Developing a Learning Style-Oriented Small Private Online Course (SPOC) with Norm- Referenced Testing (NRT) Integration

This research explores the development of Small Private Online Courses (SPOC) to address the limitations of MOOCs, particularly in personalization and learning effectiveness. A survey of 140 students revealed that 92.9% preferred materials suited to their learning styles (visual, auditory, kinesthetic), 63.8% sought integration with automotive-related mathematics, and 73% desired flexible yet private online learning. Using the Borg & Gall R&D model for needs analysis and the Dick & Carey approach for development, this study designed a learning style- based SPOC. Expert validation confirmed its feasibility, and statistical analysis (Pearson correlation, Cronbach's Alpha) ensured its reliability. The effectiveness evaluation showed moderate learning gains (N-Gain: 0.64-0.66) and significant improvements based on a Paired Sample T-test. Observations indicated enhanced engagement, attitudes, and interest. Implementing SPOC with learning style-based grouping fosters collaborative, immersive learning, improving effectiveness in vocational education.

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Publication Details

Journal
International Journal of Computational and Experimental Science and Engineering
Published
2025-05-31
DOI
https://doi.org/10.22399/ijcesen.2667
Primary Topic
Online Learning and Analytics
Type
article
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article

Developing a Learning Style-Oriented Small Private Online Course (SPOC) with Norm- Referenced Testing (NRT) Integration

Ibnu Nur Akhsan, Basuki Wibawaa, Robinson Situmoranga
International Journal of Computational and Experimental Science and Engineering
Online Learning and Analytics
article

Developing a Learning Style-Oriented Small Private Online Course (SPOC) with Norm- Referenced Testing (NRT) Integration

Ibnu Nur Akhsan, Basuki Wibawaa, Robinson Situmoranga
article en

Abstract

This research explores the development of Small Private Online Courses (SPOC) to address the limitations of MOOCs, particularly in personalization and learning effectiveness. A survey of 140 students revealed that 92.9% preferred materials suited to their learning styles (visual, auditory, kinesthetic), 63.8% sought integration with automotive-related mathematics, and 73% desired flexible yet private online learning. Using the Borg & Gall R&D model for needs analysis and the Dick & Carey approach for development, this study designed a learning style- based SPOC. Expert validation confirmed its feasibility, and statistical analysis (Pearson correlation, Cronbach's Alpha) ensured its reliability. The effectiveness evaluation showed moderate learning gains (N-Gain: 0.64-0.66) and significant improvements based on a Paired Sample T-test. Observations indicated enhanced engagement, attitudes, and interest. Implementing SPOC with learning style-based grouping fosters collaborative, immersive learning, improving effectiveness in vocational education.

International Journal of Computational and Experimental Science and EngineeringVol. 11(2)
Openalex Percentile: Top 88%
Online Learning and Analytics
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Developing a Learning Style-Oriented Small Private Online Course (SPOC) with Norm- Referenced Testing (NRT) Integration — Ibnu Nur Akhsan, Basuki Wibawaa, et al. · International Journal of Computational and Experimental Science and Engineering (2025) | TGRS Research Map | TGRS