IDEAS home Printed from https://ideas.repec.org/a/spr/scient/v126y2021i2d10.1007_s11192-020-03803-z.html
   My bibliography  Save this article

Impact for whom? Mapping the users of public research with lexicon-based text mining

Author

Listed:
  • Andrea Bonaccorsi

    (University of Pisa)

  • Filippo Chiarello

    (University of Pisa)

  • Gualtiero Fantoni

    (University of Pisa)

Abstract

We contribute to the debate on societal impact of SSH by developing a methodology that allows a fine-grained observation of social groups that make use, directly or indirectly, of the results of research. We develop a lexicon of users with 76,857 entries, which saturates the semantic field of social groups of users and allows normalization. We use the lexicon in order to filter text structures in the 6637 impact case studies collected under the Research Excellence Framework in the UK. We then follow the steps recommended by Börner et al. (Annu Rev Inf Sci Technol 37:179–255, 2003) to build up visual maps of science, using co-occurrence of words describing users of research. We explore the properties of this novel kind of maps, in which science is seen from the perspective of research users.

Suggested Citation

  • Andrea Bonaccorsi & Filippo Chiarello & Gualtiero Fantoni, 2021. "Impact for whom? Mapping the users of public research with lexicon-based text mining," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(2), pages 1745-1774, February.
  • Handle: RePEc:spr:scient:v:126:y:2021:i:2:d:10.1007_s11192-020-03803-z
    DOI: 10.1007/s11192-020-03803-z
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11192-020-03803-z
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s11192-020-03803-z?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. Loet Leydesdorff & Duncan Kushnir & Ismael Rafols, 2014. "Interactive overlay maps for US patent (USPTO) data based on International Patent Classification (IPC)," Scientometrics, Springer;Akadémiai Kiadó, vol. 98(3), pages 1583-1599, March.
    2. Johan Bollen & Herbert Van de Sompel & Aric Hagberg & Luis Bettencourt & Ryan Chute & Marko A Rodriguez & Lyudmila Balakireva, 2009. "Clickstream Data Yields High-Resolution Maps of Science," PLOS ONE, Public Library of Science, vol. 4(3), pages 1-11, March.
    3. Joly, P.B. & Gaunand, A. & Colinet, L. & Larédo, P. & Lemarié, S. & Matt, M., 2015. "ASIRPA: a comprehensive theory-based approach to assessing the societal impacts of a research organization," Working Papers 2015-04, Grenoble Applied Economics Laboratory (GAEL).
    4. David Budtz Pedersen & Jonas Følsgaard Grønvad & Rolf Hvidtfeldt, 2020. "Methods for mapping the impact of social sciences and humanities—A literature review," Research Evaluation, Oxford University Press, vol. 29(1), pages 4-21.
    5. Jordi Molas-Gallart & Puay Tang, 2011. "Tracing ‘productive interactions’ to identify social impacts: an example from the social sciences," Research Evaluation, Oxford University Press, vol. 20(3), pages 219-226, September.
    6. SCImago Group: Félix de Moya‐Anegón & Benjamín Vargas‐Quesada & Zaida Chinchilla‐Rodríguez & Elena Corera‐Álvarez & Francisco J. Munoz‐Fernández & Victor Herrero‐Solana, 2007. "Visualizing the marrow of science," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 58(14), pages 2167-2179, December.
    7. Lutz Bornmann, 2013. "What is societal impact of research and how can it be assessed? a literature survey," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 64(2), pages 217-233, February.
    8. Stefan de Jong & Katharine Barker & Deborah Cox & Thordis Sveinsdottir & Peter Van den Besselaar, 2014. "Understanding societal impact through productive interactions: ICT research as a case," Research Evaluation, Oxford University Press, vol. 23(2), pages 89-102.
