Desain Pembelajaran Adaptif pada Pelatihan Sertifikasi Petugas Iradiator: Mengakomodasi Keragaman Peserta dalam Pencapaian Kompetensi

Main Article Content

Pramaning Tri Hastari
Rinawati Anwar
Vera Purba Wisesa
Dwi Indah Rahayu

Abstract





Kompetensi teknis pekerja di industri yang memakai teknologi radiasi pengion dibangun salah satunya lewat Pelatihan Sertifikasi Petugas Iradiator. Keragaman latar belakang pendidikan dan pengalaman kerjanya menuntut desain pembelajaran yang mampu mengakomodasi perbedaan kebutuhan belajar tanpa menurunkan standar kompetensi. Penelitian ini bertujuan menganalisis karakteristik latar belakang pendidikan peserta, penerapan model pembelajaran, tingkat kelulusan ujian sertifikasi, serta hubungan antara latar belakang pendidikan dan model pembelajaran dengan kelulusan peserta, sekaligus merumuskan rekomendasi penyempurnaan desain pembelajaran adaptif. Penelitian menggunakan pendekatan kuantitatif dengan metode deskriptif-analitik.  Data sekunder dari 64       peserta Pelatihan Sertifikasi Petugas Iradiator periode 2025 – 2026 dianalisis menggunakan statistik deskriptif, tabulasi silang, dan uji Chi-Square, serta dilengkapi analisis hasil evaluasi pelatihan.  Sebanyak 78,1% peserta mengikuti pembelajaran bauran dan 21,9% mengikuti pembelajaran tatap muka penuh. Tingkat kelulusan ujian sertifikasi mencapai 51,6%, sementara 48,4% peserta belum lulus. Uji Chi-Square menunjukkan tidak terdapat hubungan signifikan antara latar belakang               pendidikan dan kelulusan (χ² = 1,081; p = 0,298), maupun antara model pembelajaran dan          kelulusan (χ² = 0,000; p = 1,000). Namun, evaluasi peserta menunjukkan bahwa pembelajaran tatap muka dinilai lebih membantu pemahaman materi teknis dibandingkan pembelajaran daring.            Berdasarkan temuan tersebut, diusulkan Model Desain Pembelajaran Adaptif yang                            mempertimbangkan karakteristik peserta dan kompleksitas materi dalam menentukan proporsi     pembelajaran daring dan tatap muka. Model ini diharapkan mendukung penyempurnaan pelatihan sertifikasi teknis yang lebih sesuai dengan kebutuhan belajar peserta dan tetap berorientasi pada      pencapaian standar kompetensi.






The technical competence of workers in industries that use ionizing radiation technology is developed, one of which is through the Irradiator Officer Certification Training. The diversity of educational backgrounds and work experiences requires a learning design that can accommodate differences in learning needs without lowering competency standards. This study aims to analyze the characteristics of the educational background of participants, the application of learning models, the pass rate of the certification exam, and the relationship between educational background and learning models with participant pass rates, while also formulating recommendations for improving the adaptive learning design. The study used a quantitative approach with descriptive-analytical methods. Secondary data from 64 participants of the Irradiator Officer Certification Training for the 2025-2026 period were analyzed using descriptive statistics, cross-tabulations, and Chi-Square tests, and supplemented by analysis of training evaluation results. A total of 78.1% of participants participated in blended learning and 21.9% participated in full face-to-face learning. The pass rate for the certification exam reached 51.6%, while 48.4% of participants did not pass. The Chi-Square test showed no significant relationship between educational background and graduation (χ² = 1.081; p = 0.298), nor between learning model and graduation (χ² = 0.000; p = 1.000). However, participant evaluations indicated that face-to-face learning was considered more helpful in understanding technical material than online learning. Based on these findings, an Adaptive Learning Design Model is proposed that considers participant characteristics and material complexity in determining the proportion of online and face-to-face learning. This model is expected to support the improvement of technical certification training that is more suited to participant learning needs and remains oriented towards achieving competency standards.

Article Details

How to Cite
Hastari, P. T., Anwar, R., Wisesa, V. P., & Rahayu, D. I. (2026). Desain Pembelajaran Adaptif pada Pelatihan Sertifikasi Petugas Iradiator: Mengakomodasi Keragaman Peserta dalam Pencapaian Kompetensi. Jurnal Widyaiswara Indonesia , 7(1), 13-26. https://doi.org/10.56259/jwi.v7i1.466
Section
Artikel Riset (Research Paper)

