Title
Example-Tracing Tutors: Intelligent Tutor Development for Non-programmers.
Abstract
In 2009, we reported on a new Intelligent Tutoring Systems (ITS) technology, example-tracing tutors, that can be built without programming using the Cognitive Tutor Authoring Tools (CTAT). Creating example-tracing tutors was shown to be 4–8 times as cost-effective as estimates for ITS development from the literature. Since 2009, CTAT and its associated learning management system, the Tutorshop, have been extended and have been used for both research and real-world instruction. As evidence that example-tracing tutors are an effective and mature ITS paradigm, CTAT-built tutors have been used by approximately 44,000 students and account for 40 % of the data sets in DataShop, a large open repository for educational technology data sets. We review 18 example-tracing tutors built since 2009, which have been shown to be effective in helping students learn in real educational settings, often with large pre/post effect sizes. These tutors support a variety of pedagogical approaches, beyond step-based problem solving, including collaborative learning, educational games, and guided invention activities. CTAT and other ITS authoring tools illustrate that non-programmer approaches to building ITS are viable and useful and will likely play a key role in making ITS widespread.
Year
DOI
Venue
2016
10.1007/s40593-015-0088-2
I. J. Artificial Intelligence in Education
Keywords
Field
DocType
Intelligent tutoring systems, Authoring tools, Example-tracing tutors
Educational technology,TUTOR,Collaborative learning,Learning Management,Computer science,Knowledge management,Cognitive tutor,Cooperative learning,Multimedia,Tracing
Journal
Volume
Issue
ISSN
26
1
1560-4306
Citations 
PageRank 
References 
8
0.71
29
Authors
8
Name
Order
Citations
PageRank
Vincent Aleven11700193.45
Bruce M. Mclaren21110114.30
Jonathan Sewall326424.17
Martin Van Velsen422819.64
Octav Popescu5425.07
Sandra Demi6101.08
Michael A. Ringenberg721122.20
Kenneth R. Koedinger83551403.07