    9. Luciano Kay & Nils Newman & Jan Youtie & Alan L. Porter & Ismael Rafols, 2014. "Patent overlay mapping: Visualizing technological distance," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 65(12), pages 2432-2443, December.
    10. Ismael Rafols & Alan L. Porter & Loet Leydesdorff, 2010. "Science overlay maps: A new tool for research policy and library management," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 61(9), pages 1871-1887, September.
    11. Laurence Colinet & Pierre Benoit Joly & Ariane Gaunand & Mireille Matt & Philippe Laredo & Stephane Lemarié, 2014. "ASIRPA - Analyse des Impacts de la Recherche Publique Agronomique. Rapport final," Working Papers hal-01064096, HAL.
    12. Peter M. Atkinson, 2014. "Assess the real cost of research assessment," Nature, Nature, vol. 516(7530), pages 145-145, December.
    13. Matt, M. & Gaunand, A. & Joly, P-B. & Colinet, L., 2017. "Opening the black box of impact – Ideal-type impact pathways in a public agricultural research organization," Research Policy, Elsevier, vol. 46(1), pages 207-218.
    14. Daniel Preoţiuc-Pietro & Svitlana Volkova & Vasileios Lampos & Yoram Bachrach & Nikolaos Aletras, 2015. "Studying User Income through Language, Behaviour and Affect in Social Media," PLOS ONE, Public Library of Science, vol. 10(9), pages 1-17, September.
    15. Staffan Jacobsson & Eugenia Perez Vico & Hans Hellsmark, 2014. "The many ways of academic researchers: How is science made useful?," Science and Public Policy, Oxford University Press, vol. 41(5), pages 641-657.
    16. Gabrielle N. Samuel & Gemma E. Derrick, 2015. "Societal impact evaluation: Exploring evaluator perceptions of the characterization of impact under the REF2014," Research Evaluation, Oxford University Press, vol. 24(3), pages 229-241.
    17. Bornmann, Lutz, 2014. "Do altmetrics point to the broader impact of research? An overview of benefits and disadvantages of altmetrics," Journal of Informetrics, Elsevier, vol. 8(4), pages 895-903.
    18. Georg Krücken & Frank Meier & Andre Müller, 2009. "Linkages to the civil society as ‘leisure time activities’? Experiences at a German university," Science and Public Policy, Oxford University Press, vol. 36(2), pages 139-144, March.
    19. Lutz Bornmann & Robin Haunschild & Werner Marx, 2016. "Policy documents as sources for measuring societal impact: how often is climate change research mentioned in policy-related documents?," Scientometrics, Springer;Akadémiai Kiadó, vol. 109(3), pages 1477-1495, December.
    20. Reetta Muhonen & Paul Benneworth & Julia Olmos-Peñuela, 2020. "From productive interactions to impact pathways: Understanding the key dimensions in developing SSH research societal impact," Research Evaluation, Oxford University Press, vol. 29(1), pages 34-47.
    21. J Britt Holbrook & Robert Frodeman, 2011. "Peer review and the ex ante assessment of societal impacts," Research Evaluation, Oxford University Press, vol. 20(3), pages 239-246, September.
    22. Kevin W. Boyack & Richard Klavans & Katy Börner, 2005. "Mapping the backbone of science," Scientometrics, Springer;Akadémiai Kiadó, vol. 64(3), pages 351-374, August.
    23. Hanan Khazragui & John Hudson, 2015. "Measuring the benefits of university research: impact and the REF in the UK," Research Evaluation, Oxford University Press, vol. 24(1), pages 51-62.
    24. Loet Leydesdorff & Stephen Carley & Ismael Rafols, 2013. "Global maps of science based on the new Web-of-Science categories," Scientometrics, Springer;Akadémiai Kiadó, vol. 94(2), pages 589-593, February.
