IDEAS home Printed from https://ideas.repec.org/a/kap/jtecht/v43y2018i5d10.1007_s10961-017-9561-4.html
   My bibliography  Save this article

Identifying core topics in technology and innovation management studies: a topic model approach

Author

Listed:
  • Hakyeon Lee

    (Seoul National University of Science and Technology)

  • Pilsung Kang

    (Korea University)

Abstract

The study of technology and innovation management (TIM) has continued to evolve and expand with great speed over the last three decades. This research aims to identify core topics in TIM studies and explore their dynamic changes. The conventional approach, based on discrete assignments by subjective judgment with predetermined categories, cannot effectively capture latent topics from large volumes of scholarly data. Hence, this study adopts the topic model approach, which automatically discovers topics that pervade a large and unstructured collection of documents, to uncover research topics in TIM research. The 50 topics of TIM research are identified through the Latent Dirichlet Allocation model from 11,693 articles published from 1997 to 2016 in 11 TIM journals, and top 10 most popular topics in TIM research are briefly reviewed. We then explore topic trends by examining the changes in topics rankings over different time periods and identifying hot and cold topics of TIM research over the last two decades. For each of the 11 TIM journals, the areas of subspecialty and the effects of editor changes on topic portfolios are also investigated. The findings of this study are expected to provide implications for researchers, journal editors, and policy makers in the field of TIM.

