IDEAS home Printed from https://ideas.repec.org/a/kap/jtecht/v45y2020i4d10.1007_s10961-019-09742-z.html
   My bibliography  Save this article

Entrepreneurial education for the entrepreneurial university: a stakeholder perspective

Author

Listed:
  • Peter T. Gianiodis

    (Duquesne University)

  • William R. Meek

    (University of Dayton)

Abstract

Entrepreneurial universities have gained increasing prominence across the globe and are now engines for regional economic development. While a few, elite universities are successful at developing and exploiting entrepreneurial capital, most universities have achieved only modest results, even after changing organizational structures, incentive systems and strategic priorities. Given this dichotomy, it is time for universities to examine how entrepreneurial education can play a greater role in shaping the entrepreneurial university model to exploit its benefits. We argue that the two institutionalized metrics—number of new firms formed and the amount of licensing revenue—used to evaluate performance of entrepreneurial universities are not easily applicable to science and technology entrepreneurship education. We integrate logic from stakeholder theory to provide a framework for explaining the relationship between entrepreneurship education and the formal and informal processes of technology commercialization within the entrepreneurial university. In addition, we advance a set of questions and performance metrics to evaluate entrepreneurial education initiatives inside of the entrepreneurial university. Thus, our paper includes educational assessment metrics reflecting the needs of a wider variety of stakeholders, including administrators, students, and technology commercialization offices. We conclude with a discussion on the implications for this framework including future research directions.

