Summaries - Research
Back Using Eye Tracking to Improve Intelligent Tutoring
|Division||Research & Sponsored Programs|
|Department||Naval Research Program|
McDowell, Perry L.
Kennedy, Meghan Q.
|Sponsor||NPS Naval Research Program (Navy)|
The conning officer virtual environment-intelligent tutoring system (COVE-ITS) provides performance feedback to shiphandling students at Surface Warfare Officers School (SWOS). If a student is not performing a task at satisfactory levels, the ITS will take various actions to prompt the student to correct his/her performance. It provides a graduated response, moving from giving hints to more detailed recommendations, and finally, in some cases, it specifically states the problem and advises how to correct.
To enhance the effectiveness of an ITS, a suitable model of the trainee's mental state should be developed. Good human tutors know that the same mistake may stem from many different causes, and they tailor their remediation using their perception of why the student made the mistake. The current COVE-ITS prototype does not create a model of the trainee's mental state, and generally proceeds as if the cause of the error is the statistically most common one. This means that the advice the ITS is providing may not be addressing the trainee's actual issue.
We believe that eyetracking can be used to improve the ITS' model of the trainee's mental state and thus provide more specific feedback which would improve the training. We propose conducting a small pilot study in which we will compare the eye movements of shiphandlers with several levels of experience (including expert shiphandlers, moderately experienced shiphandlers, and novices) during a COVE scenario to determine expertise differences in visual scan and mental model.
|Publications||Publications, theses (not shown) and data repositories will be added to the portal record when information is available in FAIRS and brought back to the portal|
|Data||Publications, theses (not shown) and data repositories will be added to the portal record when information is available in FAIRS and brought back to the portal|