Suggested Citation

  • Hakyeon Lee & Pilsung Kang, 2018. "Identifying core topics in technology and innovation management studies: a topic model approach," The Journal of Technology Transfer, Springer, vol. 43(5), pages 1291-1317, October.
    • Handle: RePEc:kap:jtecht:v:43:y:2018:i:5:d:10.1007_s10961-017-9561-4
    DOI: 10.1007/s10961-017-9561-4
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10961-017-9561-4
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1007/s10961-017-9561-4?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. Qu, Zhe & Huang, Can & Zhang, Mingqian & Zhao, Yanyun, 2013. "R&D offshoring, technology learning and R&D efforts of host country firms in emerging economies," Research Policy, Elsevier, vol. 42(2), pages 502-516.
    2. Feldman, Maryann P. & Kelley, Maryellen R., 2006. "The ex ante assessment of knowledge spillovers: Government R&D policy, economic incentives and private firm behavior," Research Policy, Elsevier, vol. 35(10), pages 1509-1521, December.
    3. Castellani, Davide & Pieri, Fabio, 2013. "R&D offshoring and the productivity growth of European regions," Research Policy, Elsevier, vol. 42(9), pages 1581-1594.
    4. Hagedoorn, John & Cloodt, Myriam, 2003. "Measuring innovative performance: is there an advantage in using multiple indicators?," Research Policy, Elsevier, vol. 32(8), pages 1365-1379, September.
    5. Grün, Bettina & Hornik, Kurt, 2011. "topicmodels: An R Package for Fitting Topic Models," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 40(i13).
    6. Giuditta Prato & Daniel Nepelski, 2014. "Global technological collaboration network: network analysis of international co-inventions," The Journal of Technology Transfer, Springer, vol. 39(3), pages 358-375, June.
    7. Yan, Erjia & Ding, Ying & Milojević, Staša & Sugimoto, Cassidy R., 2012. "Topics in dynamic research communities: An exploratory study for the field of information retrieval," Journal of Informetrics, Elsevier, vol. 6(1), pages 140-153.
    8. Hakyeon Lee, 2015. "Uncovering the multidisciplinary nature of technology management: journal citation network analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 102(1), pages 51-75, January.
    9. Small, Henry & Boyack, Kevin W. & Klavans, Richard, 2014. "Identifying emerging topics in science and technology," Research Policy, Elsevier, vol. 43(8), pages 1450-1467.
    10. Ding, Ying, 2011. "Community detection: Topological vs. topical," Journal of Informetrics, Elsevier, vol. 5(4), pages 498-514.
    11. Hashi, Iraj & Stojčić, Nebojša, 2013. "The impact of innovation activities on firm performance using a multi-stage model: Evidence from the Community Innovation Survey 4," Research Policy, Elsevier, vol. 42(2), pages 353-366.
    12. Charlie Karlsson & Sam Tavassoli, 2016. "Innovation strategies of firms: What strategies and why?," The Journal of Technology Transfer, Springer, vol. 41(6), pages 1483-1506, December.
    13. Koellinger, Philipp, 2008. "The relationship between technology, innovation, and firm performance--Empirical evidence from e-business in Europe," Research Policy, Elsevier, vol. 37(8), pages 1317-1328, September.
    14. Jiang, Hanchen & Qiang, Maoshan & Lin, Peng, 2016. "A topic modeling based bibliometric exploration of hydropower research," Renewable and Sustainable Energy Reviews, Elsevier, vol. 57(C), pages 226-237.
    15. He, Bing & Ding, Ying & Tang, Jie & Reguramalingam, Vignesh & Bollen, Johan, 2013. "Mining diversity subgraph in multidisciplinary scientific collaboration networks: A meso perspective," Journal of Informetrics, Elsevier, vol. 7(1), pages 117-128.
    16. Olav Sorenson & Jan W. Rivkin & Lee Fleming, 2010. "Complexity, Networks and Knowledge Flows," Chapters, in: Ron Boschma & Ron Martin (ed.), The Handbook of Evolutionary Economic Geography, chapter 15, Edward Elgar Publishing.
    17. Sascha Friesike & Bastian Widenmayer & Oliver Gassmann & Thomas Schildhauer, 2015. "Opening science: towards an agenda of open science in academia and industry," The Journal of Technology Transfer, Springer, vol. 40(4), pages 581-601, August.
    18. Yan, Erjia, 2014. "Research dynamics: Measuring the continuity and popularity of research topics," Journal of Informetrics, Elsevier, vol. 8(1), pages 98-110.
    19. Francesca De Battisti & Alfio Ferrara & Silvia Salini, 2015. "A decade of research in statistics: a topic model approach," Scientometrics, Springer;Akadémiai Kiadó, vol. 103(2), pages 413-433, May.
