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Motivation Assessment Model using Fuzzy Logic in Programming Tutoring System


Affiliations
1 Advanced Informatics School, UTM Razak School, Universiti Teknologi Malaysia International Campus, Jalan Sultan Yahya Petra, 54100, Kuala Lumpur, Malaysia
 

Motivation is a key success factor in learning programming. However, motivation aspect has not been fully addressed in Programming Tutoring System. This paper proposed a Motivation Assessment Model for Programming Tutoring System. The aim is to detect and measure students’ motivation level so that the tutoring system can deliver the tutorial materials accordingly, much like a human tutor does. In this study, various motivation factors, variables and techniques for measuring students’ motivation in tutoring system were investigated. Based on self-efficacy theory, Effort, Choice of Activities, Performance and Persistence were proposed as motivation factors. Parameter(s) for each factor and Fuzzy Logic as a prediction technique were also discussed. As for future work, the proposed model will be implemented in Java platform and tested on programming students using Moodle.

Keywords

Fuzzy Logic, Motivation, Motivation Assessment Model, Programming Tutoring System, Self-Efficacy Section
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  • Motivation Assessment Model using Fuzzy Logic in Programming Tutoring System

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Authors

Rajermani Thinakaran
Advanced Informatics School, UTM Razak School, Universiti Teknologi Malaysia International Campus, Jalan Sultan Yahya Petra, 54100, Kuala Lumpur, Malaysia
Rosmah Ali
Advanced Informatics School, UTM Razak School, Universiti Teknologi Malaysia International Campus, Jalan Sultan Yahya Petra, 54100, Kuala Lumpur, Malaysia
Morina Abdullah
Advanced Informatics School, UTM Razak School, Universiti Teknologi Malaysia International Campus, Jalan Sultan Yahya Petra, 54100, Kuala Lumpur, Malaysia
Kamilah Radin Salim
Advanced Informatics School, UTM Razak School, Universiti Teknologi Malaysia International Campus, Jalan Sultan Yahya Petra, 54100, Kuala Lumpur, Malaysia
Suraya Yaacob
Advanced Informatics School, UTM Razak School, Universiti Teknologi Malaysia International Campus, Jalan Sultan Yahya Petra, 54100, Kuala Lumpur, Malaysia

Abstract


Motivation is a key success factor in learning programming. However, motivation aspect has not been fully addressed in Programming Tutoring System. This paper proposed a Motivation Assessment Model for Programming Tutoring System. The aim is to detect and measure students’ motivation level so that the tutoring system can deliver the tutorial materials accordingly, much like a human tutor does. In this study, various motivation factors, variables and techniques for measuring students’ motivation in tutoring system were investigated. Based on self-efficacy theory, Effort, Choice of Activities, Performance and Persistence were proposed as motivation factors. Parameter(s) for each factor and Fuzzy Logic as a prediction technique were also discussed. As for future work, the proposed model will be implemented in Java platform and tested on programming students using Moodle.

Keywords


Fuzzy Logic, Motivation, Motivation Assessment Model, Programming Tutoring System, Self-Efficacy Section



DOI: https://doi.org/10.17485/ijst%2F2017%2Fv10i48%2F167180