Trends and changes in academic libraries' data management functions: A topic modeling analysis of job advertisements

IF 2.5 3区 管理学 Q2 INFORMATION SCIENCE & LIBRARY SCIENCE
Ye Yuan, A.M.K. Yanti Idaya, A. Noorhidawati, Guan Wang
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引用次数: 0

Abstract

In the era of open science, academic libraries have transitioned from traditional resource providers to proactive platforms that drive data integration and knowledge innovation. This shift has led to the continuous evolution and expansion of their data management functions. This study aims to (i) track trends in academic library data management positions, (ii) identify key themes in job advertisements related to data management, and (iii) examine how these themes have evolved. Using text mining techniques, this study applied Latent Dirichlet Allocation (LDA) and TF-IDF vectorization to systematically analyze 803 job advertisements related to data management posted on the IFLA LIBJOBS platform from 1996 to 2023. The findings reveal that the development of these positions has undergone three phases: exploration, growth, and adjustment. Four core themes in data management functions emerged: “Cataloging and Metadata Management,” “Data Services and Support,” “Research Data Management,” and “Systems Management and Maintenance.” Over time, these themes have evolved from distinct roles to a more balanced distribution. Technological advancements, political initiatives, and shifts in the global data environment have influenced these trends. Notably, the rising demand for “Systems Management and Maintenance” highlights its critical role in ensuring data security, while the sustained need for “Cataloging and Metadata Management” underscores its foundational place in data management strategies. Meanwhile, the steady growth of “Data Services and Support” and “Research Data Management” reflects the adaptability and strategic adjustments of academic libraries in response to the rapidly changing information landscape. These insights offer valuable empirical evidence for library leaders and policymakers in strategic planning and capacity development, ensuring that libraries can effectively navigate the challenges of a dynamic research environment.
高校图书馆数据管理职能的趋势与变化:招聘广告的主题建模分析
在开放科学时代,高校图书馆已经从传统的资源提供者转变为推动数据整合和知识创新的主动平台。这种转变导致了数据管理功能的不断演变和扩展。本研究旨在(i)跟踪学术图书馆数据管理职位的趋势,(ii)确定与数据管理相关的招聘广告中的关键主题,以及(iii)研究这些主题是如何演变的。本研究采用文本挖掘技术,采用Latent Dirichlet Allocation (LDA)和TF-IDF向量化方法,系统分析了1996 - 2023年国际图联LIBJOBS平台上发布的803份与数据管理相关的招聘广告。研究结果表明,这些地区的发展经历了探索、成长和调整三个阶段。数据管理功能出现了四个核心主题:“编目和元数据管理”、“数据服务和支持”、“研究数据管理”和“系统管理和维护”。随着时间的推移,这些主题已经从不同的角色演变为更平衡的分布。技术进步、政治举措和全球数据环境的变化影响了这些趋势。值得注意的是,对“系统管理和维护”的需求不断增加,突出了它在确保数据安全方面的关键作用,而对“编目和元数据管理”的持续需求则强调了它在数据管理战略中的基础地位。与此同时,“数据服务与支持”和“研究数据管理”的稳步增长,反映了高校图书馆对快速变化的信息格局的适应性和战略调整。这些见解为图书馆领导和决策者在战略规划和能力发展方面提供了宝贵的经验证据,确保图书馆能够有效地应对动态研究环境的挑战。
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来源期刊
Journal of Academic Librarianship
Journal of Academic Librarianship INFORMATION SCIENCE & LIBRARY SCIENCE-
CiteScore
5.30
自引率
15.40%
发文量
120
审稿时长
29 days
期刊介绍: The Journal of Academic Librarianship, an international and refereed journal, publishes articles that focus on problems and issues germane to college and university libraries. JAL provides a forum for authors to present research findings and, where applicable, their practical applications and significance; analyze policies, practices, issues, and trends; speculate about the future of academic librarianship; present analytical bibliographic essays and philosophical treatises. JAL also brings to the attention of its readers information about hundreds of new and recently published books in library and information science, management, scholarly communication, and higher education. JAL, in addition, covers management and discipline-based software and information policy developments.
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