IDEAS home Printed from https://ideas.repec.org/a/eee/infome/v13y2019i1p185-201.html
   My bibliography  Save this article

Measuring the academic reputation through citation networks via PageRank

Author

Listed:
  • Massucci, Francesco Alessandro
  • Docampo, Domingo

Abstract

The objective assessment of the prestige of an academic institution is a difficult and hotly debated task. In the last few years, different types of university rankings have been proposed to quantify it, yet the debate on what rankings are exactly measuring is enduring.

Suggested Citation

  • Massucci, Francesco Alessandro & Docampo, Domingo, 2019. "Measuring the academic reputation through citation networks via PageRank," Journal of Informetrics, Elsevier, vol. 13(1), pages 185-201.
  • Handle: RePEc:eee:infome:v:13:y:2019:i:1:p:185-201
    DOI: 10.1016/j.joi.2018.12.001
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S175115771830110X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.joi.2018.12.001?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. Catherine Dehon & Alice McCathie & Vincenzo Verardi, 2010. "Uncovering excellence in academic rankings: a closer look at the Shanghai ranking," Scientometrics, Springer;Akadémiai Kiadó, vol. 83(2), pages 515-524, May.
    2. Ludo Waltman & Clara Calero‐Medina & Joost Kosten & Ed C.M. Noyons & Robert J.W. Tijssen & Nees Jan van Eck & Thed N. van Leeuwen & Anthony F.J. van Raan & Martijn S. Visser & Paul Wouters, 2012. "The Leiden ranking 2011/2012: Data collection, indicators, and interpretation," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 63(12), pages 2419-2432, December.
    3. Filippo Radicchi, 2011. "Who Is the Best Player Ever? A Complex Network Analysis of the History of Professional Tennis," PLOS ONE, Public Library of Science, vol. 6(2), pages 1-7, February.
    4. Upul Senanayake & Mahendra Piraveenan & Albert Zomaya, 2015. "The Pagerank-Index: Going beyond Citation Counts in Quantifying Scientific Impact of Researchers," PLOS ONE, Public Library of Science, vol. 10(8), pages 1-34, August.
    5. Domingo Docampo, 2011. "On using the Shanghai ranking to assess the research performance of university systems," Scientometrics, Springer;Akadémiai Kiadó, vol. 86(1), pages 77-92, January.
    6. Veljko Jeremic & Milica Bulajic & Milan Martic & Zoran Radojicic, 2011. "A fresh approach to evaluating the academic ranking of world universities," Scientometrics, Springer;Akadémiai Kiadó, vol. 87(3), pages 587-596, June.
    7. Feiheng Luo & Aixin Sun & Mojisola Erdt & Aravind Sesagiri Raamkumar & Yin-Leng Theng, 2018. "Exploring prestigious citations sourced from top universities in bibliometrics and altmetrics: a case study in the computer science discipline," Scientometrics, Springer;Akadémiai Kiadó, vol. 114(1), pages 1-17, January.
    8. Jevin West & Theodore Bergstrom & Carl T. Bergstrom, 2010. "Big Macs and Eigenfactor scores: Don't let correlation coefficients fool you," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 61(9), pages 1800-1807, September.
    9. Jean-Charles Billaut & Denis Bouyssou & Philippe Vincke, 2010. "Should you believe in the Shanghai ranking?," Scientometrics, Springer;Akadémiai Kiadó, vol. 84(1), pages 237-263, July.
    10. M. Ryan Haley, 2017. "On the inauspicious incentives of the scholar-level h-index: an economist’s take on collusive and coercive citation," Applied Economics Letters, Taylor & Francis Journals, vol. 24(2), pages 85-89, January.
