[目的/意义]通过对IMLS《为学生成功连接图书馆与学习分析》进行解读,归纳美国高校图书馆参与学习分析的实践路径,以期对我高校图书馆开展学习分析提供参考与借鉴。[方法/过程]采用网络调研法和文献分析法,以《为学生成功连接图书馆与学习分析》报告为研究对象,对互操作性标准、图书馆配置文件、数据收集与分析、隐私保护机制几个方面进行分析,从指导准则、技术支持、教学干预、隐私保护4个维度归纳出美国高校图书馆参与学习分析的实践路径。[结果/结论]参与学习分析是新时代高校图书馆的重要发展方向,我国高校图书馆开展学习分析实践时应立足本土借鉴国际经验。从观念引领、组织合作、数据管理、团队建设、技术赋能方面提出相应建议。
[Purpose/Significance] By interpreting Connecting Libraries and Learning Analytics for Student Success by IMLS, this paper summarizes the practical path of participating in learning analytics of American university libraries, in order to provide reference for Chinese university libraries to conduct learning analytics. [Method/ Process] Using the network research method and literature analysis method, and taking the report Connecting Libraries and Learning Analytics for Student Success as the research object, the practice of interoperability standard, library caliper profile, data collection and analysis, and privacy protection mechanism were analyzed, and the practical path of American university libraries participating in learning analysis were summarized from the four dimensions of guiding principles, technical support, teaching intervention, and privacy protection. [Result/Conclusion] Participating in learning analytics is an important development direction for university libraries in the new era. When carrying out learning analytics, Chinese university libraries should draw on international experience based on the local conditions. Finally, suggestions from the aspects of concept leadership, organizational cooperation, data management, team building, and technical empowerment are proposed.
[1] SIEMENS G. Learning analytics:the emergence of a discipline[J]. American behavioral scientist, 2013, 57(10):1380-1400.
[2] 宋玲玲.北美高校图书馆参与学习分析的实践研究与启示——基于ARL《SPEC Kit 360:学习分析》的思考[J].大学图书馆学报, 2020, 38(1):63-67.
[3] 邱茹林,李林华.美国高校图书馆参与机构学习分析研究与启示——基于IMLS《图书馆机构学习分析整合》报告的解读与思考[J].新世纪图书馆, 2022(2):81-87.
[4] ACRL Research Planning and Review Committee. 2016 Top trends in academic libraries:a review of the trends and issues affecting academic libraries in higher education[EB/OL].[2023-04-23]. https://crln.acrl.org/index.php/crlnews/article/view/9505/10798.
[5] ACRL Research Planning and Review Committee. 2018 Top trends in academic libraries:a review of the trends and issues affecting academic libraries in higher education[EB/OL].[2023-04-23]. https://crln.acrl.org/index.php/crlnews/article/view/17001/18750.
[6] ACRL Research Planning and Review Committee. 2020 Top trends in academic libraries:a review of the trends and issues affecting academic libraries in higher education[EB/OL].[2023-04-23]. https://crln.acrl.org/index.php/crlnews/article/view/24478.
[7] Association of Research Libraries. SPEC Kit 360:learning analytics[EB/OL].[2023-04-23]. https://publications.arl.org/Learning-Analytics-SPEC-Kit-360/.
[8] Institute of Museum and Library Services. Library integration in institutional learning analytics[EB/OL].[2023-04-23]. https://library.educause.edu/resources/2018/11/library-integration-ininstitutional-learning-analytics.
[9] Institute of Museum and Library Services. Date doubles[EB/OL].[2023-04-23]. https://datadoubles.org/project/.
[10] Institute of Museum and Library Services. Prioritizing privacy[EB/OL].[2023-04-23]. https://prioritizingprivacy.org/.
[11] University of Michigan. Library learning analytics project[EB/OL].[2023-04-23]. https://libraryanalytics.org/.
[12] Institute of Museum and Library Services. Connecting libraries and learning analytics for student success[EB/OL].[2023-04-23]. https://library.educause.edu/resources/2020/12/connectinglibraries-and-learning-analytics-for-student-success.
[13] 杨景光.学习分析技术:大数据背景下高校图书馆服务的优化[J].新世纪图书馆, 2015(4):52-55.
[14] 许群毅.基于学习分析技术的数字图书馆信息服务优化研究[J].图书馆学刊, 2016, 38(9):114-117.
[15] 高霏霏.学习分析支持下的图书馆嵌入式服务研究[J].新世纪图书馆, 2018(4):63-68.
[16] 耿曼曼.北美研究图书馆参与"学习分析"现状及启示[J].图书馆理论与实践, 2020(1):30-35+64.
[17] 杨贺晴,黄颖,刘莉.北美高校图书馆学习分析现状与启示——ARL《SPEC Kit 360:学习分析》报告解读[J].图书馆理论与实践, 2019(11):90-96.
[18] Association of College & Research Libraries. Learning analytics toolkit:at the forefront[EB/OL].[2023-04-23]. https://acrl.libguides.com/val/latoolkit/leadinglibraries.
[19] OAKLEAF M. Connecting libraries and learning analytics for student success[EB/OL].[2023-04-23]. https://library.educause.edu/-/media/files/library/2020/12/cllassfinalwhitepaper.pdf.
[20] BLIXRUD J C. Project SAILS:standardized assessment of information literacy skills[J]. ARL bimonthly report, 2003, 230(231):18-19.
