[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-121448-en":3,"doc-seo-121448-105":30,"detail-sidebar-cat-0-en-105":92},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":20,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":14,"update_tm":28,"read_time":29},121448,13056703019662,"Evangeline","https://ap-avatar.wpscdn.com/avatar/be000253a8e92610077?_k=1778726343310543188",8,"Research & Report","Towards Adaptive Learning - A Review of Machine Learning on LMS Data","Towards Adaptive Learning: A Review of Machine Learning on LMS Data presents a scholarly review focused on how machine learning can be leveraged using data generated within Learning Management Systems. The work positions LMS-related signals as a basis for adaptive learning approaches and examines related analytical ideas in the context of educational data. It also situates the contribution within an academic journal issue alongside other applied research articles, author biographies, editorial information, and peer-review governance details.","Dakota State University  \nBeadle Scholar  \n\n| Research & Publications | College of Business and Information Systems |\n| --- | --- |\n| 2025\u003Cbr>Towards Adaptive Learning: A Review of Machine Learning on LMS Data\u003Cbr>Cindy Zhiling Tu\u003Cbr>Northwest Missouri State University\u003Cbr>Gary Yu Zhao\u003Cbr>Northwest Missouri State University\u003Cbr>Omar F. El-Gayar\u003Cbr>Dakota State University\u003Cbr>Follow this and additional works at: [https://scholar.dsu.edu/bispapers](https://scholar.dsu.edu/bispapers) |  |\n\nRecommended Citation  \nTu, Cindy Zhiling; Zhao, Gary Yu; and El-Gayar, Omar F., \"Towards Adaptive Learning: A Review of Machine Learning on LMS Data\" (2025) . Research & Publications. 455.  \n[https://scholar.dsu.edu/bispapers/455](https://scholar.dsu.edu/bispapers/455)  \nThis Article is brought to you for free and open access by the College of Business and Information Systems at Beadle Scholar. It has been accepted for inclusion in Research & Publications by an authorized administrator of Beadle Scholar. For more information, please contact [repository@dsu.edu](repository@dsu.edu).  \nJOURNAL OF INFORMATION SYSTEMS APPLIED RESEARCH and Analytics  \nVolume 18, No . 2  \nJuly 2025 ISSN: 1946-1836  \nIn this issue:  \n4. Towards Adaptive Learning: A Review of Machine Learning on LMS Data  \nCindy Zhiling Tu, Northwest Missouri State University  \nGary Yu Zhao, Northwest Missouri State University  \nOmar El-Gayar, Dakota State University  \n20. A Comparison of Large Language Models for Oncology Clinical Text Summarization  \nChiazam Izuchukwu, Georgia Southern University  \nHayden Wimmer, Georgia Southern University  \nCarl Redman, University of San Diego  \n30. Stress and Driving Performance Evaluation through VR and Physiological Metrics: A Pilot Study  \nRehma Razzak, Kennesaw State University  \nYi Li, Kennesaw State University  \nEstate Sokhadze, University of Louisville  \nSelena He, Kennesaw State University  \n52. A Comparison of Oversampling Methods for Predicting Credit Card Default with Logistic Regression  \nDara Tourt, Metropolitan State University  \nQueen E. Booker, Metropolitan State University  \nCarl Rebman, University of San Diego  \nSimon Jin, Metropolitan State University  \n64. Emergent Technologies Production in the US: Exploratory Analysis of Motivations and Adverse Factors  \nKatarzyna Toskin, Southern Connecticut State University  \nMarko Jocic, Kennesaw State University  \nThe Journal of Information Systems Applied Research and Analytics (JISARA) is a double-blind peer reviewed academic journal published by ISCAP, Information Systems and Computing Academic Professionals. Publishing frequency is three issues a year. The first date of publication was December 1, 2008. The original name of the journal was Journal of Information Systems Applied Research (JISAR) .  \nJISARA is published online ([https://jisara.org](https://jisara.org) ) in connection with the ISCAP (Information Systems and Computing Academic Professionals) Conference, where submissions are also double-blind peer reviewed. Our sister publication, the Proceedings of the ISCAP Conference, features all papers, teaching cases and abstracts from the conference.( [https://iscap.us/proceedings](https://iscap.us/proceedings) )  \nThe journal acceptance review process involves a minimum of three double-blind peer reviews, where both the reviewer is not aware of the identities of the authors and the authors are not aware of the identities of the reviewers. The initial reviews happen before the conference. At that point papers are divided into award papers (top 15%) and other submitted works. The non-award winning papers are subjected to a second round of blind peer review to establish whether they will be accepted to the journal or not. Those papers that are deemed of sufficient quality are accepted for publication in JISAR. Currently the acceptance rate for the journal is approximately 35% .  \nQuestions should be addressed to the editor at [editor@jisara.org](editor@jisara.org) or the publisher at [pu","cbCaiobN1cF3T9lk","https://ap.wps.com/l/cbCaiobN1cF3T9lk","pdf",674019,1,20,"English","en",105,"# Towards Adaptive Learning: A Review of Machine Learning on LMS Data\n## Article metadata and citation\n## Journal issue context and peer-review process","[{\"question\":\"What topic does the article focus on?\",\"answer\":\"The article focuses on adaptive learning and reviews machine learning approaches that use data from Learning Management Systems (LMS).\"},{\"question\":\"Where can the article be accessed?\",\"answer\":\"The document provides an online repository link at the Beadle Scholar site and includes a specific article page URL.\"},{\"question\":\"What publication context is described in the issue?\",\"answer\":\"The text describes the journal, its publication frequency, and the double-blind peer review acceptance process, including how papers move through review rounds.\"}]","Towards Adaptive Learning - A Review of Machine Learning on LMS Data | PDF",1785735707,50,{"code":4,"msg":31,"data":32},"ok",{"site_id":24,"language":23,"slug":33,"title":13,"keywords":34,"description":14,"schema_data":35,"social_meta":87,"head_meta":89,"extra_data":91,"updated_unix":28},"towards-adaptive-learning-a-review-of-machine-learning-on-lms-data","",{"@graph":36,"@context":86},[37,54,69],{"@type":38,"itemListElement":39},"BreadcrumbList",[40,44,48,51],{"item":41,"name":42,"@type":43,"position":20},"https://docshare.wps.com","Home","ListItem",{"item":45,"name":46,"@type":43,"position":47},"https://docshare.wps.com/document/","Document",2,{"item":49,"name":12,"@type":43,"position":50},"https://docshare.wps.com/document/research-report/",3,{"item":52,"name":13,"@type":43,"position":53},"https://docshare.wps.com/document/towards-adaptive-learning-a-review-of-machine-learning-on-lms-data/121448/",4,{"url":52,"name":13,"@type":55,"author":56,"headline":13,"publisher":58,"fileFormat":61,"inLanguage":23,"description":14,"dateModified":62,"datePublished":63,"encodingFormat":61,"isAccessibleForFree":64,"interactionStatistic":65},"DigitalDocument",{"name":9,"@type":57},"Person",{"url":41,"name":59,"@type":60},"DocShare","Organization","application/pdf","2026-08-04","2026-08-03",true,{"@type":66,"interactionType":67,"userInteractionCount":20},"InteractionCounter",{"@type":68},"ViewAction",{"@type":70,"mainEntity":71},"FAQPage",[72,78,82],{"name":73,"@type":74,"acceptedAnswer":75},"What topic does the article focus on?","Question",{"text":76,"@type":77},"The article focuses on adaptive learning and reviews machine learning approaches that use data from Learning Management Systems (LMS).","Answer",{"name":79,"@type":74,"acceptedAnswer":80},"Where can the article be accessed?",{"text":81,"@type":77},"The document provides an online repository link at the Beadle Scholar site and includes a specific article page URL.",{"name":83,"@type":74,"acceptedAnswer":84},"What publication context is described in the issue?",{"text":85,"@type":77},"The text describes the journal, its publication frequency, and the double-blind peer review acceptance process, including how papers move through review rounds.","https://schema.org",{"og:url":52,"og:type":88,"og:title":13,"og:site_name":59,"og:description":14},"article",{"robots":90,"canonical":52},"index,follow",{"doc_id":7,"site_id":24},{"code":4,"msg":5,"data":93},[94,98,102,106,111,115,120,123,127,130,134],{"id":20,"doc_module":4,"doc_module_name":46,"category_name":95,"show_sort_weight":96,"slug":97},"Story & Novel",90,"story-novel",{"id":47,"doc_module":4,"doc_module_name":46,"category_name":99,"show_sort_weight":100,"slug":101},"Literature",80,"literature",{"id":53,"doc_module":4,"doc_module_name":46,"category_name":103,"show_sort_weight":104,"slug":105},"Exam",70,"exam",{"id":107,"doc_module":4,"doc_module_name":46,"category_name":108,"show_sort_weight":109,"slug":110},5,"Comic",60,"comic",{"id":112,"doc_module":4,"doc_module_name":46,"category_name":113,"show_sort_weight":29,"slug":114},6,"Technology","technology",{"id":116,"doc_module":4,"doc_module_name":46,"category_name":117,"show_sort_weight":118,"slug":119},7,"Healthcare",40,"healthcare",{"id":11,"doc_module":4,"doc_module_name":46,"category_name":12,"show_sort_weight":121,"slug":122},30,"research-report",{"id":124,"doc_module":4,"doc_module_name":46,"category_name":125,"show_sort_weight":21,"slug":126},9,"Religion & Spirituality","religion-spirituality",{"id":21,"doc_module":4,"doc_module_name":46,"category_name":128,"show_sort_weight":21,"slug":129},"World Cup","world-cup",{"id":131,"doc_module":4,"doc_module_name":46,"category_name":132,"show_sort_weight":131,"slug":133},10,"Lifestyle","lifestyle",{"id":135,"doc_module":4,"doc_module_name":46,"category_name":136,"show_sort_weight":107,"slug":137},19,"General","general"]