Exploring topics of the female librarians
Topic modelling approach on research articles
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Background of the study: Female librarians often face limitations in their professional development and encounter various challenges. Previous studies have shown that while many articles focus on women librarians as a subject, few delve into the topics discussed.
Purpose: This research aims to find out which topics are developing in the world of libraries, with a specific focus on female librarians.
Method: This study uses topic modelling to explore abstracts from documents discussing female librarians, using BERTopic, scattertext, and VOSviewer to identify emerging topics from data obtained from Scopus.
Findings: A total of 6 topics were determined, where Topic 0 and Topic 3 had the highest similarity. At the same time, keyword analysis did not reveal any particularly prominent keywords in the 2020s.
Conclusion: The discussion on female librarians covers topics such as professional advancement, work-life balance, knowledge gaps in technology, stereotypes, and the correlation between these topics. This study provides an overview of text analysis that librarians can use to identify topics in a collection of texts, such as abstracts, and examine how different topics relate to each other, as a single document can reflect multiple topics.
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Abu-Tineh, A. M., Romanowski, M. H., Chaaban, Y., Alkhatib, H., Ghamrawi, N., & Alshaboul, Y. M. (2023). Career Advancement, Job Satisfaction, Career Retention, and Other Related Dimensions for Sustainability: A Perception Study of Qatari Public School Teachers. Sustainability, 15(5), 4370. https://doi.org/10.3390/su15054370
ACRL Research Planning and Review Committee. (2018). 2018 top trends in academic libraries: A review of the trends and issues affecting academic libraries in higher education. College & Research Libraries News, 79(6), 286–300. https://doi.org/10.5860/crln.79.6.286
Adekoya, C. O. (2020). Library leadership: Opinions and attributes about Nigerian women academic librarians breaking the glass ceiling. Library Management, 41(4/5), 221–233. https://doi.org/10.1108/LM-03-2020-0049
Adekoya, C. O., & Fasae, J. K. (2021). Mentorship in librarianship: Meeting the needs, addressing the challenges. The Bottom Line, 34(1), 86–100. https://doi.org/10.1108/BL-09-2020-0063
Akpebu Adjah, O., & Van Der Walt, T. (2019). Career progression of female librarians in public university libraries in Ghana. Journal of Librarianship and Information Science, 51(2), 331–345. https://doi.org/10.1177/0961000617742445
Allaoui, M., Kherfi, M. L., & Cheriet, A. (2020). Considerably Improving Clustering Algorithms Using UMAP Dimensionality Reduction Technique: A Comparative Study. In A. El Moataz, D. Mammass, A. Mansouri, & F. Nouboud (Eds.), Image and Signal Processing (pp. 317–325). Cham: Springer International Publishing. https://doi.org/10.1007/978-3-030-51935-3_34
Anunobi, C., Ukwoma, S., & Ukachi, N. B. (2012). Coping with the Challenges of the Digital World: The Experience of Nigerian Female Academic Library and Information Professionals (LIP). New Review of Academic Librarianship, 18(2), 127–139. https://doi.org/10.1080/13614533.2012.708005
Ashiq, M., & Warraich, N. F. (2023). Challenges and strategies to attain leadership positions for female library professionals: A narrative review. The Journal of Academic Librarianship, 49(4), 102743. https://doi.org/10.1016/j.acalib.2023.102743
Awasthi, S., & Sukula, S. K. (2021). Reflections and Contemplations of Women professionals' Contributions: Impressions of Recent Research in the Journal of Documentation. 41(2).
