Proteus-based circuit simulation and differentiated learning in vocational electronics education: a quasi-experimental study to overcome laboratory infrastructure limitations in vocational high schools
Sep 2026· Frontiers in Education· Vol 11· 28 references
Learning Styles and Cognitive Differences
Abstract
Electronics education at vocational high schools (SMK) in Indonesia often faces a gap between curriculum requirements and limited laboratory infrastructure. This situation makes it difficult for students to develop an understanding of abstract electrical concepts. This study evaluates the effectiveness of integrating the Proteus circuit simulation software with a differentiated learning process strategy on students’ cognitive achievement in the subject of Fundamentals of Electricity and Electronics. The research design used was quasi-experimental with a nonequivalent control-group pretest–posttest design, involving 62 students in the Electronics Engineering Program at a vocational high school in Central Java. The experimental group ( n = 31) received Proteus simulation-based learning with process differentiation through three types of activities (hands-on manipulation, visual demonstration, and guided verbal explanation), while the control group ( n = 31) received conventional instruction. Students’ learning style preferences were measured using the Index of Learning Styles descriptively to explain the variety of activities, not as a basis for instruction matching. Data collection was conducted through a cognitive achievement test (30 items; KMO = 0.87; α = 0.84), the Index of Learning Styles questionnaire (44 items; α = 0.79), and a structured observation sheet ( κ = 0.82). The Wilcoxon, Mann–Whitney U, N-Gain, and Kruskal–Wallis tests were applied for data analysis. The results showed a substantial improvement in the experimental group (Z = −4.852; p < 0.001), with a mean N-Gain of 0.93 (high category), compared to the control group's 0.38 (moderate category). Because the Proteus simulation and process differentiation were delivered simultaneously as a single intervention package, the findings are interpreted as the effect of the combined intervention rather than of either component in isolation. These results indicate that circuit simulations combined with various learning activities can serve as an ICT-based alternative to bridge the limitations of laboratory infrastructure in vocational education. This study also critically discusses the hypothesis of matching instruction to learning styles and offers a process differentiation framework as a more valid alternative interpretation
This publication proposes a definition and a classification of agile software development approaches and analyses ten software development methods that can be characterized as being "agile" against the defined criterion.
P. Abrahamsson, O. Salo, Jussi Ronkainen et al.· arXiv.org· 727 citations· ⚡54
The study shows that agile practices improve both informal and formal communication, but indicates that, in larger development situations involving multiple external stakeholders, a mismatch of adequate communication mechanisms can sometimes even hinder the communication.
M. Pikkarainen, Jukka Haikara, O. Salo et al.· Empirical Software Engineeri...· 401 citations· ⚡48
The results indicate that software engineering work practices are chosen opportunistically, adapted and configured to provide value under the constrains imposed by the startup context.
Nicolò Paternoster, Carmine Giardino, M. Unterkalmsteiner et al.· Information and Software Tec...· 394 citations· ⚡54
The results show that the embedded industry has been able to apply agile methods in its development processes and that the appreciation of the agile methods and their individual practices appears to increase once adopted and applied in practice.
O. Salo, P. Abrahamsson· IET Software· 238 citations· ⚡9
Consequences of happiness and unhappiness that are beneficial and detrimental for developers' mental well-being, the software development process, and the produced artifacts are found.
D. Graziotin, Fabian Fagerholm, Xiaofeng Wang et al.· Journal of Systems and Softw...· 236 citations· ⚡13
The Mobile-D approach is briefly outlined here and the experiences gained from four case studies are discussed, which helped develop an agile development approach for mobile application development.
P. Abrahamsson, Antti Hanhineva, H. Hulkko et al.· Conference on Object-Oriente...· 225 citations· ⚡18
Is your company’s AI sovereign? A practical guide for CIOs on AI vendor lock-in, EU Data Act switching, cloud sovereignty, and testing your exit plan before you need it. The post Sovereignty Is the Option to Leave appeared first on GPT-Lab.
Microsoft Research Blog· microsoft.comOct 30, 2026
Evaluating Microsoft Copilot at enterprise scale requires test data that captures the full complexity of real organizations, yet real enterprise data contains sensitive information that cannot be used for evaluation under any circumstances. The post From synthetic enterprise data evaluations to real Microsoft Copilot AI confidence appeared first on Microsoft Research.
Microsoft Research Blog· microsoft.comOct 29, 2026
Host Sowbhagya Suresh shares some of the latest news and cutting-edge research from across Microsoft—from understanding the challenges facing coding agents to uncovering how people use AI at work and improving extended-range weather forecasting. The post Microsoft Research Focus – Edition #97 appeared first on Microsoft Research.
We use cookies to run the site and, with your consent, for analytics and to show ads.
See our Cookie Policy.