IDEAS home Printed from https://ideas.repec.org/a/eee/teinso/v66y2021ics0160791x21001342.html
   My bibliography  Save this article

Text mining as a tool for real-time technology assessment: Application to the cross-national comparative study on artificial organ technology

Author

Listed:
  • Ahn, Sang-Jin
  • Yoon, Ho Young
  • Lee, Young-Joo

Abstract

This study proposed a methodology that integrate sociotechnical systems (STS) and media big data analysis using text mining for the new, real-time technology assessment (TA). The essential steps of this method are composed of data collection using a cultural map, analysis with trends and patents, and synthesis using media big data. By applying this methodology to artificial organs, first, we have shown that STS can be apply to biosocial technical systems beyond the sustainability transition. The result reveals that a media discourse structures, in which eight countries began to form socio-technical regimes around technologies with their respective strengths, in an objective way. Each technology corresponded to the vested interests in each country's socio-technical regimes. These discourse structures helped us to identify substitution, two types of transformation, and reconfiguration as transition pathways. More importantly, our analysis results have also shown that the methodology helps to overcome the anticipation dilemma, saving the time and resources required for TA. Our integrated methodology has achieved similar results by using 23% of the budget, 25% of the time, and 14% of the work hours used for official TA. Lastly, the “objectivity” and “agenda setting” of this methodology can provide a breakthrough in overcoming the control dilemma.