Suggested Citation

  • Peter T. Gianiodis & William R. Meek, 2020. "Entrepreneurial education for the entrepreneurial university: a stakeholder perspective," The Journal of Technology Transfer, Springer, vol. 45(4), pages 1167-1195, August.
  • Handle: RePEc:kap:jtecht:v:45:y:2020:i:4:d:10.1007_s10961-019-09742-z
    DOI: 10.1007/s10961-019-09742-z
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10961-019-09742-z
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1007/s10961-019-09742-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. Maribel Guerrero & David Urbano & Alain Fayolle, 2016. "Entrepreneurial activity and regional competitiveness: evidence from European entrepreneurial universities," The Journal of Technology Transfer, Springer, vol. 41(1), pages 105-131, February.
    2. Christopher S. Hayter & Andrew J. Nelson & Stephanie Zayed & Alan C. O’Connor, 2018. "Conceptualizing academic entrepreneurship ecosystems: a review, analysis and extension of the literature," The Journal of Technology Transfer, Springer, vol. 43(4), pages 1039-1082, August.
    3. Franklin, Stephen J & Wright, Mike & Lockett, Andy, 2001. "Academic and Surrogate Entrepreneurs in University Spin-Out Companies," The Journal of Technology Transfer, Springer, vol. 26(1-2), pages 127-141, January.
    4. Anonymous, 2014. "Introduction to the Issue," Journal of Wine Economics, Cambridge University Press, vol. 9(1), pages 1-2, May.
    5. Maribel Guerrero & David Urbano & Alain Fayolle, 2016. "Entrepreneurial activity and regional competitiveness : evidence from European entrepreneurial universities," Post-Print hal-02313246, HAL.
    6. Charles Eesley & Jian Bai Li & Delin Yang, 2016. "Does Institutional Change in Universities Influence High-Tech Entrepreneurship? Evidence from China’s Project 985," Organization Science, INFORMS, vol. 27(2), pages 446-461, April.
    7. Rex Dalton, 2008. "Business: Stepping out," Nature, Nature, vol. 452(7184), pages 146-146, March.
    8. Chapple, Wendy & Lockett, Andy & Siegel, Donald & Wright, Mike, 2005. "Assessing the relative performance of U.K. university technology transfer offices: parametric and non-parametric evidence," Research Policy, Elsevier, vol. 34(3), pages 369-384, April.
    9. Mike Wright & Sue Birley & Simon Mosey, 2004. "Entrepreneurship and University Technology Transfer," The Journal of Technology Transfer, Springer, vol. 29(3_4), pages 235-246, August.
    10. Frank T. Rothaermel & Shanti D. Agung & Lin Jiang, 2007. "University entrepreneurship: a taxonomy of the literature," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 16(4), pages 691-791, August.
    11. Walter, Sascha G. & Block, Jörn H., 2016. "Outcomes of entrepreneurship education: An institutional perspective," Journal of Business Venturing, Elsevier, vol. 31(2), pages 216-233.
    12. O’Kane, Conor & Mangematin, Vincent & Geoghegan, Will & Fitzgerald, Ciara, 2015. "University technology transfer offices: The search for identity to build legitimacy," Research Policy, Elsevier, vol. 44(2), pages 421-437.
    13. Heiko Bergmann & Christian Hundt & Rolf Sternberg, 2016. "What makes student entrepreneurs? On the relevance (and irrelevance) of the university and the regional context for student start-ups," Small Business Economics, Springer, vol. 47(1), pages 53-76, June.
    14. Baglieri, Daniela & Baldi, Francesco & Tucci, Christopher L., 2018. "University technology transfer office business models: One size does not fit all," Technovation, Elsevier, vol. 76, pages 51-63.
    15. Andrew Nelson & Erik Monsen, 2014. "Teaching technology commercialization: introduction to the special section," The Journal of Technology Transfer, Springer, vol. 39(5), pages 774-779, October.
