ERIC Number: EJ1454101
Record Type: Journal
Publication Date: 2024
Pages: 21
Abstractor: As Provided
ISBN: N/A
ISSN: N/A
EISSN: EISSN-2196-7091
Do Personal Recommendations Need to Be Personalized? Investigating the Relationships between Student Differences and Educational Recommendations
Yiling Dai; Heinz Ulrich Hoppe; Brendan Flanagan; Kyosuke Takami; Hiroaki Ogata
Smart Learning Environments, v11 Article 61 2024
Educational recommender systems have been supporting personalized learning in various ways. However, less discussion is conducted about whether and how to personalize the strategies to generate recommendations based on student differences. In this study, we aim at investigating how students judge recommendations based on different strategies, and how these judgments relate to student characteristics. We conducted a large-scale questionnaire survey to measure students' Big-Five personality traits, confidence in the subjects, and their judgments on six types of recommendations. The answers collected from 735 high school students in Japan indicate that students had different judgments across different recommendation strategies, but similarly for English and mathematics. Furthermore, the correlations between student characteristics and their judgments on recommendations were stronger if the subject to learn was inconsistent with the subject they preferred. The results provide insights on how to design educational recommendations that not only cater to students' traits, but also help foster and enhance their traits for better learning.
Descriptors: Foreign Countries, High School Students, Student Characteristics, Individual Differences, Individualized Instruction, Personality Traits, Student Attitudes, Student Needs, Student Satisfaction, Student Interests, Educational Strategies, Academic Achievement
Springer. Available from: Springer Nature. One New York Plaza, Suite 4600, New York, NY 10004. Tel: 800-777-4643; Tel: 212-460-1500; Fax: 212-460-1700; e-mail: customerservice@springernature.com; Web site: https://bibliotheek.ehb.be:2123/
Publication Type: Journal Articles; Reports - Research
Education Level: High Schools; Secondary Education
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Identifiers - Location: Japan
Grant or Contract Numbers: N/A