Ballestra, L., & Cavaleri, P. (2016). Enhancing Financial Information Literacy in Italian Public Libraries: A Preliminary Study. In S. Kurbanoğlu, J. Boustany, S. Å piranec, E. Grassian, D. Mizrachi, L. Roy, & T. Çakmak (Eds.), Information Literacy: Key to an Inclusive Society (pp. 45–55). Cham: Springer International Publishing. https://doi.org/10.1007/978-3-319-52162-6_5
Bangani, S. (2024). Academic libraries' contribution to gender equality in a patriarchal, femicidal society. Journal of Librarianship and Information Science, 56(1), 3–14. https://doi.org/10.1177/09610006221127023
Biskup, P. (1994). Gender and status in Australian librarianship: Some issues. The Australian Library Journal, 43(3), 165–179. https://doi.org/10.1080/00049670.1994.10755685
Blackburn, H. (2015). Gender Stereotypes Male Librarians Face Today. Library Worklife, 12(9). Retrieved from https://digitalcommons.unomaha.edu/crisslibfacpub/18
Blei, D. M. (2012). Probabilistic topic models. Communications of the ACM, 55(4), 77–84. https://doi.org/10.1145/2133806.2133826
Burrington, G. A. (1984). 6. The Perceived Role and Status of Women in UK Librarianship. Library Management, 5(4), 32–36. https://doi.org/10.1108/eb054873
Cao, Q., Cheng, X., & Liao, S. (2022). A comparison study of topic modeling based literature analysis by using full texts and abstracts of scientific articles: A case of COVID-19 research. Library Hi Tech. https://doi.org/10.1108/LHT-03-2022-0144
Choji, T. T., Cobo, M. J., & Moral-Munoz, J. A. (2024). Is the scientific impact of the LIS themes gender-biased? A bibliometric analysis of the evolution, scientific impact, and relative contribution by gender from 2007 to 2022. Scientometrics. https://doi.org/10.1007/s11192-024-05005-3
Cockett, L. S. (1996). Writing for parents about children's literature in mass market publications, 1900-1950. Library Trends, 44(4), 794–812.
Crampsie, C., Neville, T., & Henry, D. (2020). Academic Librarian Publishing Productivity: An Analysis of Skills and Behaviors Leading to Success. College & Research Libraries, 81(2), 248–271. https://doi.org/10.5860/crl.81.2.248
Dastani, M., Chelak, A. M., Ziaei, S., & Delghandi, F. (2022). Discovering Research Topics from Medical Librarianship and Information Using Text Mining. International Journal of Information Science and Management, 20(2), 201–216.
Delen, D., & Crossland, M. D. (2008). Seeding the survey and analysis of research literature with text mining. Expert Systems with Applications, 34(3), 1707–1720. https://doi.org/10.1016/j.eswa.2007.01.035
DeLong, K. (2013). Career Advancement and Writing about Women Librarians: A Literature Review. Evidence Based Library and Information Practice, 8(1), 59–75. https://doi.org/10.18438/B8CS4M
Ekoko, O. N., & Ikolo, V. E. (2021). Menstrual Hygiene Literacy Campaign Among Secondary School Girls in Rural Areas of Delta State, Nigeria. LibraryPhilosophyandPractice, Winter 2021. Retrieved from https://digitalcommons.unl.edu/libphilprac/5904
Eva, N., Líª, M.-L., & Sheriff, J. (2021). Less money, less children, and less prestige: Differences between male and female academic librarians. The Journal of Academic Librarianship, 47(5), 102392. https://doi.org/10.1016/j.acalib.2021.102392
Fennewald, J. (2007). The ACRL Conferences: A Profile of its Presenters. College & Research Libraries, 68(2), 107–118. https://doi.org/10.5860/crl.68.2.107
Galbraith, Q., Callister, A., & Kelley, H. (2019). Have Academic Libraries Overcome the Gender Wage Gap? An Analysis of Gender Pay Inequality. College & Research Libraries, 80(4), 470–484. https://doi.org/10.5860/crl.80.4.470
Galbraith, Q., Fry, L., & Garrison, M. (2016). The Impact of Faculty Status and Gender on Employee Well-being in Academic Libraries. College & Research Libraries, 77(1), 71–86. https://doi.org/10.5860/crl.77.1.71
Gao, S., Pandya, S., Agarwal, S., & Sedoc, J. (2021). Topic Modeling for Maternal Health Using Reddit. Proceedings of the 12th International Workshop on Health Text Mining and Information Analysis, 69–76. Online: Association for Computational Linguistics. Retrieved from https://aclanthology.org/2021.louhi-1.8
Gladysz, B., Tran, T., Romero, D., Van Erp, T., Abonyi, J., & Ruppert, T. (2023). Current development on the Operator 4.0 and transition towards the Operator 5.0: A systematic literature review in light of Industry 5.0. Journal of Manufacturing Systems, 70, 160–185. https://doi.org/10.1016/j.jmsy.2023.07.008
