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2023 | OriginalPaper | Chapter

81. Courselect: Motivation-Centric Course Recommendation for University Students

Authors : Animesh Singh, Sanju Ahuja, Jyoti Kumar

Published in: Design in the Era of Industry 4.0, Volume 3

Publisher: Springer Nature Singapore

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Abstract

University students enrolled in academic programs across the globe face a common problem at the onset of each semester–figuring out which courses to register for. This paper presents qualitative interviews to identify the motivations of university students underlying course selection. The paper then proposes an algorithm for a course recommendation system ‘Courselect’ which helps students select courses based on their motivations. We also present a prototype web interface of the proposed system. The proposed algorithm models each agent in the university system as a node and provides course recommendations by minimizing the distance between relevant nodes. The web interface facilitates the course selection decision without undermining students’ freedom of choice. This paper argues that Courselect can be calibrated for any university-level academic model or e-learning application to improve the student experience of the academic system.

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Literature
1.
go back to reference Jencks, C.: Who Gets Ahead? The Determinants of Economic Success in America (1979) Jencks, C.: Who Gets Ahead? The Determinants of Economic Success in America (1979)
2.
go back to reference Babad, E.: Students’ course selection: differential considerations for first and last course. Res. High. Educ. 42(4), 469–492 (2001)CrossRef Babad, E.: Students’ course selection: differential considerations for first and last course. Res. High. Educ. 42(4), 469–492 (2001)CrossRef
3.
go back to reference McGoldrick, K., Schuhmann, P.W.: Instructor gender and student registration: an analysis of preferences. Educ. Econ. 10(3), 241–260 (2002)CrossRef McGoldrick, K., Schuhmann, P.W.: Instructor gender and student registration: an analysis of preferences. Educ. Econ. 10(3), 241–260 (2002)CrossRef
4.
go back to reference Babad, E., Tayeb, A.: Experimental analysis of students’ course selection. Br. J. Educ. Psychol. 73(3), 373–393 (2003)CrossRef Babad, E., Tayeb, A.: Experimental analysis of students’ course selection. Br. J. Educ. Psychol. 73(3), 373–393 (2003)CrossRef
5.
go back to reference Greenwald, A.G., Gillmore, G.M.: No pain, no gain? The importance of measuring course workload in student ratings of instruction. J. Educ. Psychol. 89(4) (1997) Greenwald, A.G., Gillmore, G.M.: No pain, no gain? The importance of measuring course workload in student ratings of instruction. J. Educ. Psychol. 89(4) (1997)
6.
go back to reference Babcock, P.: Real costs of nominal grade inflation? New evidence from student course evaluations. Econ. Inq. 48(4), 983–996 (2010)CrossRef Babcock, P.: Real costs of nominal grade inflation? New evidence from student course evaluations. Econ. Inq. 48(4), 983–996 (2010)CrossRef
7.
go back to reference Lorenz, G.: Faculty and Student Views of Information Systems to Improve Course Selection (1982) Lorenz, G.: Faculty and Student Views of Information Systems to Improve Course Selection (1982)
8.
go back to reference Centra, J.A.: Will teachers receive higher student evaluations by giving higher grades and less course work? Res. High. Educ. 44(5), 495–518 (2003)CrossRef Centra, J.A.: Will teachers receive higher student evaluations by giving higher grades and less course work? Res. High. Educ. 44(5), 495–518 (2003)CrossRef
9.
go back to reference Irving, E.: Helping students choose courses. Natl. Acad. Advising Assoc. J. 10(1) (1990) Irving, E.: Helping students choose courses. Natl. Acad. Advising Assoc. J. 10(1) (1990)
10.
go back to reference Pardos, Z.A., Fan, Z., Jiang, W.: Connectionist recommendation in the wild: on the utility and scrutability of neural networks for personalized course guidance. User Model. User-Adap. Inter. 29(2), 487–525 (2019)CrossRef Pardos, Z.A., Fan, Z., Jiang, W.: Connectionist recommendation in the wild: on the utility and scrutability of neural networks for personalized course guidance. User Model. User-Adap. Inter. 29(2), 487–525 (2019)CrossRef
11.
go back to reference Farzan, R., Brusilovsky, P.: Social navigation support in a course recommendation system. In: Wade, V.P., Ashman, H., Smyth, B. (eds.) Adaptive Hypermedia and Adaptive Web-Based Systems. AH 2006. Lecture Notes in Computer Science, vol. 4018. Springer, Berlin, Heidelberg (2006) Farzan, R., Brusilovsky, P.: Social navigation support in a course recommendation system. In: Wade, V.P., Ashman, H., Smyth, B. (eds.) Adaptive Hypermedia and Adaptive Web-Based Systems. AH 2006. Lecture Notes in Computer Science, vol. 4018. Springer, Berlin, Heidelberg (2006)
12.
go back to reference Bercovitz, B., Kaliszan, F., Koutrika, G., Liou, H., Zadeh, Z.M., Garcia-Molina, H. CourseRank: a social system for course planning. In: Proceedings of the 2009 ACM SIGMOD International Conference on Management of Data (SIGMOD ‘09), pp. 1107–1110. Association for Computing Machinery, New York, NY, USA (2009) Bercovitz, B., Kaliszan, F., Koutrika, G., Liou, H., Zadeh, Z.M., Garcia-Molina, H. CourseRank: a social system for course planning. In: Proceedings of the 2009 ACM SIGMOD International Conference on Management of Data (SIGMOD ‘09), pp. 1107–1110. Association for Computing Machinery, New York, NY, USA (2009)
14.
go back to reference Ahuja, S., Kumar, J.: How ethical are persuasive design practices? A proposal for assessment of ethics in HCI design. In: Chakrabarti, A., Poovaiah, R., Bokil, P., Kant, V. (eds.) Design for Tomorrow—Volume 1. ICoRD 2021. Smart Innovation, Systems and Technologies, vol. 221. Springer, Singapore (2021) Ahuja, S., Kumar, J.: How ethical are persuasive design practices? A proposal for assessment of ethics in HCI design. In: Chakrabarti, A., Poovaiah, R., Bokil, P., Kant, V. (eds.) Design for Tomorrow—Volume 1. ICoRD 2021. Smart Innovation, Systems and Technologies, vol. 221. Springer, Singapore (2021)
Metadata
Title
Courselect: Motivation-Centric Course Recommendation for University Students
Authors
Animesh Singh
Sanju Ahuja
Jyoti Kumar
Copyright Year
2023
Publisher
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-99-0428-0_81

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