    11. Marlo M Vernon & E Andrew Balas & Shaher Momani, 2018. "Are university rankings useful to improve research? A systematic review," PLOS ONE, Public Library of Science, vol. 13(3), pages 1-15, March.
    12. Philippe Aghion & Mathias Dewatripont & Caroline Hoxby & Andreu Mas-Colell & André Sapir, . "Higher aspirations- an agenda for reforming European universities," Blueprints, Bruegel, number 1, December.
    13. Jean-Charles Billaut & Denis Bouyssou & Philippe Vincke, 2010. "Should you believe in the Shanghai ranking?," Scientometrics, Springer;Akadémiai Kiadó, vol. 84(1), pages 237-263, July.
    14. Henk F. Moed & Lisa Colledge & Jan Reedijk & Felix Moya-Anegon & Vicente Guerrero-Bote & Andrew Plume & Mayur Amin, 2012. "Citation-based metrics are appropriate tools in journal assessment provided that they are accurate and used in an informed way," Scientometrics, Springer;Akadémiai Kiadó, vol. 92(2), pages 367-376, August.
    15. Nykl, Michal & Ježek, Karel & Fiala, Dalibor & Dostal, Martin, 2014. "PageRank variants in the evaluation of citation networks," Journal of Informetrics, Elsevier, vol. 8(3), pages 683-692.
    16. Domingo Docampo, 2013. "Reproducibility of the Shanghai academic ranking of world universities results," Scientometrics, Springer;Akadémiai Kiadó, vol. 94(2), pages 567-587, February.
    17. Ying Ding & Erjia Yan & Arthur Frazho & James Caverlee, 2009. "PageRank for ranking authors in co‐citation networks," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 60(11), pages 2229-2243, November.
    18. ParvezAhamad Kazi & Manasi Patwardhan & Pushkar Joglekar, 2016. "Towards a new perspective on context based citation index of research articles," Scientometrics, Springer;Akadémiai Kiadó, vol. 107(1), pages 103-121, April.
    19. Chao Gao & Zhen Wang & Xianghua Li & Zili Zhang & Wei Zeng, 2016. "PR-Index: Using the h-Index and PageRank for Determining True Impact," PLOS ONE, Public Library of Science, vol. 11(9), pages 1-13, September.
    20. repec:dau:papers:123456789/2947 is not listed on IDEAS
    21. Domingo Docampo & Lawrence Cram, 2014. "On the internal dynamics of the Shanghai ranking," Scientometrics, Springer;Akadémiai Kiadó, vol. 98(2), pages 1347-1366, February.
    22. Isidro F. Aguillo & Judit Bar-Ilan & Mark Levene & José Luis Ortega, 2010. "Comparing university rankings," Scientometrics, Springer;Akadémiai Kiadó, vol. 85(1), pages 243-256, October.
    23. Ludo Waltman & Clara Calero-Medina & Joost Kosten & Ed C.M. Noyons & Robert J.W. Tijssen & Nees Jan Eck & Thed N. Leeuwen & Anthony F.J. Raan & Martijn S. Visser & Paul Wouters, 2012. "The Leiden ranking 2011/2012: Data collection, indicators, and interpretation," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 63(12), pages 2419-2432, December.
    24. Dunaiski, Marcel & Visser, Willem & Geldenhuys, Jaco, 2016. "Evaluating paper and author ranking algorithms using impact and contribution awards," Journal of Informetrics, Elsevier, vol. 10(2), pages 392-407.
    25. Henk F. Moed, 2017. "A critical comparative analysis of five world university rankings," Scientometrics, Springer;Akadémiai Kiadó, vol. 110(2), pages 967-990, February.
    26. Mu-Hsuan Huang, 2012. "Opening the black box of QS World University Rankings," Research Evaluation, Oxford University Press, vol. 21(1), pages 71-78, February.
    27. Domingo Docampo, 2011. "Erratum to: On using the Shanghai ranking to assess the research performance of university systems," Scientometrics, Springer;Akadémiai Kiadó, vol. 86(1), pages 237-237, January.
