Using Dual Eye-Tracking to Evaluate Students' Collaboration with an Intelligent Tutoring System for Elementary-Level Fractions

نویسندگان

  • Daniel M. Belenky
  • Michael A. Ringenberg
  • Jennifer K. Olsen
  • Vincent Aleven
  • Nikol Rummel
چکیده

As learning technologies proliferate, it is important for research to address how to best align instruction to educational goals. For example, recent evidence indicates that working collaboratively may have unique benefits for facilitating the acquisition of conceptual understanding, as opposed to procedural fluency (Mullins, Rummel & Spada, 2011). To investigate this effect, we leverage and expand upon a new methodology, dual eye-tracking, to understand how collaborators’ joint attention may impact learning in a collaboration-enabled Intelligent Tutoring System for fractions. We present results from a study in which 28 pairs of 4 and 5 grade students completed a set of either conceptuallyor procedurally-oriented instructional activities in a school setting. Results indicate that students collaborating exhibited learning gains for conceptual knowledge, but not for procedural knowledge, and that more joint attention was related to learning gains. These results may inform the design of future learning technologies, and illustrate the utility of using dual eye-tracking to study collaboration.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Dual Eye Tracking as a Tool to Assess Collaboration

In working towards unraveling the mechanisms of productive collaborative learning, dual eye tracking, a method where two people’s eyes are tracked as they collaborate on a task, is a potentially helpful tool to identify moments when students are collaborating effectively. However, we are only beginning to understand how eye gaze relates to effective collaborative learning and how it fits in wit...

متن کامل

Predicting Affect from Gaze Data during Interaction with an Intelligent Tutoring System

In this paper we investigate the usefulness of eye tracking data for predicting emotions relevant to learning, specifically boredom and curiosity. The data was collected during a study with MetaTutor, an intelligent tutoring system (ITS) designed to promote the use of self-regulated learning strategies. We used a variety of machine learning and feature selection techniques to predict students’ ...

متن کامل

Evaluation of AnimalWatch: An intelligent tutoring system for asrithmetic and fractions

Three studies were conducted with middle school students to evaluate a web-based intelligent tutoring system (ITS) for arithmetic and fractions. The studies involved pre and post test comparisons, as well as group comparisons to assess the impact of the ITS on students’ math problem solving. Results indicated that students improved from pre to post test after working with the ITS, whereas stude...

متن کامل

Evaluation of AnimalWatch: An intelligent tutoring system for arithmetic and fractions

Three studies were conducted with middle school students to evaluate a web-based intelligent tutoring system (ITS) for arithmetic and fractions. The studies involved pre and post test comparisons, as well as group comparisons to assess the impact of the ITS on students’ math problem solving. Results indicated that students improved from pre to post test after working with the ITS, whereas stude...

متن کامل

Using an Intelligent Tutoring System to Support Collaborative as well as Individual Learning

Collaborative learning has been shown to be beneficial for older students, but there has not been much research to show if these results transfer to elementary school students. In addition, collaborative and individual modes of instruction may be better for acquiring different types of knowledge. Collaborative Intelligent Tutoring Systems (ITS) provide a platform that may be able to provide bot...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2014