    16. Mike Wright & Donald S. Siegel & Philippe Mustar, 2017. "An emerging ecosystem for student start-ups," The Journal of Technology Transfer, Springer, vol. 42(4), pages 909-922, August.
    17. Hayter, Christopher S., 2016. "Constraining entrepreneurial development: A knowledge-based view of social networks among academic entrepreneurs," Research Policy, Elsevier, vol. 45(2), pages 475-490.
    18. Maribel Guerrero & David Urbano, 2012. "The development of an entrepreneurial university," The Journal of Technology Transfer, Springer, vol. 37(1), pages 43-74, February.
    19. Donald F. Kuratko, 2005. "The Emergence of Entrepreneurship Education: Development, Trends, and Challenges," Entrepreneurship Theory and Practice, , vol. 29(5), pages 577-597, September.
    20. Conor O'Kane & Vincent Mangematin & Will Geoghegan & Ciara Fitzgerald, 2015. "University Technology Transfer offices : the search for identity to build legimacy," Post-Print hal-01072998, HAL.
    21. Janet Bercovitz & Maryann Feldman, 2008. "Academic Entrepreneurs: Organizational Change at the Individual Level," Organization Science, INFORMS, vol. 19(1), pages 69-89, February.
    22. Link, Albert N. & Siegel, Donald S. & Wright, Mike (ed.), 2015. "The Chicago Handbook of University Technology Transfer and Academic Entrepreneurship," University of Chicago Press Economics Books, University of Chicago Press, number 9780226178349, September.
    23. Kathrin Bischoff & Christine K. Volkmann & David B. Audretsch, 2018. "Stakeholder collaboration in entrepreneurship education: an analysis of the entrepreneurial ecosystems of European higher educational institutions," The Journal of Technology Transfer, Springer, vol. 43(1), pages 20-46, February.
    24. Grimaldi, Rosa & Kenney, Martin & Siegel, Donald S. & Wright, Mike, 2011. "30 years after Bayh-Dole: Reassessing academic entrepreneurship," Research Policy, Elsevier, vol. 40(8), pages 1045-1057, October.
    25. Bray, Michael J. & Lee, James N., 2000. "University revenues from technology transfer: Licensing fees vs. equity positions," Journal of Business Venturing, Elsevier, vol. 15(5-6), pages 385-392.
    26. Sarfraz Mian & Alain Fayolle & Wadid Lamine, 2012. "Building sustainable regional platforms for incubating science and technology businesses : Evidence from US and French science and technology parks," Post-Print hal-02313066, HAL.
    27. Mike Wright & Simon Mosey & Hannah Noke, 2012. "Academic entrepreneurship and economic competitiveness: rethinking the role of the entrepreneur," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 21(5-6), pages 429-444, December.
    28. Alain Fayolle & Benoît Gailly & Narjisse Lassas-Clerc, 2006. "Assessing the impact of entrepreneurship education programmes: a new methodology," Post-Print hal-02311772, HAL.
    29. Lockett, Andy & Wright, Mike & Franklin, Stephen, 2003. "Technology Transfer and Universities' Spin-Out Strategies," Small Business Economics, Springer, vol. 20(2), pages 185-200, March.
    30. Wai Fong Boh & Uzi De-Haan & Robert Strom, 2016. "University technology transfer through entrepreneurship: faculty and students in spinoffs," The Journal of Technology Transfer, Springer, vol. 41(4), pages 661-669, August.
    31. Clarysse, Bart & Moray, Nathalie, 2004. "A process study of entrepreneurial team formation: the case of a research-based spin-off," Journal of Business Venturing, Elsevier, vol. 19(1), pages 55-79, January.
    32. Maribel Guerrero & David Urbano & Alain Fayolle, 2016. "Entrepreneurial activity and regional competitiveness : evidence from European entrepreneurial universities," Post-Print hal-01988235, HAL.