    28. Fred L. Bookstein & Horst Seidler & Martin Fieder & Georg Winckler, 2010. "Too much noise in the Times Higher Education rankings," Scientometrics, Springer;Akadémiai Kiadó, vol. 85(1), pages 295-299, October.
    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. Bai, Xiaomei & Zhang, Fuli & Liu, Jiaying & Xia, Feng, 2023. "Quantifying the impact of scientific collaboration and papers via motif-based heterogeneous networks," Journal of Informetrics, Elsevier, vol. 17(2).
    2. Alexander Kuchansky & Andrii Biloshchytskyi & Yurii Andrashko & Svitlana Biloshchytska & Adil Faizullin, 2022. "The Scientific Productivity of Collective Subjects Based on the Time-Weighted PageRank Method with Citation Intensity," Publications, MDPI, vol. 10(4), pages 1-17, October.
    3. Indra Budi & Yaniasih Yaniasih, 2023. "Understanding the meanings of citations using sentiment, role, and citation function classifications," Scientometrics, Springer;Akadémiai Kiadó, vol. 128(1), pages 735-759, January.
    4. Shen, Zhao-Li & Su, Meng & Carpentieri, Bruno & Wen, Chun, 2022. "Shifted power-GMRES method accelerated by extrapolation for solving PageRank with multiple damping factors," Applied Mathematics and Computation, Elsevier, vol. 420(C).
    5. Zhang, Ronda J. & Ye, Fred Y., 2020. "Measuring similarity for clarifying layer difference in multiplex ad hoc duplex information networks," Journal of Informetrics, Elsevier, vol. 14(1).
    6. Chen, Ying & Koch, Thorsten & Zakiyeva, Nazgul & Liu, Kailiang & Xu, Zhitong & Chen, Chun-houh & Nakano, Junji & Honda, Keisuke, 2023. "Article’s scientific prestige: Measuring the impact of individual articles in the web of science," Journal of Informetrics, Elsevier, vol. 17(1).
    7. Zhang, Xinyuan & Xie, Qing & Song, Min, 2021. "Measuring the impact of novelty, bibliometric, and academic-network factors on citation count using a neural network," Journal of Informetrics, Elsevier, vol. 15(2).
    8. Xiaomei Bai & Fuli Zhang & Jinzhou Li & Zhong Xu & Zeeshan Patoli & Ivan Lee, 2021. "Quantifying scientific collaboration impact by exploiting collaboration-citation network," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(9), pages 7993-8008, 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. Antonio Fernández-Cano & Elvira Curiel-Marin & Manuel Torralbo-Rodríguez & Mónica Vallejo-Ruiz, 2018. "Questioning the Shanghai Ranking methodology as a tool for the evaluation of universities: an integrative review," Scientometrics, Springer;Akadémiai Kiadó, vol. 116(3), pages 2069-2083, September.
    2. Milica Jovanovic & Veljko Jeremic & Gordana Savic & Milica Bulajic & Milan Martic, 2012. "How does the normalization of data affect the ARWU ranking?," Scientometrics, Springer;Akadémiai Kiadó, vol. 93(2), pages 319-327, November.
    3. Domingo Docampo & Lawrence Cram, 2015. "On the effects of institutional size in university classifications: the case of the Shanghai ranking," Scientometrics, Springer;Akadémiai Kiadó, vol. 102(2), pages 1325-1346, February.
    4. Veljko Jeremic & Milica Bulajic & Milan Martic & Zoran Radojicic, 2011. "A fresh approach to evaluating the academic ranking of world universities," Scientometrics, Springer;Akadémiai Kiadó, vol. 87(3), pages 587-596, June.
    5. Domingo Docampo & Lawrence Cram, 2014. "On the internal dynamics of the Shanghai ranking," Scientometrics, Springer;Akadémiai Kiadó, vol. 98(2), pages 1347-1366, February.
    6. Shahryar Rahnamayan & Sedigheh Mahdavi & Kalyanmoy Deb & Azam Asilian Bidgoli, 2020. "Ranking Multi-Metric Scientific Achievements Using a Concept of Pareto Optimality," Mathematics, MDPI, vol. 8(6), pages 1-46, June.