Grootendorst, M. (2022, March 11). BERTopic: Neural topic modeling with a class-based TF-IDF procedure. arXiv. https://doi.org/10.48550/arXiv.2203.05794
Gul, S., Shah, T. A., Hamade, S. N., Mushtaq, R., & Koul, I. (2016). Effects of gender in library and information science research: A case study of The Electronic Library. The Electronic Library, 34(3), 488–503. https://doi.org/10.1108/EL-08-2014-0126
Halman, A., & Oshlack, A. (2023, February 14). Catchii: Empowering literature review screening in healthcare [Preprint]. medRxiv. https://doi.org/10.1101/2023.02.10.23285791
Howard, H. A., Habashi, M. H., & Reed, J. B. (2020). The Gender Wage Gap in Research Libraries. College & Research Libraries, 81(4), 662. https://doi.org/10.5860/crl.81.4.662
Howlett, A. (2019). Differences in Work/life Balance and Stress at Work Between Male and Female Academic Librarians. Evidence Based Library and Information Practice, 14(4), 188–190. https://doi.org/10.18438/eblip29649
Hoyle, A., Goel, P., Peskov, D., Hian-Cheong, A., Boyd-Graber, J., & Resnik, P. (2021, October 27). Is Automated Topic Model Evaluation Broken?: The Incoherence of Coherence. arXiv. https://doi.org/10.48550/arXiv.2107.02173
Islam, Md. N., Hu, G., Ashiq, M., & Ahmad, S. (2024). Exploring the landscape of big data applications in librarianship: A bibliometric analysis of research trends and patterns. Library Hi Tech. https://doi.org/10.1108/LHT-05-2023-0193
Kessler, J. S. (2017, April 20). Scattertext: A Browser-Based Tool for Visualizing how Corpora Differ. arXiv. Retrieved from http://arxiv.org/abs/1703.00565
Kukushkin, K., Ryabov, Y., & Borovkov, A. (2022). Digital Twins: A Systematic Literature Review Based on Data Analysis and Topic Modeling. Data, 7(12), 173. https://doi.org/10.3390/data7120173
Lee, E., & Morfitt, P. (2020). Imposter Syndrome, Women in Technical Services, and Minority Librarians: The Shared Experience of Two Librarians of Color. Technical Services Quarterly, 37(2), 136–147. https://doi.org/10.1080/07317131.2020.1728125
Lombard, E. (2018). Gender and Leadership in Academic Libraries. The Journal of Academic Librarianship, 44(2), 226–230. https://doi.org/10.1016/j.acalib.2018.02.003
Luo, J., & Tang, R. (2024). Data competency for academic librarians: Evaluating present trends and future prospects. The Journal of Academic Librarianship, 50(4), 102897. https://doi.org/10.1016/j.acalib.2024.102897
Mars, P. (2018). Gender Demographics and Perception in Librarianship. School of Information Student Research Journal, 7(2). https://doi.org/10.31979/2575-2499.070203
Mazzei, D., & Ramjattan, R. (2022). Machine Learning for Industry 4.0: A Systematic Review Using Deep Learning-Based Topic Modelling. Sensors, 22(22), 8641. https://doi.org/10.3390/s22228641
McDowell, K. (2009). Surveying the Field: The Research Model of Women in Librarianship, 1882–1898. The Library Quarterly, 79(3), 279–300. https://doi.org/10.1086/599126
Morales, M., Knowles, E. C., & Bourg, C. (2014). Diversity, Social Justice, and the Future of Libraries. Portal: Libraries and the Academy, 14(3), 439–451. https://doi.org/10.1353/pla.2014.0017
Murray, T. E. (2015). Trends in Special Libraries: Observations Based on Conference Content. Journal of Library Administration, 55(8), 658–666. https://doi.org/10.1080/01930826.2015.1085249
Neigel, C. (2015). LIS Leadership and Leadership Education: A Matter of Gender. Journal of Library Administration, 55(7), 521–534. https://doi.org/10.1080/01930826.2015.1076307
Neville, J. (2023). A mixed"methods analysis of stereotypical female librarian representation in memes. Social Science Quarterly, 104(5), 1082–1100. https://doi.org/10.1111/ssqu.13301
Olorunfemi, M., & Adekoya, C. O. (2023). Technostress and information and communication technology usage among librarians in Nigerian universities. Global Knowledge, Memory and Communication. https://doi.org/10.1108/GKMC-02-2023-0047
Omotayo, B. O. (2006). Women and Conflict in the New Information Age. IFLA Journal, 32(4), 325–332. https://doi.org/10.1177/0340035206074069
Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., ... Moher, D. (2021). The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. International Journal of Surgery, 88, 105906. https://doi.org/10.1016/j.ijsu.2021.105906
Rubin, R. (2016). Foundations of library and information science (Fourth edition). Chicago: ALA Neal-Schuman, an imprint of the American Library Association.