    33. Vohora, Ajay & Wright, Mike & Lockett, Andy, 2004. "Critical junctures in the development of university high-tech spinout companies," Research Policy, Elsevier, vol. 33(1), pages 147-175, January.
    34. Peter T. Gianiodis & Gideon D. Markman & Andreas Panagopoulos, 2016. "Entrepreneurial universities and overt opportunism," Small Business Economics, Springer, vol. 47(3), pages 609-631, October.
    35. Roberts, Edward B. & Eesley, Charles E., 2011. "Entrepreneurial Impact: The Role of MIT," Foundations and Trends(R) in Entrepreneurship, now publishers, vol. 7(1–2), pages 1-149, August.
    36. David Audretsch & Max Keilbach, 2004. "Entrepreneurship Capital and Economic Performance," Regional Studies, Taylor & Francis Journals, vol. 38(8), pages 949-959.
    37. Tommaso Minola & Davide Donina & Michele Meoli, 2016. "Students climbing the entrepreneurial ladder: Does university internationalization pay off?," Small Business Economics, Springer, vol. 47(3), pages 565-587, October.
    38. Iris Vanaelst & Bart Clarysse & Mike Wright & Andy Lockett & Nathalie Moray & Rosette S'Jegers, 2006. "Entrepreneurial Team Development in Academic Spinouts: An Examination of Team Heterogeneity," Entrepreneurship Theory and Practice, , vol. 30(2), pages 249-271, March.
    39. Sonali Shah & Emily Pahnke, 2014. "Parting the ivory curtain: understanding how universities support a diverse set of startups," The Journal of Technology Transfer, Springer, vol. 39(5), pages 780-792, October.
    40. Åstebro, Thomas & Bazzazian, Navid & Braguinsky, Serguey, 2012. "Startups by recent university graduates and their faculty: Implications for university entrepreneurship policy," Research Policy, Elsevier, vol. 41(4), pages 663-677.
    41. Christopher S. Hayter & Roman Lubynsky & Spiro Maroulis, 2017. "Who is the academic entrepreneur? The role of graduate students in the development of university spinoffs," The Journal of Technology Transfer, Springer, vol. 42(6), pages 1237-1254, December.
    42. Anonymous, 2014. "Introduction to the Issue," Journal of Wine Economics, Cambridge University Press, vol. 9(2), pages 109-110, August.
    43. Mike Wright & Keith M. Hmieleski & Donald S. Siegel & Michael D. Ensley, 2007. "The Role of Human Capital in Technological Entrepreneurship," Entrepreneurship Theory and Practice, , vol. 31(6), pages 791-806, November.
    44. Donald S. Siegel & Reinhilde Veugelers & Mike Wright, 2007. "Technology transfer offices and commercialization of university intellectual property: performance and policy implications," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 23(4), pages 640-660, Winter.
    45. Perkmann, Markus & Tartari, Valentina & McKelvey, Maureen & Autio, Erkko & Broström, Anders & D’Este, Pablo & Fini, Riccardo & Geuna, Aldo & Grimaldi, Rosa & Hughes, Alan & Krabel, Stefan & Kitson, Mi, 2013. "Academic engagement and commercialisation: A review of the literature on university–industry relations," Research Policy, Elsevier, vol. 42(2), pages 423-442.
    46. Markman, Gideon D. & Phan, Phillip H. & Balkin, David B. & Gianiodis, Peter T., 2005. "Entrepreneurship and university-based technology transfer," Journal of Business Venturing, Elsevier, vol. 20(2), pages 241-263, March.
    47. S. Milan & A. Fayolle & W. Lamine, 2012. "Building sustainable regional platforms for incubating science and technology businesses : evidence from US and French science and technology parks," Post-Print halshs-00784601, HAL.
    48. Alain Fayolle & B. Gailly & N. Lassas-Clerc, 2006. "Assessing the Impact of Entrepreneurship Education Programmes: A New Methodology," Post-Print halshs-00133044, HAL.
    49. Phillip Phan, 2014. "The business of translation: The Johns Hopkins University Discovery to Market program," The Journal of Technology Transfer, Springer, vol. 39(5), pages 809-817, October.
