IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v116y2017icp208-215.html
   My bibliography  Save this article

Extending the knowledge base of foresight: The contribution of text mining

Author

Listed:
  • Kayser, Victoria
  • Blind, Knut

Abstract

While the volume of data from heterogeneous sources grows considerably, foresight and its methods rarely benefit from such available data. This work concentrates on textual data and considers its use in foresight to address new research questions and integrate other stakeholders. This textual data can be accessed and systematically examined through text mining which structures and aggregates data in a largely automated manner. By exploiting new data sources (e.g. Twitter, web mining), more actors and views are integrated, and more emphasis is laid on the analysis of social changes. The objective of this article is to explore the potential of text mining for foresight by considering different data sources, text mining approaches, and foresight methods. After clarifying the potential of combining text mining and foresight, examples are outlined for roadmapping and scenario development. As the results show, text mining facilitates the detection and examination of emerging topics and technologies by extending the knowledge base of foresight. Hence, new foresight applications can be designed. In particular, text mining provides a solid base for reflecting on possible futures.

Suggested Citation

  • Kayser, Victoria & Blind, Knut, 2017. "Extending the knowledge base of foresight: The contribution of text mining," Technological Forecasting and Social Change, Elsevier, vol. 116(C), pages 208-215.
  • Handle: RePEc:eee:tefoso:v:116:y:2017:i:c:p:208-215
    DOI: 10.1016/j.techfore.2016.10.017
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162516304784
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2016.10.017?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. Albert, Till & Moehrle, Martin G. & Meyer, Stefan, 2015. "Technology maturity assessment based on blog analysis," Technological Forecasting and Social Change, Elsevier, vol. 92(C), pages 196-209.
    2. Kaplan, Andreas M. & Haenlein, Michael, 2010. "Users of the world, unite! The challenges and opportunities of Social Media," Business Horizons, Elsevier, vol. 53(1), pages 59-68, January.
    3. Attila Havas & Doris Schartinger & Matthias Weber, 2010. "The impact of foresight on innovation policy-making: recent experiences and future perspectives," Research Evaluation, Oxford University Press, vol. 19(2), pages 91-104, June.
    4. Kayser, Victoria, 2017. "Comparing public and scientific discourse in the context of innovation systems," Technological Forecasting and Social Change, Elsevier, vol. 115(C), pages 348-357.
    5. Kietzmann, Jan H. & Hermkens, Kristopher & McCarthy, Ian P. & Silvestre, Bruno S., 2011. "Social media? Get serious! Understanding the functional building blocks of social media," Business Horizons, Elsevier, vol. 54(3), pages 241-251, May.
    6. Effie Amanatidou & Maurits Butter & Vicente Carabias & Totti Könnölä & Miriam Leis & Ozcan Saritas & Petra Schaper-Rinkel & Victor van Rij, 2012. "On concepts and methods in horizon scanning: Lessons from initiating policy dialogues on emerging issues," Science and Public Policy, Oxford University Press, vol. 39(2), pages 208-221, March.
    7. Grimmer, Justin & Stewart, Brandon M., 2013. "Text as Data: The Promise and Pitfalls of Automatic Content Analysis Methods for Political Texts," Political Analysis, Cambridge University Press, vol. 21(3), pages 267-297, July.
    8. Kerstin Cuhls, 2003. "From forecasting to foresight processes-new participative foresight activities in Germany," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 22(2-3), pages 93-111.
    9. Huang, Lu & Zhang, Yi & Guo, Ying & Zhu, Donghua & Porter, Alan L., 2014. "Four dimensional Science and Technology planning: A new approach based on bibliometrics and technology roadmapping," Technological Forecasting and Social Change, Elsevier, vol. 81(C), pages 39-48.
    10. O'Brien, Frances A. & Meadows, Maureen, 2013. "Scenario orientation and use to support strategy development," Technological Forecasting and Social Change, Elsevier, vol. 80(4), pages 643-656.
    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. Vasile-Daniel Păvăloaia & Elena-Mădălina Teodor & Doina Fotache & Magdalena Danileţ, 2019. "Opinion Mining on Social Media Data: Sentiment Analysis of User Preferences," Sustainability, MDPI, vol. 11(16), pages 1-21, August.
    2. Shiwei Shen & Marios Sotiriadis & Qing Zhou, 2020. "Could Smart Tourists Be Sustainable and Responsible as Well? The Contribution of Social Networking Sites to Improving Their Sustainable and Responsible Behavior," Sustainability, MDPI, vol. 12(4), pages 1-21, February.
