Sahba Akhavan Niaki, Clint P. George, G. Michailidis, C. Beal
{"title":"The Impact of an Online Tutoring Program for Algebra Readiness on Mathematics Achievements; Results of a Randomized Experiment","authors":"Sahba Akhavan Niaki, Clint P. George, G. Michailidis, C. Beal","doi":"10.1145/3303772.3303777","DOIUrl":null,"url":null,"abstract":"We study the impact of an online tutoring program, AnimalWatch, for algebra readiness on mathematics achievements of grade 6 students. We use the data from a randomized experimental design conducted on 69 teachers and 2025 students in California in the academic years 2011-2012. After a brief description of the experimental design and the system implementation, we analyze the treatment effect of employing AnimalWatch using the popular hierarchical linear models and find a small positive effect. We further use the logged system usage data such as time spent in the system, modules completed, correct/incorrect/no-answers records of students in each login to analyze how system implementation and usage helped different students. Our results provide insights into the limitations in implementing such a study in a real world setting and suggests recommendations for future research.","PeriodicalId":382957,"journal":{"name":"Proceedings of the 9th International Conference on Learning Analytics & Knowledge","volume":"17 3 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-03-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 9th International Conference on Learning Analytics & Knowledge","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3303772.3303777","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3
Abstract
We study the impact of an online tutoring program, AnimalWatch, for algebra readiness on mathematics achievements of grade 6 students. We use the data from a randomized experimental design conducted on 69 teachers and 2025 students in California in the academic years 2011-2012. After a brief description of the experimental design and the system implementation, we analyze the treatment effect of employing AnimalWatch using the popular hierarchical linear models and find a small positive effect. We further use the logged system usage data such as time spent in the system, modules completed, correct/incorrect/no-answers records of students in each login to analyze how system implementation and usage helped different students. Our results provide insights into the limitations in implementing such a study in a real world setting and suggests recommendations for future research.