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A newly developed evaluation framework assesses instructional effectiveness by analyzing students\u2019 learning behaviors. The study first designed a Moodle-based learning management system that incorporated the theoretical framework, practical structure of the flipped-classroom course, and a course-adjustment model. Then, it developed a new evaluation framework for data acquisition, behavior analysis, and instructional effectiveness assessment. Teaching practice statistics using this system enable instructors to obtain a comprehensive picture of students\u2019 learning behaviors, while descriptive statistics of learning behaviors provide an overview of students\u2019 learning engagement. Finally, the paper summarizes the significance and contributions of this study and outlines future directions.<\/jats:p>","DOI":"10.20965\/jaciii.2026.p0246","type":"journal-article","created":{"date-parts":[[2026,1,19]],"date-time":"2026-01-19T15:02:06Z","timestamp":1768834926000},"page":"246-257","source":"Crossref","is-referenced-by-count":0,"title":["Improving Learning Motivation in a Flipped-Classroom Teaching System Based on Expectancy-Value Theory and Timely Adjustments of Course Contents"],"prefix":"10.20965","volume":"30","author":[{"ORCID":"https:\/\/orcid.org\/0009-0006-4172-7873","authenticated-orcid":true,"given":"Xiangfeng","family":"Tan","sequence":"first","affiliation":[{"name":"Graduate School of Engineering, Tokyo University of Technology, 1404-1 Katakuramachi, Hachioji, Tokyo 192-0982, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3165-5045","authenticated-orcid":true,"given":"Jinhua","family":"She","sequence":"additional","affiliation":[{"name":"Graduate School of Engineering, Tokyo University of Technology, 1404-1 Katakuramachi, Hachioji, Tokyo 192-0982, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-0121-616X","authenticated-orcid":true,"given":"Shumei","family":"Chen","sequence":"additional","affiliation":[{"name":"Graduate School of Engineering, Tokyo University of Technology, 1404-1 Katakuramachi, Hachioji, Tokyo 192-0982, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0005-6625-0429","authenticated-orcid":true,"given":"Sumio","family":"Ohno","sequence":"additional","affiliation":[{"name":"Graduate School of Engineering, Tokyo University of Technology, 1404-1 Katakuramachi, Hachioji, Tokyo 192-0982, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3667-4085","authenticated-orcid":true,"given":"Hiroyuki","family":"Kameda","sequence":"additional","affiliation":[{"name":"Graduate School of Engineering, Tokyo University of Technology, 1404-1 Katakuramachi, Hachioji, Tokyo 192-0982, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"8550","published-online":{"date-parts":[[2026,1,20]]},"reference":[{"key":"key-10.20965\/jaciii.2026.p0246-1","doi-asserted-by":"crossref","unstructured":"X. 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