    3. Perez-Vega, Rodrigo & Hopkinson, Paul & Singhal, Aishwarya & Mariani, Marcello M., 2022. "From CRM to social CRM: A bibliometric review and research agenda for consumer research," Journal of Business Research, Elsevier, vol. 151(C), pages 1-16.
    4. Reilly, Anne H. & Hynan, Katherine A., 2014. "Corporate communication, sustainability, and social media: It's not easy (really) being green," Business Horizons, Elsevier, vol. 57(6), pages 747-758.
    5. TANASE, George Cosmin, 2017. "Managing the Brand and Communication in Social Media," Romanian Distribution Committee Magazine, Romanian Distribution Committee, vol. 8(2), pages 20-22, June.
    6. Saridakis, George & Benson, Vladlena & Ezingeard, Jean-Noel & Tennakoon, Hemamali, 2016. "Individual information security, user behaviour and cyber victimisation: An empirical study of social networking users," Technological Forecasting and Social Change, Elsevier, vol. 102(C), pages 320-330.
    7. Wilert Puriwat & Suchart Tripopsakul, 2021. "Explaining Social Media Adoption for a Business Purpose: An Application of the UTAUT Model," Sustainability, MDPI, vol. 13(4), pages 1-13, February.
    8. Chen, Yan, 2018. "Blockchain tokens and the potential democratization of entrepreneurship and innovation," Business Horizons, Elsevier, vol. 61(4), pages 567-575.
    9. Beatriz Barros & Ana Fernández-Zubieta & Raul Fidalgo-Merino & Francisco Triguero, 2018. "Scientific knowledge percolation process and social impact: A case study on the biotechnology and microbiology perceptions on Twitter," Science and Public Policy, Oxford University Press, vol. 45(6), pages 804-814.
    10. Anna Sokolova, 2013. "The integrated approach for Foresight evaluation: the Russian case," HSE Working papers WP BRP 20/STI/2013, National Research University Higher School of Economics.
    11. Elena Casprini & Alberto Di Minin, 2015. "How are companies facing the social media (r)evolution?," MERCATI & COMPETITIVIT?, FrancoAngeli Editore, vol. 2015(2), pages 67-86.
    12. Baccarella, Christian V. & Wagner, Timm F. & Kietzmann, Jan H. & McCarthy, Ian P., 2018. "Social media? It's serious! Understanding the dark side of social media," European Management Journal, Elsevier, vol. 36(4), pages 431-438.
    13. Fraccastoro, Sara & Gabrielsson, Mika & Pullins, Ellen Bolman, 2021. "The integrated use of social media, digital, and traditional communication tools in the B2B sales process of international SMEs," International Business Review, Elsevier, vol. 30(4).
    14. Ziad Abdelmoety & Spiros Gounaris, 2015. "Exporting B2B Solutions: The Impact and Contribution of Using Social Media," Athens Journal of Business & Economics, Athens Institute for Education and Research (ATINER), vol. 1(1), pages 23-40, January.
    15. Mohammad Tipu Sultan & Farzana Sharmin & Alina Badulescu & Darie Gavrilut & Ke Xue, 2021. "Social Media-Based Content towards Image Formation: A New Approach to the Selection of Sustainable Destinations," Sustainability, MDPI, vol. 13(8), pages 1-22, April.
    16. Cartwright, Severina & Davies, Iain & Archer-Brown, Chris, 2021. "Managing relationships on social media in business-to-business organisations," Journal of Business Research, Elsevier, vol. 125(C), pages 120-134.
    17. Luyi Qiu & Aro I & Timothy J. Lee & Jinok Susanna Kim, 2021. "How Sustainable Social Media Advertising Affect Visitors’ Decision to Attend a Festival Event?," Sustainability, MDPI, vol. 13(17), pages 1-16, August.
    18. Drago Ruzic & Antun Bilos & Filip Radulovic, 2018. "Preliminary Study Of Personal Marketing In The Digital Environment: Attributes And Perception Of Internet Users In Croatia," Economic Thought and Practice, Department of Economics and Business, University of Dubrovnik, vol. 27(1), pages 209-229, june.
    19. Berthon, Pierre R. & Pitt, Leyland F. & Plangger, Kirk & Shapiro, Daniel, 2012. "Marketing meets Web 2.0, social media, and creative consumers: Implications for international marketing strategy," Business Horizons, Elsevier, vol. 55(3), pages 261-271.
    20. Fraccastoro, Sara & Gabrielsson, Mika & Chetty, Sylvie, 2021. "Social Media Firm Specific Advantages as Enablers of Network Embeddedness of International Entrepreneurial Ventures," Journal of World Business, Elsevier, vol. 56(3).

    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:eee:tefoso:v:116:y:2017:i:c:p:208-215. 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: Catherine Liu (email available below). General contact details of provider: http://www.sciencedirect.com/science/journal/00401625 .

    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.