Investigates the Significant Effects of CBT and CBA Over KBT on Rwandan Private Universities Engineering Students’ Contributions at Engineering Sites During Industrial Attachments

Authors

  • Mr Isaac TUMWINE Lecturer and Assistant to Vice Principal Academics, Kigali Independent University Polytechnic Institute(ULK/UPI) https://orcid.org/0009-0008-4392-6408
  • Mr Pascal NIYONDERERA Lecturer of Mathematics, Kigali Independent University Polytechnic Institute(ULK/UPI) https://orcid.org/0009-0009-3531-1718
  • Mrs Joselyne NIYONIRINGIRA Facilitator of Mathematical Sciences and Coordinator of Science, Ministry of Education

DOI:

https://doi.org/10.53983/ijmds.v14n7.002

Keywords:

Competence Based Training, Competence Based Assessment, Knowledge Based Training

Abstract

This study investigates the significant impact of Competence-Based Training (CBT) integrated with Competence-Based Assessment (CBA) compared to traditional Knowledge-Based Training (KBT) on engineering students’ contributions during industrial attachments in Rwandan private universities. As Rwanda’s Vision 2050 emphasizes technical and vocational excellence, there is increasing demand for practically competent engineering graduates who can meet the expectations of a modern workforce (MINEDUC, 2020; REB, 2021). While KBT emphasizes the acquisition of theoretical knowledge, CBT+CBA focuses on the integration of knowledge, skills, and attitudes in real-world contexts (Mulder, 2012; Wesselink et al., 2007). The study employed a convergent mixed-methods design involving 586 participants: 312 final-year engineering students, 88 university engineering lecturers, 96 site engineers, and 90 entrepreneurs in the engineering sector. Quantitative data were collected via structured questionnaires, while qualitative insights were gathered through semi-structured interviews and focus group discussions. Results revealed that 82.4% of CBT+CBA-trained students demonstrated the ability to apply engineering principles to real tasks on construction sites, compared to 47.1% of their KBT-trained peers (Nsengiyumva & Uwizeyimana, 2023). Further analysis showed that 76.8% of site engineers rated CBT+CBA students as “technically effective,” whereas only 38.5% expressed the same about KBT students (Kayitare, 2017). Among lecturers, 84.1% agreed that CBA reinforced skill development through continuous performance-based assessments, while 58.0% believed that KBT methods lacked industry relevance (Boahin & Hofman, 2013). Entrepreneurs noted that CBT+CBA interns required 31.6% less supervision and made fewer technical errors (average 1.3 per week) compared to KBT interns (average 3.1 errors per week) (Mupenzi et al., 2021). Notably, 79.6% of CBT students were proficient in interpreting engineering drawings and performing tasks such as leveling, material testing, and AutoCAD modeling. In contrast, only 42.3% of KBT students demonstrated equivalent proficiency (Choi & Jacobs, 2011; Ndayambaje et al., 2020). Additionally, 71.4% of CBT+CBA students adhered strictly to safety regulations on-site, while only 45.7% of KBT students did so. The majority of entrepreneurs (88.9%) preferred hiring CBT graduates, citing practical readiness, adaptability, and collaborative skills as primary reasons (Zeleke & Tadesse, 2018). Lecturers also reported that CBA enhanced student reflection and critical thinking, as 74.5% of CBT students routinely reviewed their performance logs, compared to 39.2% of KBT students. Supervisors noted that CBT+CBA students more frequently initiated site-based innovations such as workflow diagrams and material optimization (Van der Klink & Boon, 2003). Interview data indicated that CBT students showed higher engagement during attachments and were 26.7% more likely to receive extension offers or job placements post-internship (Tuyisenge et al., 2022). Despite these strengths, challenges persist. Approximately 42.3% of lecturers cited a lack of updated CBT resources, and 36.5% reported insufficient collaboration with industries in assessment planning (Mushemeza & Mtebe, 2018). Additionally, 40.0% of entrepreneurs felt that some universities inconsistently applied CBA standards, highlighting the need for national harmonization and staff retooling (Yusuf, 2020). This study concludes that CBT integrated with CBA has a significantly positive effect on engineering students’ performance and contributions during industrial attachments, as perceived by students, lecturers, site engineers, and employers. It recommends institutional investment in instructor training, stronger university-industry linkages, and nationwide enforcement of CBT+CBA implementation in engineering programs to ensure consistency and quality across Rwandan private universities.