    25. Lutz Bornmann & Werner Marx, 2014. "How should the societal impact of research be generated and measured? A proposal for a simple and practicable approach to allow interdisciplinary comparisons," Scientometrics, Springer;Akadémiai Kiadó, vol. 98(1), pages 211-219, January.
    26. Emanuela Reale & Dragana Avramov & Kubra Canhial & Claire Donovan & Ramon Flecha & Poul Holm & Charles Larkin & Benedetto Lepori & Judith Mosoni-Fried & Esther Oliver & Emilia Primeri & Lidia Puigvert, 2018. "A review of literature on evaluating the scientific, social and political impact of social sciences and humanities research," Research Evaluation, Oxford University Press, vol. 27(4), pages 298-308.
    27. Leydesdorff, Loet & Rafols, Ismael, 2012. "Interactive overlays: A new method for generating global journal maps from Web-of-Science data," Journal of Informetrics, Elsevier, vol. 6(2), pages 318-332.
    28. Stefan P L de Jong & Pleun van Arensbergen & Floortje Daemen & Barend van der Meulen & Peter van den Besselaar, 2011. "Evaluation of research in context: an approach and two cases," Research Evaluation, Oxford University Press, vol. 20(1), pages 61-72, March.
    29. Félix Moya-Anegón & Benjamín Vargas-Quesada & Victor Herrero-Solana & Zaida Chinchilla-Rodríguez & Elena Corera-Álvarez & Francisco J. Munoz-Fernández, 2004. "A new technique for building maps of large scientific domains based on the cocitation of classes and categories," Scientometrics, Springer;Akadémiai Kiadó, vol. 61(1), pages 129-145, September.
    30. Amber Dance, 2013. "Impact: Pack a punch," Nature, Nature, vol. 502(7471), pages 397-398, October.
    31. Ben R Martin, 2011. "The Research Excellence Framework and the ‘impact agenda’: are we creating a Frankenstein monster?," Research Evaluation, Oxford University Press, vol. 20(3), pages 247-254, September.
    32. Susan E Cozzens & Kamau Bobb & Isabel Bortagaray, 2002. "Evaluating the distributional consequences of science and technology policies and programs," Research Evaluation, Oxford University Press, vol. 11(2), pages 101-107, August.
    33. Sarah Bell & Ben Shaw & Annette Boaz, 2011. "Real-world approaches to assessing the impact of environmental research on policy," Research Evaluation, Oxford University Press, vol. 20(3), pages 227-237, September.
    34. Loet Leydesdorff & Ismael Rafols, 2009. "A global map of science based on the ISI subject categories," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 60(2), pages 348-362, February.
    35. Claire Donovan, 2011. "State of the art in assessing research impact: introduction to a special issue," Research Evaluation, Oxford University Press, vol. 20(3), pages 175-179, September.
    36. Ehsan Mohammadi & Mike Thelwall & Stefanie Haustein & Vincent Larivière, 2015. "Who reads research articles? An altmetrics analysis of Mendeley user categories," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 66(9), pages 1832-1846, September.
    37. Laurence Colinet & Pierre Benoit Joly & Ariane Gaunand & Mireille Matt & Philippe Laredo & Stephane Lemarié, 2014. "ASIRPA - Analyse des Impacts de la Recherche Publique Agronomique. Rapport final," Working Papers hal-01190008, HAL.
    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. Mauricio Marrone & Sascha Lemke & Lutz M. Kolbe, 2022. "Entity linking systems for literature reviews," Scientometrics, Springer;Akadémiai Kiadó, vol. 127(7), pages 3857-3878, July.
    2. Yaqub, Ohid & Malkov, Dmitry & Siepel, Josh, 2022. "How unpredictable is research impact? Evidence from the UK’s Research Excellence Framework," SocArXiv qw873, Center for Open Science.

