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Are Altmetric.com scores effective for research impact evaluation in the social sciences and humanities?

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  • Yang, Siluo
  • Zheng, Mengxue
  • Yu, Yonghao
  • Wolfram, Dietmar

Abstract

Altmetric.com is one of the leading and widely used commercial providers of altmetrics. Altmetrics is a broad term that encapsulates the collection of multiple digital indicators related to scholarly work (NISO, 2016). In this paper, the group of altmetrics provided by Altmetric.com is called Altmetric.com scores. This study assesses whether Altmetric.com scores are currently effective indicators to evaluate the research impact of social sciences and humanities (SSH). This research covers 1,253,028 records from the SSCI and A&HCI for five years (2013–2017), three publication types (articles, reviews, and proceedings papers), and 10 altmetrics provided by Altmetric.com to test the effectiveness of Altmetric.com scores through four proposed dimensions, including transparency, fairness, availability, and validity. Results show that the transparency of Altmetric.com scores is underexposed. And Altmetric.com scores favored English publications authored by North American researchers. Except for Altmetric attention score, Posts, Readers, and Tweeters, the data presence of most Altmetric.com scores was insufficient. As to research impact, Altmetric.com scores can help to reflect different impacts of SSH research. Overall, the results suggest that Altmetric.com scores are not yet sufficiently effective for evaluating the impact of SSH research though they can provide new insights into impact evaluation.