Suggested Citation

  • Ahn, Sang-Jin & Yoon, Ho Young & Lee, Young-Joo, 2021. "Text mining as a tool for real-time technology assessment: Application to the cross-national comparative study on artificial organ technology," Technology in Society, Elsevier, vol. 66(C).
  • Handle: RePEc:eee:teinso:v:66:y:2021:i:c:s0160791x21001342
    DOI: 10.1016/j.techsoc.2021.101659
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0160791X21001342
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techsoc.2021.101659?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. Ahn, Sang-Jin, 2017. "Institutional basis for research boom: From catch-up development to advanced economy," Technological Forecasting and Social Change, Elsevier, vol. 119(C), pages 237-245.
    2. Leviäkangas, Pekka & Molarius, Riitta, 2020. "Open government data policy and value added - Evidence on transport safety agency case," Technology in Society, Elsevier, vol. 63(C).
    3. 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.
    4. Monaghan, Conal & Bizumic, Boris & Van Rooy, Dirk, 2020. "An analysis of public attitudes in Australia towards applications of biotechnology to humans: Kinds, causes, and effects," Technology in Society, Elsevier, vol. 63(C).
    5. Penna, Caetano C.R. & Geels, Frank W., 2015. "Climate change and the slow reorientation of the American car industry (1979–2012): An application and extension of the Dialectic Issue LifeCycle (DILC) model," Research Policy, Elsevier, vol. 44(5), pages 1029-1048.
    6. Ahn, Sang-Jin, 2020. "Three characteristics of technology competition by IoT-driven digitization," Technological Forecasting and Social Change, Elsevier, vol. 157(C).
    7. Sadowski, Jathan, 2015. "Office of Technology Assessment: History, implementation, and participatory critique," Technology in Society, Elsevier, vol. 42(C), pages 9-20.
    8. Kim, Hyunuk & Ahn, Sang-Jin & Jung, Woo-Sung, 2019. "Horizon scanning in policy research database with a probabilistic topic model," Technological Forecasting and Social Change, Elsevier, vol. 146(C), pages 588-594.
    9. Buckley, Jenifer A. & Thompson, Paul B. & Whyte, Kyle Powys, 2017. "Collingridge's dilemma and the early ethical assessment of emerging technology: The case of nanotechnology enabled biosensors," Technology in Society, Elsevier, vol. 48(C), pages 54-63.
    10. Geels, Frank W. & Schot, Johan, 2007. "Typology of sociotechnical transition pathways," Research Policy, Elsevier, vol. 36(3), pages 399-417, April.
    11. Fox, Sarah Jane, 2020. "The ‘risk’ of disruptive technology today (A case study of aviation – Enter the drone)," Technology in Society, Elsevier, vol. 62(C).
    12. Bauer, Anja & Kastenhofer, Karen, 2019. "Policy advice in technology assessment: Shifting roles, principles and boundaries," Technological Forecasting and Social Change, Elsevier, vol. 139(C), pages 32-41.
    13. An, Hyoung Joon & Ahn, Sang-Jin, 2016. "Emerging technologies—beyond the chasm: Assessing technological forecasting and its implication for innovation management in Korea," Technological Forecasting and Social Change, Elsevier, vol. 102(C), pages 132-142.
    14. Swierstra, Tsjalling & van de Bovenkamp, Hester & Trappenburg, Margo, 2010. "Forging a fit between technology and morality: The Dutch debate on organ transplants," Technology in Society, Elsevier, vol. 32(1), pages 55-64.
    15. Geels, Frank W. & Kemp, René, 2007. "Dynamics in socio-technical systems: Typology of change processes and contrasting case studies," Technology in Society, Elsevier, vol. 29(4), pages 441-455.
    16. Hyunuk Kim & Taekho You & Sang-Jin Ahn & Woo-Sung Jung, 2016. "Embracing networks of national policy research in future foresight," International Journal of Knowledge-Based Development, Inderscience Enterprises Ltd, vol. 7(2), pages 107-124.
    17. da Silva Neto, Victo José & Chiarini, Tulio, 2021. "Technological progress and political systems: Non-institutional digital platforms and political transformation," Technology in Society, Elsevier, vol. 64(C).
    18. Ho Yoon & Han Park, 2014. "Strategies affecting Twitter-based networking pattern of South Korean politicians: social network analysis and exponential random graph model," Quality & Quantity: International Journal of Methodology, Springer, vol. 48(1), pages 409-423, January.
    19. Harhoff, Dietmar & Scherer, Frederic M. & Vopel, Katrin, 2003. "Citations, family size, opposition and the value of patent rights," Research Policy, Elsevier, vol. 32(8), pages 1343-1363, September.
    20. Penna, Caetano C.R. & Geels, Frank W., 2012. "Multi-dimensional struggles in the greening of industry: A dialectic issue lifecycle model and case study," Technological Forecasting and Social Change, Elsevier, vol. 79(6), pages 999-1020.
    21. Rose, Gloria & Gazsó, André, 2019. "Governing nanosafety in Austria – Striving for neutrality in the NanoTrust project," Technological Forecasting and Social Change, Elsevier, vol. 139(C), pages 23-31.
    22. Young-Joo Lee & Ji-Young Park, 2018. "Identification of future signal based on the quantitative and qualitative text mining: a case study on ethical issues in artificial intelligence," Quality & Quantity: International Journal of Methodology, Springer, vol. 52(2), pages 653-667, March.
    23. Narin, Francis & Noma, Elliot & Perry, Ross, 1987. "Patents as indicators of corporate technological strength," Research Policy, Elsevier, vol. 16(2-4), pages 143-155, August.
    24. Hennen, Leonhard & Nierling, Linda, 2019. "The politics of technology assessment," Technological Forecasting and Social Change, Elsevier, vol. 139(C), pages 17-22.
    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. Weiss, Daniel & Nemeczek, Fabian, 2021. "A text-based monitoring tool for the legitimacy and guidance of technological innovation systems," Technology in Society, Elsevier, vol. 66(C).

