46(2), pages 169-185, February.
    8. V. Krishnan & Karl T. Ulrich, 2001. "Product Development Decisions: A Review of the Literature," Management Science, INFORMS, vol. 47(1), pages 1-21, January.
    9. Schmickl, Christina & Kieser, Alfred, 2008. "How much do specialists have to learn from each other when they jointly develop radical product innovations?," Research Policy, Elsevier, vol. 37(3), pages 473-491, April.
    10. Janice E. Carrillo & Cheryl Gaimon, 2004. "Managing Knowledge-Based Resource Capabilities Under Uncertainty," Management Science, INFORMS, vol. 50(11), pages 1504-1518, November.
    11. Plaza, Malgorzata & Ngwenyama, Ojelanki K. & Rohlf, Katrin, 2010. "A comparative analysis of learning curves: Implications for new technology implementation management," European Journal of Operational Research, Elsevier, vol. 200(2), pages 518-528, January.
    12. Duniesky Feitó Madrigal & Alejandro Mungaray Lagarda & Michelle Texis Flores, 2016. "Factors associated with learning management in Mexican micro-entrepreneurs," Estudios Gerenciales, Universidad Icesi, vol. 32(141), pages 381-386, December.
    13. Marte C.W. Solheim & Ron Boschma & Sverre Herstad, 2018. "Related variety, unrelated variety and the novelty content of firm innovation in urban and non-urban locations," Papers in Evolutionary Economic Geography (PEEG) 1836, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Oct 2018.
    14. Carlos Ocaña Pérez de Tudela, 1993. "Modelos dinámicos de competencia estratégica y cambio técnico: una panorámica," Investigaciones Economicas, Fundación SEPI, vol. 17(1), pages 43-63, January.
    15. Cujean, Julien & Bustamante, Maria Cecilia & Frésard, Laurent, 2019. "Knowledge Cycles and Corporate Investment," CEPR Discussion Papers 14152, C.E.P.R. Discussion Papers.
    16. Oyelaran-Oyeyinka, Banji & Gehl Sampath, Padmashree, 2006. "Rough Road to Market: Institutional Barriers to Innovations in Africa," MERIT Working Papers 2006-026, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    17. Nemet, Gregory F., 2006. "Beyond the learning curve: factors influencing cost reductions in photovoltaics," Energy Policy, Elsevier, vol. 34(17), pages 3218-3232, November.
    18. Castelnovo, Paolo & Florio, Massimo & Forte, Stefano & Rossi, Lucio & Sirtori, Emanuela, 2018. "The economic impact of technological procurement for large-scale research infrastructures: Evidence from the Large Hadron Collider at CERN," Research Policy, Elsevier, vol. 47(9), pages 1853-1867.
    19. Jonathan R. Clark & Robert S. Huckman & Bradley R. Staats, 2013. "Learning from Customers: Individual and Organizational Effects in Outsourced Radiological Services," Organization Science, INFORMS, vol. 24(5), pages 1539-1557, October.
    20. Shaker A. Zahra & Anders P. Nielsen & William C. Bogner, 1999. "Corporate Entrepreneurship, Knowledge, and Competence Development," Entrepreneurship Theory and Practice, , vol. 23(3), pages 169-189, April.

    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:wsi:ijitmx:v:15:y:2018:i:05:n:s0219877018500451. 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: Tai Tone Lim (email available below). General contact details of provider: http://www.worldscinet.com/ijitm/ijitm.shtml .

    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.