Innovative Assessment Strategies for Enhancing Skill Development in ARM Microcontroller and Embedded Systems Laboratory

Authors

  • Mohamed Anees Department of E&CE, Vidyavardhaka College of Engineering, Mysuru, Karnataka
  • Nagaraja B. G. Department of E&CE, Vidyavardhaka College of Engineering, Mysuru, Karnataka
  • Alfred Vivek D’Souza Department of E&CE, Vidyavardhaka College of Engineering, Mysuru, Karnataka
  • Tejaswini S. Department of E&CE, Vidyavardhaka College of Engineering, Mysuru, Karnataka

DOI:

https://doi.org/10.16920/jeet/2026/v39is2/26014

Keywords:

Embedded Systems, ARM Microcontroller, LPC1768, Authentic Assessment, Skill Development, Collaborative Learning, Engineering Pedagogy.

Abstract

In this paper, the redesign and evaluation of ARM Microcontroller and Embedded Systems Laboratory will be presented to overcome the weaknesses in the conventional assessment practices, which is based on memorization and writing of the record. A five-part format authentic assessment model was introduced using the CDIO (Conceive–Design–Implement-Operate) framework and the tasks included single-peripheral, multi-peripheral integration, hex-file reverse engineering, collaborative open-ended experimentation, and the university-required summative test. The results of 67 students who were working with the LPC1768 Cortex-M3 platform were compared using threshold-based and average-based attainment approaches. The findings show poor performance on foundational and multi-peripheral tasks (CO1, CO2), moderate on analytical reverse-engineering tasks (CO3) and high on collaborative and resource-rich tasks (CO4, CO5). The results indicate that the scaffolding of early conceptual and integrative abilities requires more strength, and that real and authentic, design-based assessments induce more learning than memory-driven assessments. The paper provides a replicable framework of improving embedded systems pedagogy by providing outcome-based, practical assessment techniques.

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Published

2026-02-18

How to Cite

Anees, M., B. G., N., D’Souza, A. V., & S., T. (2026). Innovative Assessment Strategies for Enhancing Skill Development in ARM Microcontroller and Embedded Systems Laboratory. Journal of Engineering Education Transformations, 39(Special Issue 2), 110–117. https://doi.org/10.16920/jeet/2026/v39is2/26014

References

Anees, M., G., N. B., G., T. Y., & Patil, C. M. (2025). Experimental Based Learning: Microcontroller Simulation Using Virtual Simulation Machine. Journal of Engineering Education Transformations, 38(3), 199-209. https://doi.org/10.16920/jeet/2024/v38i3/24255

Bhat, S., & Kumar, N. (2021a). Criterion-based assessment in engineering labs. Journal of Engineering Education Transformations, 34(2), 23–29. https://doi.org/10.16920/jeet/2021/v34i2/157123

Biggs, J. (1996). Enhancing teaching through constructive alignment. Higher Education, 32(3), 347–364. https://doi.org/10.1007/BF00138871

Choi, S. H. (2014). Microcontroller-based feedback control laboratory. International Journal of Engineering Education, 30(3), 676–683.

Crawley, E. F., Malmqvist, J., Östlund, S., & Brodeur, D. R. (2007). Rethinking engineering education: The CDIO approach. Springer. https://doi.org/10.1007/978-0-387-38290-6

Desai, P., & Kulkarni, A. (2024b). Innovative assessment strategies in engineering education. Journal of Engineering Education Transformations, 37(1), 89–96. https://doi.org/10.16920/jeet/2024/v37i1/240123

Deshmukh, R., & Shinde, V. (2022). Practical experiments in embedded systems: A case study in reverse engineering. Journal of Engineering Education Transformations, 35(2), 34–40. https://doi.org/10.16920/jeet/2022/v35i2/221345

Gibbs, G. (1995). Assessing student-centred courses. Oxford Centre for Staff Development. Hafiz, M., & others. (2025). Reverse engineering in microprocessor labs: Aligning with ABET outcomes. IEEE Transactions on Education.