    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. Dotti, Nicola Francesco & Walczyk, Julia, 2022. "What is the societal impact of university research? A policy-oriented review to map approaches, identify monitoring methods and success factors," Evaluation and Program Planning, Elsevier, vol. 95(C).
    2. Matteo Pedrini & Valentina Langella & Mario Alberto Battaglia & Paola Zaratin, 2018. "Assessing the health research’s social impact: a systematic review," Scientometrics, Springer;Akadémiai Kiadó, vol. 114(3), pages 1227-1250, March.
    3. Jorrit P Smit & Laurens K Hessels, 2021. "The production of scientific and societal value in research evaluation: a review of societal impact assessment methods [Systems Thinking, Knowledge and Action: Towards Better Models and Methods]," Research Evaluation, Oxford University Press, vol. 30(3), pages 323-335.
    4. Kroll, Henning & Hansmeier, Hendrik & Hufnagl, Miriam, 2022. "Productive interactions in basic research an enquiry into impact pathways at the DESY synchrotron," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    5. Lutz Bornmann & Robin Haunschild & Werner Marx, 2016. "Policy documents as sources for measuring societal impact: how often is climate change research mentioned in policy-related documents?," Scientometrics, Springer;Akadémiai Kiadó, vol. 109(3), pages 1477-1495, December.
    6. Andrea Bonaccorsi & Nicola Melluso & Francesco Alessandro Massucci, 2022. "Exploring the antecedents of interdisciplinarity at the European Research Council: a topic modeling approach," Scientometrics, Springer;Akadémiai Kiadó, vol. 127(12), pages 6961-6991, December.
    7. Ying Huang & Wolfgang Glänzel & Lin Zhang, 2021. "Tracing the development of mapping knowledge domains," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(7), pages 6201-6224, July.
    8. Bornmann, Lutz & Haunschild, Robin & Adams, Jonathan, 2019. "Do altmetrics assess societal impact in a comparable way to case studies? An empirical test of the convergent validity of altmetrics based on data from the UK research excellence framework (REF)," Journal of Informetrics, Elsevier, vol. 13(1), pages 325-340.
    9. Jielan Ding & Per Ahlgren & Liying Yang & Ting Yue, 2018. "Disciplinary structures in Nature, Science and PNAS: journal and country levels," Scientometrics, Springer;Akadémiai Kiadó, vol. 116(3), pages 1817-1852, September.
    10. Lutz Bornmann, 2013. "What is societal impact of research and how can it be assessed? a literature survey," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 64(2), pages 217-233, February.
    11. Loet Leydesdorff & Lutz Bornmann, 2012. "Mapping (USPTO) patent data using overlays to Google Maps," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 63(7), pages 1442-1458, July.
    12. Marco Gatti, 2018. "The Impact of Management Accounting Research: An Analysis of the Past and a Look at the Future," International Journal of Business and Management, Canadian Center of Science and Education, vol. 13(5), pages 1-47, March.
    13. Alba Viana Lora & Marta Gemma Nel-lo Andreu, 2020. "Alternative Metrics for Assessing the Social Impact of Tourism Research," Sustainability, MDPI, vol. 12(10), pages 1-12, May.
    14. Miguel R. Guevara & Dominik Hartmann & Manuel Aristarán & Marcelo Mendoza & César A. Hidalgo, 2016. "The research space: using career paths to predict the evolution of the research output of individuals, institutions, and nations," Scientometrics, Springer;Akadémiai Kiadó, vol. 109(3), pages 1695-1709, December.
    15. Blanca L. Díaz Mariño & Frida Carmina Caballero-Rico & Ramón Ventura Roque Hernández & José Alberto Ramírez de León & Daniel Alejandro González-Bandala, 2021. "Towards the Construction of Productive Interactions for Social Impact," Sustainability, MDPI, vol. 13(2), pages 1-20, January.
    16. Mingers, John & Leydesdorff, Loet, 2015. "A review of theory and practice in scientometrics," European Journal of Operational Research, Elsevier, vol. 246(1), pages 1-19.
    17. Alessandro Margherita & Gianluca Elia & Claudio Petti, 2022. "What Is Quality in Research? Building a Framework of Design, Process and Impact Attributes and Evaluation Perspectives," Sustainability, MDPI, vol. 14(5), pages 1-18, March.
    18. A. Gaunand & L. Colinet & P.-B. Joly & M. Matt, 2022. "Counting what really counts? Assessing the political impact of science," The Journal of Technology Transfer, Springer, vol. 47(3), pages 699-721, June.
    19. Irwin Feller, 2022. "Assessing the societal impact of publicly funded research," The Journal of Technology Transfer, Springer, vol. 47(3), pages 632-650, June.
    20. Lutz Bornmann & Werner Marx, 2014. "How should the societal impact of research be generated and measured? A proposal for a simple and practicable approach to allow interdisciplinary comparisons," Scientometrics, Springer;Akadémiai Kiadó, vol. 98(1), pages 211-219, January.

    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:spr:scient:v:126:y:2021:i:2:d:10.1007_s11192-020-03803-z. 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.