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Author Biographies

Mr Isaac TUMWINE, Lecturer and Assistant to Vice Principal Academics, Kigali Independent University Polytechnic Institute(ULK/UPI)

Isaac Tumwine is a passionate academic and research enthusiast based in Kigali, Rwanda, with a strong focus on artificial intelligence, deep learning, computer vision, and human-computer interaction. He holds a Bachelor’s degree in Computer Engineering, where he graduated with First Class Honours, and a Master’s degree in Control Science and Engineering from Beijing University of Civil Engineering and Architecture, with a research focus in Artificial Intelligence. He is currently serving as a Lecturer and Assistant to the Vice Principal Academics at ULK Polytechnic Institute, where he contributes to academic planning, quality assurance, and student success across multiple engineering programs. Driven by a relentless curiosity and a deep commitment to innovation, Isaac has contributed to both academia and industry. He has previously served as an Assistant Lecturer, delivering courses in data science, Python, computer networks, system maintenance, and information systems. His teaching experience extends through multiple national initiatives in partnership with the Rwanda Development Board, where he trained professionals from institutions such as the Rwanda Law Reform Commission, Minubumwe, and NAEB in digital literacy and cybersecurity under the ICDL framework. Isaac’s technical foundation is strengthened by hands-on experience in software development. He worked as a Full Stack Developer at Andela, contributing to both individual and team-based software solutions. His programming expertise spans languages and frameworks including JavaScript, Python, C/C++, and tools such as TensorFlow, PyTorch, OpenCV, and Firebase. In research, Isaac has published academic work in peer-reviewed journals and developed intelligent systems, such as a real-time emotion detection model using CNN and DeepFace and a K-Nearest Neighbors classifier in JavaScript. His research interests lie at the intersection of artificial intelligence, psychology, and user experience, with ongoing projects in human-computer interface design. Known for his energy, motivation, and commitment to technical excellence, Isaac is not only an educator but a problem-solver who strives to use technology to improve lives and empower communities.

Mr Pascal NIYONDERERA, Lecturer of Mathematics, Kigali Independent University Polytechnic Institute(ULK/UPI)

Mr. Pascal NIYONDERERA is a Lecturer of Mathematics at Kigali Independent University Polytechnic Institute (UPI), Mr Pascal hold Master’s Degree of Education (Mathematics Education) from Mount Kenya University in Kenya, Bachelor’s Degree of Education with honours in Mathematics and Physics (Secondary) from University of Rwanda College of Education in Rwanda. And also hold Advanced Certificate in Physics, Chemistry and Mathematics, at Ecole Des Science de MUSANZE. Mr Pascal is an experienced Researcher in Mathematical sciences, engineering and education as well, He has published different articles in international journals and has been lecturing since January 18, 2021 until now. Mr Pascal attended trainings in South Africa, Ghana, India and USA and has been certified for recognitions.

Mrs Joselyne NIYONIRINGIRA, Facilitator of Mathematical Sciences and Coordinator of Science, Ministry of Education

Mrs Joselyne NIYONIRINGIRA is a facilitator of Mathematics in MINEDUC/Rwanda. Mrs Joselyne hold Master’s Degree of Education (Mathematics Education) from Mount Kenya University in Kenya, Bachelor’s Degree of Education with honours in Mathematics and Physics (Secondary) from University of Rwanda College of Education in Rwanda. And also Advanced Certificate in Physics, Chemistry and Mathematics at Fawe Girls School/Rwanda She has been a Facilitator of Mathematical Science since October 10, 2021 until now. Mrs Joselyne has been awarded scholarship by MasterCard Foundations and also published different articles in International Journals.

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Published

15-07-2025

How to Cite

TUMWINE, I., P. NIYONDERERA, and J. NIYONIRINGIRA. “Investigates the Significant Effects of CBT and CBA Over KBT on Rwandan Private Universities Engineering Students’ Contributions at Engineering Sites During Industrial Attachments”. International Journal of Management and Development Studies, vol. 14, no. 7, July 2025, pp. 7-17, doi:10.53983/ijmds.v14n7.002.