    7. Gul, Muhammet & Yucesan, Melih, 2022. "Performance evaluation of Turkish Universities by an integrated Bayesian BWM-TOPSIS model," Socio-Economic Planning Sciences, Elsevier, vol. 80(C).
    8. Ludo Waltman & Clara Calero-Medina & Joost Kosten & Ed C.M. Noyons & Robert J.W. Tijssen & Nees Jan Eck & Thed N. Leeuwen & Anthony F.J. Raan & Martijn S. Visser & Paul Wouters, 2012. "The Leiden ranking 2011/2012: Data collection, indicators, and interpretation," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 63(12), pages 2419-2432, December.
    9. Osmo Kivinen & Juha Hedman & Kalle Artukka, 2017. "Scientific publishing and global university rankings. How well are top publishing universities recognized?," Scientometrics, Springer;Akadémiai Kiadó, vol. 112(1), pages 679-695, July.
    10. Berlemann, Michael & Haucap, Justus, 2015. "Which factors drive the decision to opt out of individual research rankings? An empirical study of academic resistance to change," Research Policy, Elsevier, vol. 44(5), pages 1108-1115.
    11. Vicente Safón, 2013. "What do global university rankings really measure? The search for the X factor and the X entity," Scientometrics, Springer;Akadémiai Kiadó, vol. 97(2), pages 223-244, November.
    12. Vicente Safón, 2019. "Inter-ranking reputational effects: an analysis of the Academic Ranking of World Universities (ARWU) and the Times Higher Education World University Rankings (THE) reputational relationship," Scientometrics, Springer;Akadémiai Kiadó, vol. 121(2), pages 897-915, November.
    13. Mehdi Rhaiem & Nabil Amara, 2020. "Determinants of research efficiency in Canadian business schools: evidence from scholar-level data," Scientometrics, Springer;Akadémiai Kiadó, vol. 125(1), pages 53-99, October.
    14. Cinzia Daraio & Simone Di Leo & Loet Leydesdorff, 2022. "Using the Leiden Rankings as a Heuristics: Evidence from Italian universities in the European landscape," LEM Papers Series 2022/08, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    15. D. Docampo & D. Egret & L. Cram, 2015. "The effect of university mergers on the Shanghai ranking," Scientometrics, Springer;Akadémiai Kiadó, vol. 104(1), pages 175-191, July.
    16. Enar Ruiz-Conde & Aurora Calderón-Martínez, 2014. "University institutional repositories: competitive environment and their role as communication media of scientific knowledge," Scientometrics, Springer;Akadémiai Kiadó, vol. 98(2), pages 1283-1299, February.
    17. Domingo Docampo, 2013. "Reproducibility of the Shanghai academic ranking of world universities results," Scientometrics, Springer;Akadémiai Kiadó, vol. 94(2), pages 567-587, February.
    18. Alan Peter Matthews, 2012. "South African universities in world rankings," Scientometrics, Springer;Akadémiai Kiadó, vol. 92(3), pages 675-695, September.
    19. Aparna Basu & Sumit Kumar Banshal & Khushboo Singhal & Vivek Kumar Singh, 2016. "Designing a Composite Index for research performance evaluation at the national or regional level: ranking Central Universities in India," Scientometrics, Springer;Akadémiai Kiadó, vol. 107(3), pages 1171-1193, June.
    20. Dunaiski, Marcel & Geldenhuys, Jaco & Visser, Willem, 2019. "Globalised vs averaged: Bias and ranking performance on the author level," Journal of Informetrics, Elsevier, vol. 13(1), pages 299-313.

    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:infome:v:13:y:2019:i:1:p:185-201. 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.elsevier.com/locate/joi .

    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.