NotesFAQContact Us
Collection
Advanced
Search Tips
Peer reviewed Peer reviewed
PDF on ERIC Download full text
ERIC Number: ED549436
Record Type: Non-Journal
Publication Date: 2011-Jul
Pages: 7
Abstractor: As Provided
Reference Count: 21
ISBN: N/A
ISSN: N/A
Improving Adaptive Learning Technology through the Use of Response Times
Mettler, Everett; Massey, Christine M.; Kellman, Philip J.
Grantee Submission, Paper presented at the Annual Meeting of the Cognitive Science Society (33rd, Boston, MA, Jul 20-23, 2011)
Adaptive learning techniques have typically scheduled practice using learners' accuracy and item presentation history. We describe an adaptive learning system (Adaptive Response Time Based Sequencing--ARTS) that uses both accuracy and response time (RT) as direct inputs into sequencing. Response times are used to assess learning strength and to determine mastery, making both fluency and accuracy goals of learning. ARTS optimizes spacing by expanding item recurrence intervals as an inverse function of RT. In Experiment 1, we compared ARTS to Atkinson's (1972) Markov model system using geography learning and found substantially greater learning efficiency for ARTS. In Experiment 2, we deployed the system in a real learning setting. Third graders attending an online school mastered basic multiplication facts in about two hours using ARTS, outperforming a control group using standard instruction. These results suggest that response time-based adaptive learning has remarkable potential to enhance learning in many domains. [This paper was published in: L. Carlson, C. Hoelscher, & T. Shipley (Eds.), "Expanding the Space of Cognitive Science: Proceedings of the 33rd Annual Conference of the Cognitive Science Society" (pp. 2532-2537). Austin, TX: Cognitive Science Society.]
Publication Type: Speeches/Meeting Papers; Reports - Research
Education Level: Grade 3; Primary Education; Elementary Education; Early Childhood Education; Higher Education; Postsecondary Education
Audience: N/A
Language: English
Sponsor: Institute of Education Sciences (ED)
Authoring Institution: N/A
IES Funded: Yes
IES Grant or Contract Numbers: R305H06070