    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. Ahn, Sang-Jin & Yi, Seung-Kyu, 2021. "Methodological framework for analyzing peace engineering: Focusing on Kaesong Industrial Complex and North Korean innovators in South Korea," Technological Forecasting and Social Change, Elsevier, vol. 163(C).
    2. Ahn, Sang-Jin, 2020. "Three characteristics of technology competition by IoT-driven digitization," Technological Forecasting and Social Change, Elsevier, vol. 157(C).
    3. Johan Schot & Laur Kanger, 2016. "Deep Transitions: Emergence, Acceleration, Stabilization and Directionality," SPRU Working Paper Series 2016-15, SPRU - Science Policy Research Unit, University of Sussex Business School.
    4. Guan-Can Yang & Gang Li & Chun-Ya Li & Yun-Hua Zhao & Jing Zhang & Tong Liu & Dar-Zen Chen & Mu-Hsuan Huang, 2015. "Using the comprehensive patent citation network (CPC) to evaluate patent value," Scientometrics, Springer;Akadémiai Kiadó, vol. 105(3), pages 1319-1346, December.
    5. Lee, Changyong & Cho, Yangrae & Seol, Hyeonju & Park, Yongtae, 2012. "A stochastic patent citation analysis approach to assessing future technological impacts," Technological Forecasting and Social Change, Elsevier, vol. 79(1), pages 16-29.
    6. Brem, Alexander & Radziwon, Agnieszka, 2017. "Efficient Triple Helix collaboration fostering local niche innovation projects – A case from Denmark," Technological Forecasting and Social Change, Elsevier, vol. 123(C), pages 130-141.
    7. Gaétan de Rassenfosse & Adam B. Jaffe, 2018. "Are patent fees effective at weeding out low‐quality patents?," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 27(1), pages 134-148, March.
    8. Mäkitie, Tuukka & Normann, Håkon E. & Thune, Taran M. & Sraml Gonzalez, Jakoba, 2019. "The green flings: Norwegian oil and gas industry’s engagement in offshore wind power," Energy Policy, Elsevier, vol. 127(C), pages 269-279.
    9. Neuhäusler, Peter & Frietsch, Rainer, 2017. "Global innovations: Evidence from patent data," Studien zum deutschen Innovationssystem 13-2017, Expertenkommission Forschung und Innovation (EFI) - Commission of Experts for Research and Innovation, Berlin.
    10. Hana Kim & Eungdo Kim, 2018. "How an Open Innovation Strategy for Commercialization Affects the Firm Performance of Korean Healthcare IT SMEs," Sustainability, MDPI, vol. 10(7), pages 1-14, July.
    11. Lee, Changyong & Jeon, Daeseong & Ahn, Joon Mo & Kwon, Ohjin, 2020. "Navigating a product landscape for technology opportunity analysis: A word2vec approach using an integrated patent-product database," Technovation, Elsevier, vol. 96.
    12. Fischer, Timo & Henkel, Joachim, 2012. "Patent trolls on markets for technology – An empirical analysis of NPEs’ patent acquisitions," Research Policy, Elsevier, vol. 41(9), pages 1519-1533.
    13. Child, Michael & Breyer, Christian, 2017. "Transition and transformation: A review of the concept of change in the progress towards future sustainable energy systems," Energy Policy, Elsevier, vol. 107(C), pages 11-26.
    14. Frank W. Geels, 2013. "The Impact of the Financial and Economic Crisis on Sustainability Transitions: Financial Investment, Governance and Public Discourse. WWWforEurope Working Paper No. 39," WIFO Studies, WIFO, number 47014, Juni.
    15. Bart Leten & Rene Belderbos & Bart Van Looy, 2016. "Entry and Technological Performance in New Technology Domains: Technological Opportunities, Technology Competition and Technological Relatedness," Journal of Management Studies, Wiley Blackwell, vol. 53(8), pages 1257-1291, December.
    16. Eun Han & So Sohn, 2015. "Patent valuation based on text mining and survival analysis," The Journal of Technology Transfer, Springer, vol. 40(5), pages 821-839, October.
    17. Erlinghagen, Sabine & Markard, Jochen, 2012. "Smart grids and the transformation of the electricity sector: ICT firms as potential catalysts for sectoral change," Energy Policy, Elsevier, vol. 51(C), pages 895-906.
    18. Andersen, Allan Dahl & Markard, Jochen, 2020. "Multi-technology interaction in socio-technical transitions: How recent dynamics in HVDC technology can inform transition theories," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    19. Alkemade & Simona Negro & Neil Thompson & Marko Hekkert, 2011. "Towards a micro-level explanation of sustainability transitions: entrepreneurial strategies," Innovation Studies Utrecht (ISU) working paper series 11-01, Utrecht University, Department of Innovation Studies, revised Apr 2011.
    20. Fotios Katimertzopoulos & Charis Vlados, 2019. "Towards a New Approach of Innovation in Less Developed Regional Business Ecosystems," International Journal of Business and Economic Sciences Applied Research (IJBESAR), International Hellenic University (IHU), Kavala Campus, Greece (formerly Eastern Macedonia and Thrace Institute of Technology - EMaTTech), vol. 12(2), pages 33-41, December.

    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:teinso:v:66:y:2021:i:c:s0160791x21001342. 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: https://www.journals.elsevier.com/technology-in-society .

    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.