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022 |a 2196-7091 
024 7 |a 10.1186/s40561-025-00400-6  |2 doi 
035 |a 3235529489 
045 2 |b d20251201  |b d20251231 
100 1 |a Semerikov, Serhiy O.  |u Kryvyi Rih State Pedagogical University, Kryvyi Rih, Ukraine (GRID:grid.445611.3); Institute for Digitalisation of Education of the NAES of Ukraine, Kyiv, Ukraine (GRID:grid.445611.3); Zhytomyr Polytechnic State University, Zhytomyr, Ukraine (GRID:grid.446068.8) (ISNI:0000 0004 5373 3398); Kryvyi Rih National University, Kryvyi Rih, Ukraine (GRID:grid.445617.5); Academy of Cognitive and Natural Sciences, Kryvyi Rih, Ukraine (GRID:grid.445617.5) 
245 1 |a Differential effects of Moodle course design on student subpopulations: advancing personalized learning in higher education 
260 |b Springer Nature B.V.  |c Dec 2025 
513 |a Journal Article 
520 3 |a Higher education institutions face increasing challenges in meeting the diverse needs of their student populations. While learning management systems (LMS) like Moodle have become ubiquitous in higher education, there remains limited understanding of how these platforms affect different student subpopulations. This study investigates the differential effects of Moodle course design elements on student outcomes across key demographic dimensions: form of education (full-time versus part-time) and educational level (undergraduate versus graduate). Using structural equation modeling and a dataset of 3684 courses from a European university (2020–2022), we identified significant differences in how Moodle components affect learning outcomes across student subgroups. Interactive activities and communication tools showed substantially stronger relationships with outcomes for part-time students, while comprehensive information and resources demonstrated stronger impacts for graduate students. We introduce a theoretical framework for personalization effects in LMS environments and identify specific design elements that promote more equitable outcomes across student subpopulations. This research addresses critical gaps in our understanding of personalized learning in higher education, providing evidence-based guidance for instructors and instructional designers seeking to create more inclusive, effective digital learning environments that respond to the specific needs of diverse student populations. 
653 |a Higher education 
653 |a Constructivism 
653 |a Communication 
653 |a School environment 
653 |a Educational technology 
653 |a Learning management systems 
653 |a Student organizations 
653 |a Cognitive ability 
653 |a Customization 
653 |a Cognition & reasoning 
653 |a Students 
653 |a Colleges & universities 
653 |a Learning 
653 |a Educational objectives 
653 |a Populations 
653 |a Subgroups 
653 |a Knowledge 
653 |a Personalized learning 
653 |a Design 
653 |a Higher education institutions 
653 |a Adaptive learning 
653 |a Graduate students 
653 |a Full Time Students 
653 |a Influence of Technology 
653 |a Academic Achievement 
653 |a Learning Theories 
653 |a Learning Experience 
653 |a Interpersonal Relationship 
653 |a Environmental Influences 
653 |a Construction (Process) 
653 |a Electronic Learning 
653 |a Educational Demand 
653 |a Educational Experience 
653 |a Educational Environment 
653 |a Course Content 
653 |a Cognitive Structures 
653 |a Classroom Communication 
653 |a Learner Engagement 
653 |a Constructivism (Learning) 
653 |a Individual Needs 
653 |a Educational Needs 
700 1 |a Nechypurenko, Pavlo P.  |u Kryvyi Rih State Pedagogical University, Kryvyi Rih, Ukraine (GRID:grid.445611.3); Academy of Cognitive and Natural Sciences, Kryvyi Rih, Ukraine (GRID:grid.445611.3) 
700 1 |a Vakaliuk, Tetiana A.  |u Kryvyi Rih State Pedagogical University, Kryvyi Rih, Ukraine (GRID:grid.445611.3); Institute for Digitalisation of Education of the NAES of Ukraine, Kyiv, Ukraine (GRID:grid.445611.3); Zhytomyr Polytechnic State University, Zhytomyr, Ukraine (GRID:grid.446068.8) (ISNI:0000 0004 5373 3398); Academy of Cognitive and Natural Sciences, Kryvyi Rih, Ukraine (GRID:grid.446068.8) 
700 1 |a Mintii, Iryna S.  |u Kryvyi Rih State Pedagogical University, Kryvyi Rih, Ukraine (GRID:grid.445611.3); Institute for Digitalisation of Education of the NAES of Ukraine, Kyiv, Ukraine (GRID:grid.445611.3); Zhytomyr Polytechnic State University, Zhytomyr, Ukraine (GRID:grid.446068.8) (ISNI:0000 0004 5373 3398); Academy of Cognitive and Natural Sciences, Kryvyi Rih, Ukraine (GRID:grid.446068.8); Lviv Polytechnic National University, Lviv, Ukraine (GRID:grid.10067.30) (ISNI:0000 0001 1280 1647); University of Łódź, Łódź, Poland (GRID:grid.10789.37) (ISNI:0000 0000 9730 2769); Kremenchuk Mykhailo Ostrohradskyi National University, Kremenchuk, Ukraine (GRID:grid.445609.a) (ISNI:0000 0004 4909 6322) 
700 1 |a Fadieieva, Liliia O.  |u Kryvyi Rih State Pedagogical University, Kryvyi Rih, Ukraine (GRID:grid.445611.3) 
773 0 |t Smart Learning Environments  |g vol. 12, no. 1 (Dec 2025), p. 46 
786 0 |d ProQuest  |t Education Database 
856 4 1 |3 Citation/Abstract  |u https://www.proquest.com/docview/3235529489/abstract/embedded/7BTGNMKEMPT1V9Z2?source=fedsrch 
856 4 0 |3 Full Text  |u https://www.proquest.com/docview/3235529489/fulltext/embedded/7BTGNMKEMPT1V9Z2?source=fedsrch 
856 4 0 |3 Full Text - PDF  |u https://www.proquest.com/docview/3235529489/fulltextPDF/embedded/7BTGNMKEMPT1V9Z2?source=fedsrch