    50. Gideon D. Markman & Peter T. Gianiodis & Phillip H. Phan, 2009. "Supply‐Side Innovation and Technology Commercialization," Journal of Management Studies, Wiley Blackwell, vol. 46(4), pages 625-649, June.
    51. Jill A. Brown & Peter T. Gianiodis & Michael D. Santoro, 2015. "Following Doctors’ Orders: Organizational Change as a Response to Human Capital Bargaining Power," Organization Science, INFORMS, vol. 26(5), pages 1284-1300, October.
    52. Bergmann, Heiko & Geissler, Mario & Hundt, Christian & Grave, Barbara, 2018. "The climate for entrepreneurship at higher education institutions," Research Policy, Elsevier, vol. 47(4), pages 700-716.
    53. Bruce Pietrykowski, 2001. "Information Technology and Commercialization of Knowledge: Corporate Universities and Class Dynamics in an Era of Technological Restructuring," Journal of Economic Issues, Taylor & Francis Journals, vol. 35(2), pages 299-306, June.
    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. Timo Nevalainen & Jaana Seikkula-Leino & Maria Salomaa, 2021. "Team Learning as a Model for Facilitating Entrepreneurial Competences in Higher Education: The Case of Proakatemia," Sustainability, MDPI, vol. 13(13), pages 1-17, July.
    2. Guerrero, Maribel & Pugh, Rhiannon, 2022. "Entrepreneurial universities’ metamorphosis: Encountering technological and emotional disruptions in the COVID-19 ERA," Technovation, Elsevier, vol. 118(C).
    3. Analena B. Bruce & Yetkin Borlu & Leland L. Glenna, 2023. "Assessing the scientific support for U.S. EPA pesticide regulatory policy governing active and inert ingredients," Journal of Environmental Studies and Sciences, Springer;Association of Environmental Studies and Sciences, vol. 13(1), pages 1-13, March.
    4. Claudia Isac & Ana Maria Mihaela Iordache & Lia Baltador & Cristina Coculescu & Dorina Niță, 2023. "Enhancing Students’ Entrepreneurial Competencies through Extracurricular Activities—A Pragmatic Approach to Sustainability-Oriented Higher Education," Sustainability, MDPI, vol. 15(11), pages 1-26, May.
    5. Babelytė-Labanauskė Kristina, 2022. "Re-exploring Seminal Works on Resource-Based View and Resource Dependence Theory: The Case of Entrepreneurial Research Organization," Management of Organizations: Systematic Research, Sciendo, vol. 87(1), pages 21-42, June.
    6. Qiu, Hong & Chreim, Samia & Freel, Mark, 2023. "A tension lens for understanding entrepreneurship-related activities in the university," Technological Forecasting and Social Change, Elsevier, vol. 186(PB).
    7. Muralidharan Loganathan & M. H. Bala Subrahmanya, 2023. "Efficiency of Entrepreneurial Universities in India: A Data Envelopment Analysis," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 14(2), pages 1120-1144, June.
    8. Michela Loi & Alain Fayolle & Marco van Gelderen & Elen Riot & Deema Refai & David Higgins & Radi Haloub & Marcus Alexandre Yshikawa Salusse & Erwan Lamy & Caroline Verzat & Fabrice Cavarretta, 2022. "Entrepreneurship Education at the Crossroads: Challenging Taken-for-Granted Assumptions and Opening New Perspectives," Post-Print hal-03983114, HAL.
    9. Thobeka Ncanywa & Noluntu Dyantyi, 2022. "Can enabling entrepreneurship ecosystem improve commercialization of research in South African Higher Education Institutions?," International Journal of Research in Business and Social Science (2147-4478), Center for the Strategic Studies in Business and Finance, vol. 11(8), pages 304-311, November.
    10. Glenna, Leland & Bruce, Analena, 2021. "Suborning science for profit: Monsanto, glyphosate, and private science research misconduct," Research Policy, Elsevier, vol. 50(7).