    20. Koellinger, Ph.D., 2008. "The Relationship between Technology, Innovation, and Firm Performance: Empirical Evidence on E-Business in Europe," ERIM Report Series Research in Management ERS-2008-031-ORG, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus University Rotterdam.
    21. Faber, Jan & Hesen, Anneloes Barbara, 2004. "Innovation capabilities of European nations: Cross-national analyses of patents and sales of product innovations," Research Policy, Elsevier, vol. 33(2), pages 193-207, March.
    22. Kirkels, Yvonne & Duysters, Geert, 2010. "Brokerage in SME networks," Research Policy, Elsevier, vol. 39(3), pages 375-385, April.
    23. Antonio‐Rafael Ramos‐Rodríguez & José Ruíz‐Navarro, 2004. "Changes in the intellectual structure of strategic management research: a bibliometric study of the Strategic Management Journal, 1980–2000," Strategic Management Journal, Wiley Blackwell, vol. 25(10), pages 981-1004, October.
    24. Evangelista, Rinaldo & Perani, Giulio & Rapiti, Fabio & Archibugi, Daniele, 1997. "Nature and impact of innovation in manufacturing industry: some evidence from the Italian innovation survey," Research Policy, Elsevier, vol. 26(4-5), pages 521-536, December.
    25. Wu, Ching-Yan & Mathews, John A., 2012. "Knowledge flows in the solar photovoltaic industry: Insights from patenting by Taiwan, Korea, and China," Research Policy, Elsevier, vol. 41(3), pages 524-540.
    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. Hakyeon Lee & Hanbin Seo & Youngjung Geum, 2018. "Uncovering the Topic Landscape of Product-Service System Research: from Sustainability to Value Creation," Sustainability, MDPI, vol. 10(4), pages 1-15, March.
    2. Jessica Birkholz, 2023. "Do not judge a business idea by its cover: The relation between topics in business ideas and incorporation probability," The Journal of Technology Transfer, Springer, vol. 48(4), pages 1327-1358, August.
    3. Chen, Hongshu & Jin, Qianqian & Wang, Ximeng & Xiong, Fei, 2022. "Profiling academic-industrial collaborations in bibliometric-enhanced topic networks: A case study on digitalization research," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    4. Seungsu Paek & Namhyoung Kim, 2021. "Analysis of Worldwide Research Trends on the Impact of Artificial Intelligence in Education," Sustainability, MDPI, vol. 13(14), pages 1-20, July.
    5. Wieslaw Urban & Elzbieta Krawczyk-Dembicka, 2020. "An In-depth Investigation of Technology Management Process in the Metal Processing Industry," European Research Studies Journal, European Research Studies Journal, vol. 0(Special 1), pages 115-136.
    6. Imran Ali & Devika Kannan, 2022. "Mapping research on healthcare operations and supply chain management: a topic modelling-based literature review," Annals of Operations Research, Springer, vol. 315(1), pages 29-55, August.
    7. Callan Windsor, 2021. "The Intellectual Ideas Inside Central Banks: What'S Changed (Or Not) Since The Crisis?," Journal of Economic Surveys, Wiley Blackwell, vol. 35(2), pages 539-565, April.
    8. Ávila-Robinson, Alfonso & Islam, Nazrul & Sengoku, Shintaro, 2022. "Exploring the knowledge base of innovation research: Towards an emerging innovation model," Technological Forecasting and Social Change, Elsevier, vol. 182(C).
    9. Mauricio Marrone, 2020. "Application of entity linking to identify research fronts and trends," Scientometrics, Springer;Akadémiai Kiadó, vol. 122(1), pages 357-379, January.
    10. Martina K Linnenluecke & Mauricio Marrone & Abhay K Singh, 2020. "Conducting systematic literature reviews and bibliometric analyses," Australian Journal of Management, Australian School of Business, vol. 45(2), pages 175-194, May.
    11. Bao, Jie & Chen, Yixuan & Yin, Jianan & Chen, Xinyuan & Zhu, Dan, 2023. "Exploring topics and trends in Chinese ATC incident reports using a domain-knowledge driven topic model," Journal of Air Transport Management, Elsevier, vol. 108(C).
    12. Isabela Neto Piccirillo & Daniel Capaldo Amaral & Maicon Gouvêa De Oliveira, 2022. "A Research Agenda for Collaborative Roadmapping Supported by Blockchain Technology," Sustainability, MDPI, vol. 14(20), pages 1-16, October.
    13. Bilal Barış Alkan & Leyla Karakuş & Bekir Direkci, 2023. "Knowledge discovery from the texts of Nobel Prize winners in literature: sentiment analysis and Latent Dirichlet Allocation," Scientometrics, Springer;Akadémiai Kiadó, vol. 128(9), pages 5311-5334, September.

