Abstract:
In intelligent tutoring systems, one fundamental problem that limits learning gains is the unproductive use of on-demand help features, namely overuse or aversion, result...Show MoreMetadata
Abstract:
In intelligent tutoring systems, one fundamental problem that limits learning gains is the unproductive use of on-demand help features, namely overuse or aversion, resulting in students misusing the system rather than engaging in active learning. Social robots as tutoring agents have the potential to mitigate those behaviors by actively shaping productive help-seeking behaviors. We hypothesize that effectual help-seeking behavior is a critical contributor to learning gains in a robot-child tutoring interaction. We conduct a between-subjects study where children interacted with a social robot solving fractions problems over multiple sessions (29 children; 4 sessions per child) in one of two groups. Results showed that participants in our experimental group, who received adaptive shaping strategies from the robot targeting suboptimal help requests, reduced their suboptimal behaviors over time significantly more than a control group, as well as improved their scores from pretest to posttest significantly more than a control group.
Date of Conference: 07-10 March 2016
Date Added to IEEE Xplore: 14 April 2016
ISBN Information:
Electronic ISSN: 2167-2148
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- IEEE Keywords
- Index Terms
- Help-seeking Behavior ,
- Tutor Interaction ,
- Use Of Features ,
- Social Robots ,
- Learning Gain ,
- Tutoring Systems ,
- Intelligent Tutoring Systems ,
- Participants In Group ,
- Signed-rank Test ,
- Test Scores ,
- Learning Environment ,
- Child Behavior ,
- Simple Strategy ,
- Adaptive Model ,
- Tablet Computer ,
- Between-subjects Design ,
- Mathematical Problem ,
- Number Of Behaviors ,
- Pre-test Scores ,
- Adaptive State ,
- Number Of Triggers ,
- Game The System ,
- Interactive Learning Environments ,
- Requests For Help ,
- Participant Ethnicity ,
- Affect Learning Outcomes ,
- Physical Robot ,
- Participants In Condition ,
- Robot Behavior ,
- Effects Of Robots
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Help-seeking Behavior ,
- Tutor Interaction ,
- Use Of Features ,
- Social Robots ,
- Learning Gain ,
- Tutoring Systems ,
- Intelligent Tutoring Systems ,
- Participants In Group ,
- Signed-rank Test ,
- Test Scores ,
- Learning Environment ,
- Child Behavior ,
- Simple Strategy ,
- Adaptive Model ,
- Tablet Computer ,
- Between-subjects Design ,
- Mathematical Problem ,
- Number Of Behaviors ,
- Pre-test Scores ,
- Adaptive State ,
- Number Of Triggers ,
- Game The System ,
- Interactive Learning Environments ,
- Requests For Help ,
- Participant Ethnicity ,
- Affect Learning Outcomes ,
- Physical Robot ,
- Participants In Condition ,
- Robot Behavior ,
- Effects Of Robots