Rutledge, L. (2020). Leveling Up: Women Academic Librarians' Career Progression in Management Positions. College & Research Libraries, 81(7). https://doi.org/10.5860/crl.81.7.1143
Sakr, M. (2011). "Too high an ideal for the work required”? Minnie James and the Intellectual Life of the Librarian. Library & Information History, 27(3), 179–193. https://doi.org/10.1179/175834911X13046881149240
Saleem, Q. U. A., & Ameen, K. (2021). The role of human environment in making a workplace congenial: A case of university libraries. Global Knowledge, Memory and Communication, 70(8/9), 714–730. https://doi.org/10.1108/GKMC-09-2020-0135
Sanches, T. (2022). Connecting New Trends and New Skills for Academic Librarians. In S. Kurbanoğlu, S. Å piranec, Y. Ünal, J. Boustany, & D. Kos (Eds.), Information Literacy in a Post-Truth Era (pp. 617–628). Cham: Springer International Publishing. https://doi.org/10.1007/978-3-030-99885-1_51
Siddique, N., Ur Rehman, S., Ahmad, S., Abbas, A., & Khan, M. A. (2023). Library and information science research in the Arab World: A bibliometric analysis 1951–2021. Global Knowledge, Memory and Communication, 72(1/2), 138–159. https://doi.org/10.1108/GKMC-06-2021-0103
Silva, E., & Galbraith, Q. (2018). Salary Negotiation Patterns between Women and Men in Academic Libraries. College & Research Libraries, 79(3), 324–335. https://doi.org/10.5860/crl.79.3.324
Simonetti, A., Albano, A., Plaia, A., & Tumminello, M. (2023). Ranking coherence in topic models using statistically validated networks. Journal of Information Science, 016555152211483. https://doi.org/10.1177/01655515221148369
Singh, V. K., Chayko, M., Inamdar, R., & Floegel, D. (2020). Female librarians and male computer programmers? Gender bias in occupational images on digital media platforms. Journal of the Association for Information Science and Technology, 71(11), 1281–1294. https://doi.org/10.1002/asi.24335
Terry, J. L. (1996). Authorship in "College & Research Libraries” Revisited: Gender, Institutional Affiliation, Collaboration. College & Research Libraries, 57(4), 377–383. https://doi.org/10.5860/crl_57_04_377
Timakum, T., Kim, G., & Song, M. (2020). A data-driven analysis of the knowledge structure of library science with full-text journal articles. Journal of Librarianship and Information Science, 52(2), 345–365. https://doi.org/10.1177/0961000618793977
Tsafe, A. G., Chiya, U., & Aminu, B. A. (2016). Scholarly Publications of Librarians in Universities in Nigeria: 2000 2012”A Bibliometric Analysis. Library Philosophy and Practice, Winter 2016. Retrieved from http://digitalcommons.unl.edu/libphilprac/1394
Wang, D. (2023). Bibliometric analyses and network mapping on the smart library in Web of Science from 2003 to 2021. Library Hi Tech. https://doi.org/10.1108/LHT-08-2022-0361
Westbrook, L. (2003). Information Needs and Experiences of Scholars in Women's Studies: Problems and Solutions. College & Research Libraries, 64(3), 192–209. https://doi.org/10.5860/crl.64.3.192
Zhang, C., Wei, S., Zhao, Y., & Tian, L. (2023). Gender differences in research topic and method selection in library and information science: Perspectives from three top journals. Library & Information Science Research, 45(3), 101255. https://doi.org/10.1016/j.lisr.2023.101255
Zhang, Q., & Kozak, K. (2019). Quick Understanding Our Engineering Faculty Research Needs Using Topic Modeling. 2019 ASEE Annual Conference & Exposition Proceedings, 33223. Tampa, Florida: ASEE Conferences. https://doi.org/10.18260/1-2--33223
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