[21] MORRISTON T. Carving a new assessment trail[J]. Knowledge quest, 2007, 35(5):48-50.
[22] JANTTI M, COX B. Measuring the value of library resources and student academic performance through relational datasets[J]. Evidence based library and information practice, 2013, 8(2):163-171.
[23] JANTTI M, HEATH J. What role for libraries in learning analytics?[J]. Performance measurement and metrics, 2016, 17(2):203-210.
[24] SORIA K M, FRANSEN J, NACKERUD S. Library use and undergraduate student outcomes:new evidence for students'retention and academic success[J]. Portal-libraries and the academy, 2013, 13(2):147-164.
[25] SORIA K M, FRANSEN J, NACKERUD S. Stacks, serials, search engines, and students'success:first-year undergraduate students'library use, academic achievement, and retention[J]. Journal of academic librarianship, 2014, 40(1):84-91.
[26] SORIA K M, FRANSEN J, NACKERUD S. Beyond books:the extended academic benefits of library use for first-year college students[J]. College & research libraries, 2017, 78(1):8-22.
[27] KABO F, PAILSON N, BRADLEY D, et al. Associations between library usage and undergraduate student GPA, 2016-2019[EB/OL].[2023-04-23]. https://deepblue.lib.umich.edu/handle/2027.42/166998.
[28] OAKLEAF M, WHYTE A, LYNEMA E, et al. Academic libraries & institutional learning analytics:one path to integration[J]. Journal of academic librarianship, 2017, 43(5):454-461.
[29] OAKLEAF M. The problems and promise of learning analytics for increasing and demonstrating library value and impact[J]. Information and learning science, 2018, 119(1/2):16-24.
[30] GAŠEVIĆ D, DAWSON S, SIEMENS G. Let's not forget:learning analytics are about learning[J]. TechTrends, 2015(59):64-71.
[31] Oline Computer Library Center. The University of Gloucestershire leads with learning analytics and shares insights[EB/OL].[2023-04-23]. https://www.oclc.org/content/dam/oclc/services/brochures/216089-WWBE_GloucestershireCase-Study.pdf.
[32] KRIEB D. Assessing the impact of reference assistance and library instruction on retention and grades using student tracking technology[J]. Evidence based library and information practice, 2018, 13(2):2-12.
[33] University of Minnesota. Library data & student success[EB/OL].[2023-04-23]. https://experts.umn.edu/en/projects/librarydata-student-success.
[34] DePaul University Library. Assessment[EB/OL].[2023-04-23]. https://library.depaul.edu/about/about-the-library/assessment/Pages/default.aspx.
[35] 吴岩.庆祝教育部高校图工委成立40周年学术研讨会在北京大学举行[EB/OL].[2023-04-23]. http://www.scal.edu.cn/zxdt/202112270910.
[36] 汪志莉,李欣,于亚秀.高校图书馆馆藏利用现状及对策数据评估——以华东师范大学图书馆为例[J].图书馆论坛,2017, 37(3):116-22.
[37] 鲁丹.大数据背景下高校图书馆参与学习分析的探究[C]//中国图书馆学会.中国图书馆学会年会论文集(2020年卷).北京:国家图书馆出版社, 2020:503-509.
[38] 曾粤亮.价值评估视角下高校图书馆促进学生学习与成功的因素——基于AiA项目的分析[J].图书馆, 2019(2):97-103.
[39] WILEY. Adapting academic libraries to the culture of assessment[EB/OL].[2023-04-23]. https://www.wiley.com/en-us/network/research-libraries/libraries-archives-databases/library-impact/adapting-academic-libraries-to-the-culture-of-assessment.
[40] 李晓虹,李莎,王宇,等.高校图书馆空间再造促进学生学习与成功的实证研究——基于QCA定性比较分析[J].图书情报工作, 2022, 66(21):29-38.
[41] 张应强,姜远谋.超大规模的高等教育普及化:时代背景、现实挑战和道路选择[J].高等教育研究, 2022, 43(8):1-28.
[42] 师荣华,刘细文.基于数据生命周期的图书馆科学数据服务研究[J].图书情报工作, 2011, 55(1):39-42.
[43] University of Michigan Library. Library privacy statement[EB/OL].[2023-04-23]. https://www.lib.umich.edu/about-us/policies/library-privacy-statement.
[44] University of Minnesota. Online privacy statement[EB/OL].[2023-04-23]. https://www.lib.umn.edu/about/privacy.
[45] Syracuse University Libraries. Privacy policy[EB/OL].[2023-04-23]. https://www.syracuse.edu/about/site/privacy-policy/.
[46] Center for Academic Innovation. Learning analytics guiding principles[EB/OL].[2023-04-23]. https://ai.umich.edu/learninganalytics-guiding-principles/.
[47] 刘妍.图书馆读者个人信息泄露风险及其场景化治理[J].图书馆学研究, 2022(6):18-26,63.
[48] 初景利,张国瑞.面向智慧图书馆的馆员能力建设[J].图书馆理论与实践, 2022(4):1-3.
[49] 初景利,任娇菡,王译晗.从数字图书馆到智慧图书馆[J].大学图书馆学报, 2022, 40(2):52-58.
[50] OAKLEAF M, CAWTHORNE J, KABO F, et al. What will you do?Libraries and learning analytics[EB/OL].[2023-04-23]. https://drive.google.com/file/d/1Wpw6rp38hhqb64UuVTAH_mIot-_guQX-/view.