Song-Ae Han, Hyangeun Ji, Zilu Jiang, Michael West, Min Liu
{"title":"学生们在参加大规模在线公开课程时想知道什么?:基于通用学习设计方法的在线论坛讨论,研究大规模开放在线课程学生的需求","authors":"Song-Ae Han, Hyangeun Ji, Zilu Jiang, Michael West, Min Liu","doi":"10.1145/3576050.3576072","DOIUrl":null,"url":null,"abstract":"We identified the nine most dominant massive open online course (MOOC) students’ needs by topic modeling and qualitative analysis of forum discussion posts (n = 3645) among students, staff, and instructors from 21 courses. We examined the implications of these needs using three main Universal Design for Learning (UDL) principles (representation, action and expression, and engagement). We then offered suggestions for what course providers can do to promote an equitable learning experience for MOOC students. The three suggestions are as follows: (1) providing tools such as a direct messaging application to encourage students’ socializing behaviors, (2) modifying course activities to promote more hands-on projects and sharing them, and (3) implementing a bidirectional channel, such as a natural language processing-based chatbot so that students can access useful information whenever they feel the need. We argue that it is critical to include minority students’ voices when examining needs in courses, and our methodology reflects this purpose. We also discuss how the UDL approach helped us recognize students’ needs, create more accessible MOOC learning experiences, and explore future research directions.","PeriodicalId":394433,"journal":{"name":"LAK23: 13th International Learning Analytics and Knowledge Conference","volume":"165 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"What do students want to know while taking massive open online courses?: Examining massive open online course students’ needs based on online forum discussions from the Universal Design for Learning approach\",\"authors\":\"Song-Ae Han, Hyangeun Ji, Zilu Jiang, Michael West, Min Liu\",\"doi\":\"10.1145/3576050.3576072\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We identified the nine most dominant massive open online course (MOOC) students’ needs by topic modeling and qualitative analysis of forum discussion posts (n = 3645) among students, staff, and instructors from 21 courses. We examined the implications of these needs using three main Universal Design for Learning (UDL) principles (representation, action and expression, and engagement). We then offered suggestions for what course providers can do to promote an equitable learning experience for MOOC students. The three suggestions are as follows: (1) providing tools such as a direct messaging application to encourage students’ socializing behaviors, (2) modifying course activities to promote more hands-on projects and sharing them, and (3) implementing a bidirectional channel, such as a natural language processing-based chatbot so that students can access useful information whenever they feel the need. We argue that it is critical to include minority students’ voices when examining needs in courses, and our methodology reflects this purpose. We also discuss how the UDL approach helped us recognize students’ needs, create more accessible MOOC learning experiences, and explore future research directions.\",\"PeriodicalId\":394433,\"journal\":{\"name\":\"LAK23: 13th International Learning Analytics and Knowledge Conference\",\"volume\":\"165 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-03-13\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"LAK23: 13th International Learning Analytics and Knowledge Conference\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3576050.3576072\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"LAK23: 13th International Learning Analytics and Knowledge Conference","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3576050.3576072","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
What do students want to know while taking massive open online courses?: Examining massive open online course students’ needs based on online forum discussions from the Universal Design for Learning approach
We identified the nine most dominant massive open online course (MOOC) students’ needs by topic modeling and qualitative analysis of forum discussion posts (n = 3645) among students, staff, and instructors from 21 courses. We examined the implications of these needs using three main Universal Design for Learning (UDL) principles (representation, action and expression, and engagement). We then offered suggestions for what course providers can do to promote an equitable learning experience for MOOC students. The three suggestions are as follows: (1) providing tools such as a direct messaging application to encourage students’ socializing behaviors, (2) modifying course activities to promote more hands-on projects and sharing them, and (3) implementing a bidirectional channel, such as a natural language processing-based chatbot so that students can access useful information whenever they feel the need. We argue that it is critical to include minority students’ voices when examining needs in courses, and our methodology reflects this purpose. We also discuss how the UDL approach helped us recognize students’ needs, create more accessible MOOC learning experiences, and explore future research directions.