    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. Christopher S. Hayter & Andrew J. Nelson & Stephanie Zayed & Alan C. O’Connor, 2018. "Conceptualizing academic entrepreneurship ecosystems: a review, analysis and extension of the literature," The Journal of Technology Transfer, Springer, vol. 43(4), pages 1039-1082, August.
    2. Giuliano Sansone & Daniele Battaglia & Paolo Landoni & Emilio Paolucci, 2021. "Academic spinoffs: the role of entrepreneurship education," International Entrepreneurship and Management Journal, Springer, vol. 17(1), pages 369-399, March.
    3. Fischer, Bruno Brandão & Moraes, Gustavo Hermínio Salati Marcondes de & Schaeffer, Paola Rücker, 2019. "Universities' institutional settings and academic entrepreneurship: Notes from a developing country," Technological Forecasting and Social Change, Elsevier, vol. 147(C), pages 243-252.
    4. Christian Sandström & Karl Wennberg & Martin W. Wallin & Yulia Zherlygina, 2018. "Public policy for academic entrepreneurship initiatives: a review and critical discussion," The Journal of Technology Transfer, Springer, vol. 43(5), pages 1232-1256, October.
    5. Belitski, Maksim & Aginskaja, Anna & Marozau, Radzivon, 2019. "Commercializing university research in transition economies: Technology transfer offices or direct industrial funding?," Research Policy, Elsevier, vol. 48(3), pages 601-615.
    6. Good, Matthew & Knockaert, Mirjam & Soppe, Birthe & Wright, Mike, 2019. "The technology transfer ecosystem in academia. An organizational design perspective," Technovation, Elsevier, vol. 82, pages 35-50.
    7. Maribel Guerrero & David Urbano & Alain Fayolle & Magnus Klofsten & Sarfraz Mian, 2016. "Entrepreneurial universities: emerging models in the new social and economic landscape," Small Business Economics, Springer, vol. 47(3), pages 551-563, October.
    8. Chiara Marzocchi & Fumi Kitagawa & Mabel Sánchez-Barrioluengo, 2019. "Evolving missions and university entrepreneurship: academic spin-offs and graduate start-ups in the entrepreneurial society," The Journal of Technology Transfer, Springer, vol. 44(1), pages 167-188, February.
    9. Peter T. Gianiodis & Gideon D. Markman & Andreas Panagopoulos, 2016. "Entrepreneurial universities and overt opportunism," Small Business Economics, Springer, vol. 47(3), pages 609-631, October.
    10. Daniela Bolzani & Federico Munari & Einar Rasmussen & Laura Toschi, 2021. "Technology transfer offices as providers of science and technology entrepreneurship education," The Journal of Technology Transfer, Springer, vol. 46(2), pages 335-365, April.
    11. Igors Skute, 2019. "Opening the black box of academic entrepreneurship: a bibliometric analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 120(1), pages 237-265, July.
    12. Berna Beyhan & Derya Findik, 2018. "Student and graduate entrepreneurship: ambidextrous universities create more nascent entrepreneurs," The Journal of Technology Transfer, Springer, vol. 43(5), pages 1346-1374, October.
    13. Annelore Huyghe & Mirjam Knockaert & Evila Piva & Mike Wright, 2016. "Are researchers deliberately bypassing the technology transfer office? An analysis of TTO awareness," Small Business Economics, Springer, vol. 47(3), pages 589-607, October.
    14. Centobelli, Piera & Cerchione, Roberto & Esposito, Emilio & Shashi,, 2019. "Exploration and exploitation in the development of more entrepreneurial universities: A twisting learning path model of ambidexterity," Technological Forecasting and Social Change, Elsevier, vol. 141(C), pages 172-194.
    15. Meoli, Azzurra & Fini, Riccardo & Sobrero, Maurizio & Wiklund, Johan, 2020. "How entrepreneurial intentions influence entrepreneurial career choices: The moderating influence of social context," Journal of Business Venturing, Elsevier, vol. 35(3).
    16. Marius Tuft Mathisen & Einar Rasmussen, 2019. "The development, growth, and performance of university spin-offs: a critical review," The Journal of Technology Transfer, Springer, vol. 44(6), pages 1891-1938, December.
    17. Ferran Giones & Kari Kleine & Silke Tegtmeier, 2022. "Students as scientists’ co-pilots at the onset of technology transfer: a two-way learning process," The Journal of Technology Transfer, Springer, vol. 47(5), pages 1373-1394, October.
    18. Etzkowitz, Henry & Germain-Alamartine, Eloïse & Keel, Jisoo & Kumar, Caleb & Smith, Kaden Nelson & Albats, Ekaterina, 2019. "Entrepreneurial university dynamics: Structured ambivalence, relative deprivation and institution-formation in the Stanford innovation system," Technological Forecasting and Social Change, Elsevier, vol. 141(C), pages 159-171.
    19. Svante Andersson & Eva Berggren, 2016. "Born global or local? Factors influencing the internationalization of university spin-offs—the case of Halmstad University [Born Global oder Born Local: Was beinflüsst und erleichtert die Internati," Journal of International Entrepreneurship, Springer, vol. 14(3), pages 296-322, September.
    20. Guindalini, Camila & Verreynne, Martie-Louise & Kastelle, Tim, 2021. "Taking scientific inventions to market: Mapping the academic entrepreneurship ecosystem," Technological Forecasting and Social Change, Elsevier, vol. 173(C).

    More about this item

    Keywords

    Academic entrepreneurship; Entrepreneurship education; Entrepreneurial universities; Performance metrics;
    All these keywords.

    JEL classification:

    • I25 - Health, Education, and Welfare - - Education - - - Education and Economic Development
    • L26 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Entrepreneurship
    • L32 - Industrial Organization - - Nonprofit Organizations and Public Enterprise - - - Public Enterprises; Public-Private Enterprises
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives

    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:45:y:2020:i:4:d:10.1007_s10961-019-09742-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.