Haladyna, T. M. (1997). Writing test items to evaluate higher order thinking. Allyn & Bacon.

Hurtado, J., Useche, J., & Maslerio, R. (2023). Authentic assessments in signals and systems: Linking theory to practice. IEEE Transactions on Education, 66(2), 134-142. https://doi.org/10.1109/TE.2022.3214567

Jadhav, M. R., & Patil, M. (2020). Effective teaching learning practices for microprocessor and interfacing course. Journal of Engineering Education Transformations, 33(Special Issue), 157–161. https://doi.org/10.16920/jeet/2020/v33i0/150159

Kandhan, S., Menezes, P., & Rodrigues, P. (2021). Developing analytic rubrics for modern engineering education. Journal of Engineering Education Transformations, 34(3), 45–51. https://doi.org/10.16920/jeet/2021/v34i3/157890

Kim, J., & Lee, W. (2019). AI-integrated embedded systems labs: A case study in resource-rich assessment. Journal of Engineering Education Transformations, 32(3), 78–84. https://doi.org/10.16920/jeet/2019/v32i3/141234

Merrett, G. V. (2020). Teaching embedded systems during a pandemic: Lessons learned from moving practical labs online. 2020 IEEE Global Engineering Education Conference (EDUCON), 1345–1350. https://doi.org/10.1109/EDUCON45650.2020.9125283

Metri, V., & others. (2018). Mini-project based learning in embedded systems using 8051 and Arduino platforms. Journal of Engineering Education Transformations, 31(4), 56–62. https://doi.org/10.16920/jeet/2018/v31i4/125678

Nazarov, K., & Jumayev, T. (2022). Arduino-based labs for automation engineering in Turkmenistan. International Journal of Emerging Technologies in Learning, 17(10), 45–58. https://doi.org/10.3991/ijet.v17i10.30567

Nethravathi, K., & Geetha, D. D. (2016). Effective learning through project-based learning approach in engineering education. Journal Transformations, of Engineering 29(4), Education 43–47. https://doi.org/10.16920/jeet/2016/v29i4/85411

Nicol, D. J., & Macfarlane-Dick, D. (2006). Formative assessment and self-regulated learning: A model and seven principles of good feedback practice. Studies in Higher Education, 31(2), 199–218. https://doi.org/10.1080/03075070600572090

Patel, R., & Desai, P. (2023). Practical assessments in embedded systems: A case study in microcontroller labs. International Journal of Engineering Education, 39(3), 456–465.

Patil, M., & Kulkarni, A. (2019b). Collaborative learning in engineering education: A case study in project-based labs. Journal of Engineering Education Transformations, 32(4), 67–73. https://doi.org/10.16920/jeet/2019/v32i4/141567

Prasad, S., & Reddy, B. K. (2015). Project-based learning in embedded systems using industry-oriented projects. Journal of Engineering Education Transformations, 28(2–3), 12–18. https://doi.org/10.16920/jeet/2015/v28i2-3/58975

Sadler, D. R. (2005). Interpretations of criteria-based assessment and grading in higher education. Assessment & Evaluation in Higher Education, 30(2), 175–194. https://doi.org/10.1080/0260293042000264262

Sangle, S., Nandurkar, K., & Pawar, A. (2020). E-assessment tools for effective pedagogy in production engineering. Journal of Engineering Education Transformations, 33(Special Issue), 123–128. https://doi.org/10.16920/jeet/2020/v33i0/150145

Senthil, R. (2020). Active learning strategies in engineering education: A case study in microcontroller labs. International Journal of Engineering Education, 36(4), 1123–1132.

Shinde, V., Deshmukh, R., & others. (2025a). Technology-enhanced assessment in engineering education: A case study in real-time feedback. Journal of Engineering Education Transformations.

Shinde, V., Deshmukh, R., & others. (2025b). Technology-enhanced assessment in engineering education: A case study in real-time feedback. Journal of Engineering Education Transformations.

Shinde, V., & Raje, S. (2023). Feedback-driven learning in embedded systems education. International Journal of Engineering Education, 39(1), 201–210.