Suggested Citation

  • Yang, Siluo & Zheng, Mengxue & Yu, Yonghao & Wolfram, Dietmar, 2021. "Are Altmetric.com scores effective for research impact evaluation in the social sciences and humanities?," Journal of Informetrics, Elsevier, vol. 15(1).
  • Handle: RePEc:eee:infome:v:15:y:2021:i:1:s1751157720306374
    DOI: 10.1016/j.joi.2020.101120
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    1. Albarrán, Pedro & Ortuño, Ignacio & Ruiz-Castillo, Javier, 2011. "High- and low-impact citation measures: Empirical applications," Journal of Informetrics, Elsevier, vol. 5(1), pages 122-145.
    2. Éric Archambault & Étienne Vignola-Gagné & Grégoire Côté & Vincent Larivière & Yves Gingrasb, 2006. "Benchmarking scientific output in the social sciences and humanities: The limits of existing databases," Scientometrics, Springer;Akadémiai Kiadó, vol. 68(3), pages 329-342, September.
    3. Vincent Larivière & Éric Archambault & Yves Gingras & Étienne Vignola‐Gagné, 2006. "The place of serials in referencing practices: Comparing natural sciences and engineering with social sciences and humanities," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 57(8), pages 997-1004, June.
    4. Vincenzo Verardi & Alice McCathie, 2012. "The S-estimator of multivariate location and scatter in Stata," Stata Journal, StataCorp LP, vol. 12(2), pages 299-307, June.
    5. José Luis Ortega, 2020. "Blogs and news sources coverage in altmetrics data providers: a comparative analysis by country, language, and subject," Scientometrics, Springer;Akadémiai Kiadó, vol. 122(1), pages 555-572, January.
    6. Ye‐Sho Chen & P. Pete Chong & Morgan Y. Tong, 1995. "Dynamic behavior of Bradford's law," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 46(5), pages 370-383, June.
    7. Anton J. Nederhof, 2006. "Bibliometric monitoring of research performance in the Social Sciences and the Humanities: A Review," Scientometrics, Springer;Akadémiai Kiadó, vol. 66(1), pages 81-100, January.
    8. José Luis Ortega, 2018. "Reliability and accuracy of altmetric providers: a comparison among Altmetric.com, PlumX and Crossref Event Data," Scientometrics, Springer;Akadémiai Kiadó, vol. 116(3), pages 2123-2138, September.
    9. Kuang-hua Chen & Muh-chyun Tang & Chun-mei Wang & Jieh Hsiang, 2015. "Exploring alternative metrics of scholarly performance in the social sciences and humanities in Taiwan," Scientometrics, Springer;Akadémiai Kiadó, vol. 102(1), pages 97-112, January.
    10. Graham J. G. Upton, 1992. "Fisher's Exact Test," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 155(3), pages 395-402, May.
    11. Zhichao Fang & Rodrigo Costas, 2020. "Studying the accumulation velocity of altmetric data tracked by Altmetric.com," Scientometrics, Springer;Akadémiai Kiadó, vol. 123(2), pages 1077-1101, May.
    12. Lutz Bornmann & Robin Haunschild, 2018. "Do altmetrics correlate with the quality of papers? A large-scale empirical study based on F1000Prime data," PLOS ONE, Public Library of Science, vol. 13(5), pages 1-12, May.
    13. Thelwall, Mike & Wilson, Paul, 2014. "Regression for citation data: An evaluation of different methods," Journal of Informetrics, Elsevier, vol. 8(4), pages 963-971.
    14. Christian Gumpenberger & Wolfgang Glänzel & Juan Gorraiz, 2016. "The ecstasy and the agony of the altmetric score," Scientometrics, Springer;Akadémiai Kiadó, vol. 108(2), pages 977-982, August.
    15. Bornmann, Lutz & Williams, Richard, 2013. "How to calculate the practical significance of citation impact differences? An empirical example from evaluative institutional bibliometrics using adjusted predictions and marginal effects," Journal of Informetrics, Elsevier, vol. 7(2), pages 562-574.
    16. Diana Hicks, 1999. "The difficulty of achieving full coverage of international social science literature and the bibliometric consequences," Scientometrics, Springer;Akadémiai Kiadó, vol. 44(2), pages 193-215, February.
    17. Thelwall, Mike & Nevill, Tamara, 2018. "Could scientists use Altmetric.com scores to predict longer term citation counts?," Journal of Informetrics, Elsevier, vol. 12(1), pages 237-248.
    18. Cassidy R. Sugimoto & Sam Work & Vincent Larivière & Stefanie Haustein, 2017. "Scholarly use of social media and altmetrics: A review of the literature," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 68(9), pages 2037-2062, September.
    19. Liwei Zhang & Jue Wang, 2018. "Why highly cited articles are not highly tweeted? A biology case," Scientometrics, Springer;Akadémiai Kiadó, vol. 117(1), pages 495-509, October.
    20. Pardeep Sud & Mike Thelwall, 2014. "Evaluating altmetrics," Scientometrics, Springer;Akadémiai Kiadó, vol. 98(2), pages 1131-1143, February.
    21. Diana Hicks & Paul Wouters & Ludo Waltman & Sarah de Rijcke & Ismael Rafols, 2015. "Bibliometrics: The Leiden Manifesto for research metrics," Nature, Nature, vol. 520(7548), pages 429-431, April.
    22. Zhichao Fang & Rodrigo Costas & Wencan Tian & Xianwen Wang & Paul Wouters, 2020. "An extensive analysis of the presence of altmetric data for Web of Science publications across subject fields and research topics," Scientometrics, Springer;Akadémiai Kiadó, vol. 124(3), pages 2519-2549, September.
    23. Ehsan Mohammadi & Mike Thelwall, 2014. "Mendeley readership altmetrics for the social sciences and humanities: Research evaluation and knowledge flows," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 65(8), pages 1627-1638, August.
    24. Lutz Bornmann & Robin Haunschild, 2017. "Does evaluative scientometrics lose its main focus on scientific quality by the new orientation towards societal impact?," Scientometrics, Springer;Akadémiai Kiadó, vol. 110(2), pages 937-943, February.
    25. Xi Zhang & Xianhai Wang & Hongke Zhao & Patricia Ordóñez de Pablos & Yongqiang Sun & Hui Xiong, 2019. "An effectiveness analysis of altmetrics indices for different levels of artificial intelligence publications," Scientometrics, Springer;Akadémiai Kiadó, vol. 119(3), pages 1311-1344, June.
    26. Ye‐Sho Chen, 1995. "On the dynamic behavior of Bradford's Law—response," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 46(10), pages 799-800, December.
    27. Ortega, José Luis, 2015. "Relationship between altmetric and bibliometric indicators across academic social sites: The case of CSIC's members," Journal of Informetrics, Elsevier, vol. 9(1), pages 39-49.
    28. Martín-Martín, Alberto & Orduna-Malea, Enrique & Delgado López-Cózar, Emilio, 2018. "Author-level metrics in the new academic profile platforms: The online behaviour of the Bibliometrics community," Journal of Informetrics, Elsevier, vol. 12(2), pages 494-509.
    29. Rodrigo Costas & Zohreh Zahedi & Paul Wouters, 2015. "Do “altmetrics” correlate with citations? Extensive comparison of altmetric indicators with citations from a multidisciplinary perspective," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 66(10), pages 2003-2019, October.
    30. Abramo, Giovanni, 2018. "Revisiting the scientometric conceptualization of impact and its measurement," Journal of Informetrics, Elsevier, vol. 12(3), pages 590-597.
    31. Andrea Bonaccorsi & Cinzia Daraio & Stefano Fantoni & Viola Folli & Marco Leonetti & Giancarlo Ruocco, 2017. "Do social sciences and humanities behave like life and hard sciences?," Scientometrics, Springer;Akadémiai Kiadó, vol. 112(1), pages 607-653, July.
    32. 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.
    33. Waltman, Ludo, 2016. "A review of the literature on citation impact indicators," Journal of Informetrics, Elsevier, vol. 10(2), pages 365-391.
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    5. Abdelghani Maddi & David / Sapinho, 2022. "Article Processing Charges, Altmetrics and Citation Impact: Is there an economic rationale?," Post-Print hal-03552377, HAL.

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