Tracking Students' Cognitive Processes During Program Debugging-An Eye-Movement Approach
This study explores students' cognitive processes while debugging programs by using an eye tracker. Students' eye movements during debugging were recorded by an eye tracker to investigate whether and how high- and low-performance students act differently during debugging. Thirty-eight comp...
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| Vydáno v: | IEEE transactions on education Ročník 59; číslo 3; s. 175 - 186 |
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| Hlavní autoři: | , , , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
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New York
IEEE
01.08.2016
Institute of Electrical and Electronics Engineers, Inc The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
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| ISSN: | 0018-9359, 1557-9638 |
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| Abstract | This study explores students' cognitive processes while debugging programs by using an eye tracker. Students' eye movements during debugging were recorded by an eye tracker to investigate whether and how high- and low-performance students act differently during debugging. Thirty-eight computer science undergraduates were asked to debug two C programs. The path of students' gaze while following program codes was subjected to sequential analysis to reveal significant sequences of areas examined. These significant gaze path sequences were then compared to those of students with different debugging performances. The results show that, when debugging, high-performance students traced programs in a more logical manner, whereas low-performance students tended to stick to a line-by-line sequence and were unable to quickly derive the program's higher-level logic. Low-performance students also often jumped directly to certain suspected statements to find bugs, without following the program's logic. They also often needed to trace back to prior statements to recall information, and spent more time on manual computation. Based on the research results, adaptive instructional strategies and materials can be developed for students of different performance levels, to improve associated cognitive activities during debugging, which can foster learning during debugging and programming. |
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| AbstractList | This study explores students' cognitive processes while debugging programs by using an eye tracker. Students' eye movements during debugging were recorded by an eye tracker to investigate whether and how high- and low-performance students act differently during debugging. Thirty-eight computer science undergraduates were asked to debug two C programs. The path of students' gaze while following program codes was subjected to sequential analysis to reveal significant sequences of areas examined. These significant gaze path sequences were then compared to those of students with different debugging performances. The results show that, when debugging, high-performance students traced programs in a more logical manner, whereas low-performance students tended to stick to a line-by-line sequence and were unable to quickly derive the program's higher-level logic. Low-performance students also often jumped directly to certain suspected statements to find bugs, without following the program's logic. They also often needed to trace back to prior statements to recall information, and spent more time on manual computation. Based on the research results, adaptive instructional strategies and materials can be developed for students of different performance levels, to improve associated cognitive activities during debugging, which can foster learning during debugging and programming. |
| Audience | Higher Education Postsecondary Education |
| Author | Yu-Tzu Lin Fang-Ying Yang Yu-Chih Lin Ting-Yun Hou Chia-Hu Chang Cheng-Chih Wu |
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| SubjectTerms | C (programming language) Cognition Cognition analysis Cognitive Processes Computer bugs Computer Science Education Computer Software Debugging Eye Movements eye-movement analysis Eyes Foreign Countries Logic Logical Thinking Majors (Students) Manuals program debugging Programming programming instruction Programming Languages Programming profession Protocol Analysis Sequential analysis Sequential Learning Strategy Students Tracking Troubleshooting Undergraduate Students |
| Title | Tracking Students' Cognitive Processes During Program Debugging-An Eye-Movement Approach |
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