    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. Hakyeon Lee & Hanbin Seo & Youngjung Geum, 2018. "Uncovering the Topic Landscape of Product-Service System Research: from Sustainability to Value Creation," Sustainability, MDPI, vol. 10(4), pages 1-15, March.
    2. Ilias A. Makris, 2016. "The effect of innovative activity in firm performance and development: Analysing data from eurozone," 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. 9(2), pages 87-92, June.
    3. Mei-Chih Hu & Ching-Yan Wu & Jung Hoon Lee & Yun-Chu Lu, 2014. "The influence of knowledge source and ambidexterity in the thin film transistor and liquid crystal display industry: evidence from Japan, Korea, and Taiwan," Scientometrics, Springer;Akadémiai Kiadó, vol. 99(2), pages 233-260, May.
    4. Ljiljana BOZIĆ & Valerija BOTRIĆ, 2017. "Innovation investment decisions: are post(transition) economies different from the rest of the EU?," Eastern Journal of European Studies, Centre for European Studies, Alexandru Ioan Cuza University, vol. 8, pages 25-43, December.
    5. Franziska Handrich & Sven Heidenreich & Tobias Kraemer, 2022. "Innovate or game over? Examining effects of product innovativeness on video game success," Electronic Markets, Springer;IIM University of St. Gallen, vol. 32(2), pages 987-1002, June.
    6. Sjögårde, Peter & Ahlgren, Per, 2018. "Granularity of algorithmically constructed publication-level classifications of research publications: Identification of topics," Journal of Informetrics, Elsevier, vol. 12(1), pages 133-152.
    7. Imran Ali & Devika Kannan, 2022. "Mapping research on healthcare operations and supply chain management: a topic modelling-based literature review," Annals of Operations Research, Springer, vol. 315(1), pages 29-55, August.
    8. Latan, Hengky & Chiappetta Jabbour, Charbel Jose & Lopes de Sousa Jabbour, Ana Beatriz & de Camargo Fiorini, Paula & Foropon, Cyril, 2020. "Innovative efforts of ISO 9001-certified manufacturing firms: Evidence of links between determinants of innovation, continuous innovation and firm performance," International Journal of Production Economics, Elsevier, vol. 223(C).
    9. Bashir, Sadaf & Matzat, U. & Sadowski, B. M., 2014. "The adoption of information and communication technologies in the design sector and their impact on firm performance: Evidence from the Dutch design sector," 25th European Regional ITS Conference, Brussels 2014 101389, International Telecommunications Society (ITS).
    10. Shuman Zhang & Changhong Yuan & Chen Han, 2020. "Industry–university–research alliance portfolio size and firm performance: the contingent role of political connections," The Journal of Technology Transfer, Springer, vol. 45(5), pages 1505-1534, October.
    11. González-Fernández, Marcos & González-Velasco, Carmen, 2018. "Innovation and corporate performance in the Spanish regions," Journal of Policy Modeling, Elsevier, vol. 40(5), pages 998-1021.
    12. M. D. Rozaida* & Mahanum Daim, 2018. "The Role of Process Innovation between Organizational Capability and Software Project Success in Malaysian Public Sector," The Journal of Social Sciences Research, Academic Research Publishing Group, pages 112-124:4.
    13. Peeters, T.J.G., 2013. "External knowledge search and use in new product development," Other publications TiSEM 300ebb34-b090-4210-b95e-f, Tilburg University, School of Economics and Management.
    14. Yanto Chandra, 2018. "Mapping the evolution of entrepreneurship as a field of research (1990–2013): A scientometric analysis," PLOS ONE, Public Library of Science, vol. 13(1), pages 1-24, January.
    15. Tedjo Soelaksono & Achmad Sudiro & Mintarti Rahayu & Sudjatno Sudjatno, 2018. "The Influence of Capability Managerial on Competitiveness of the Company through the Planning Strategy, Investment, Innovation and Performance of the Company (a Study on Corporate Manufacturing Indust," International Review of Management and Marketing, Econjournals, vol. 8(2), pages 22-32.
    16. Heira Georgina Valdez-Bocanegra & Gonzalo Maldonado-Guzmán & Carmen Castrejón-Mata, 2020. "The Entrepreneurial Orientation and its Impact on Competitiveness and Growth: Empirical Evidence in the State of Aguascalientes in Mexico," Advances in Management and Applied Economics, SCIENPRESS Ltd, vol. 10(3), pages 1-6.
    17. Biagi, Federico & Falk, Martin, 2017. "The impact of ICT and e-commerce on employment in Europe," Journal of Policy Modeling, Elsevier, vol. 39(1), pages 1-18.
    18. Andrea Coveri & Antonello Zanfei, 2023. "Who wins the race for knowledge-based competitiveness? Comparing European and North American FDI patterns," The Journal of Technology Transfer, Springer, vol. 48(1), pages 292-330, February.
    19. Ru-Jen Lin & Rong-Huei Chen & Thao-Minh Ho, 2013. "Market Demand, Green Innovation, and Firm Performance: Evidence from Hybrid Vehicle Industry," Diversity, Technology, and Innovation for Operational Competitiveness: Proceedings of the 2013 International Conference on Technology Innovation and Industrial Management,, ToKnowPress.
    20. Koellinger, Ph.D. & Schade, C., 2010. "The Influence of Installed Technologies on Future Adoption Decisions: Empirical Evidence from E-Business," ERIM Report Series Research in Management ERS-2010-012-ORG, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus University Rotterdam.

    More about this item

    Keywords

    Technology and innovation management; Research topic; Topic model; Latent Dirichlet Allocation (LDA);
    All these keywords.

    JEL classification:

    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General

    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:kap:jtecht:v:43:y:2018:i:5:d:10.1007_s10961-017-9561-4. 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.