References

Baldwin, T. T., & Ford, J. K. (1988). Transfer of training: A review and directions for future research. Personnel Psychology, 41(1), 63–105. https://doi.org/10.1111/j.1744-6570.1988.tb00632.x
Bell, B. S., Tannenbaum, S. I., Ford, J. K., Noe, R. A., & Kraiger, K. (2017). 100 years of training and development research: What we know and where we should go. Journal of Applied Psychology, 102(3), 305–323. https://doi.org/10.1037/apl0000142
Bernard, R. M., Borokhovski, E., Schmid, R. F., Tamim, R. M., & Abrami, P. C. (2014). A meta-analysis of blended learning and technology use in higher education: From the general to the applied. Journal of Computing in Higher Education, 26(1), 87–122. https://doi.org/10.1007/s12528-013-9077-3
Blume, B. D., Ford, J. K., Baldwin, T. T., & Huang, J. L. (2010). Transfer of training: A meta-analytic review. Journal of Management, 36(4), 1065–1105. https://doi.org/10.1177/0149206309352880
Boelens, R., De Wever, B., & Voet, M. (2017). Four key challenges to the design of blended learning: A systematic literature review. Educational Research Review, 22, 1–18. https://doi.org/10.1016/j.edurev.2017.06.001
Creswell, J. W., & Creswell, J. D. (2017). Research design: Qualitative, quantitative, and mixed methods approaches (5th ed.). SAGE Publications.
Dziuban, C., Graham, C. R., Moskal, P. D., Norberg, A., & Sicilia, N. (2018). Blended learning: The new normal and emerging technologies. International Journal of Educational Technology in Higher Education, 15(1), 3. https://doi.org/10.1186/s41239-017-0087-5
Field, A. (2018). Discovering statistics using IBM SPSS Statistics (5th ed.). SAGE Publications.
Garrison, D. R., & Kanuka, H. (2004). Blended learning: Uncovering its transformative potential in higher education. The Internet and Higher Education, 7(2), 95–105. https://doi.org/10.1016/j.iheduc.2004.02.001
Gita, I. G. A. A. A. R., & Sariyathi, N. K. (2016). Pengaruh lingkungan kerja, self-efficacy, dan karakteristik peserta pelatihan terhadap transfer pelatihan pada karyawan PT. Indonesia Power. E-Jurnal Manajemen Universitas Udayana, 5(7), 4602–4629.
Graham, C. R. (2006). Blended learning systems: Definition, current trends, and future directions. In C. J. Bonk & C. R. Graham (Eds.), The handbook of blended learning: Global perspectives, local designs (pp. 3–21). Pfeiffer.
Grossman, R., & Salas, E. (2011). The transfer of training: What really matters. International Journal of Training and Development, 15(2), 103–120. https://doi.org/10.1111/j.1468-2419.2011.00373.x
Hastari, P. T., Sinedu, S. S., Hakim, L., & Halizah, N. (2025). Efektivitas pelatihan ketenaganukliran dalam meningkatkan kompetensi dan kelulusan ujian lisensi. Tatar Pasundan: Jurnal Diklat Keagamaan, 19(2), 88–105. https://doi.org/10.38075/tp.v19i2.574
Hrastinski, S. (2019). What do we mean by blended learning? TechTrends, 63(5), 564–569. https://doi.org/10.1007/s11528-019-00375-5
International Atomic Energy Agency. (2010). Radiation safety of gamma, electron and X ray irradiation facilities (IAEA Safety Standards Series No. SSG-8). IAEA.
International Atomic Energy Agency. (2014). Radiation protection and safety of radiation sources: International basic safety standards (IAEA Safety Standards Series No. GSR Part 3). IAEA.
Kintu, M. J., Zhu, C., & Kagambe, E. (2017). Blended learning effectiveness: The relationship between student characteristics, design features and outcomes. International Journal of Educational Technology in Higher Education, 14(1), 7. https://doi.org/10.1186/s41239-017-0043-4
Kirkpatrick, D. L., & Kirkpatrick, J. D. (2006). Evaluating training programs: The four levels (3rd ed.). Berrett-Koehler Publishers.
Kirschner, P. A., Sweller, J., & Clark, R. E. (2006). Why minimal guidance during instruction does not work: An analysis of the failure of constructivist, discovery, problem-based, experiential, and inquiry-based teaching. Educational Psychologist, 41(2), 75–86. https://doi.org/10.1207/s15326985ep4102_1
Knowles, M. S., Holton, E. F., & Swanson, R. A. (2015). The adult learner: The definitive classic in adult education and human resource development (8th ed.). Routledge. https://doi.org/10.4324/9781315816951
Kraiger, K., & Ford, J. K. (2021). The science of workplace instruction: Learning and development applied to work. Annual Review of Organizational Psychology and Organizational Behavior, 8, 45–72. https://doi.org/10.1146/annurev-orgpsych-012420-060109
McHugh, M. L. (2013). The chi-square test of independence. Biochemia Medica, 23(2), 143–149. https://doi.org/10.11613/BM.2013.018
Means, B., Toyama, Y., Murphy, R., & Baki, M. (2013). The effectiveness of online and blended learning: A meta-analysis of the empirical literature. Teachers College Record, 115(3), 1–47. https://doi.org/10.1177/016146811311500307
Milyardi, R., Kristianto, A., & Tangkelayu, N. R. (2023). Concrete technology competency training with blended learning and flipped classroom learning models. Dinamisia: Jurnal Pengabdian kepada Masyarakat, 7(6), 1678–1686. https://doi.org/10.31849/dinamisia.v7i6.16201
Noe, R. A. (2017). Employee training and development (7th ed.). McGraw-Hill Education.
Nugraha, A. N. C., & Kamaliah, N. (2025). Efektivitas blended learning dalam pelatihan dasar CPNS: Studi komparatif hasil belajar berdasarkan lokasi domisili peserta. Tatar Pasundan: Jurnal Diklat Keagamaan, 19(1), 57–68.
Paas, F., & van Merriënboer, J. J. G. (2020). Cognitive-load theory: Methods to manage working memory load in the learning of complex tasks. Current Directions in Psychological Science, 29(4), 394–398. https://doi.org/10.1177/0963721420922183
Peraturan Pemerintah Republik Indonesia Nomor 33 Tahun 2007 tentang Keselamatan Radiasi Pengion dan Keamanan Sumber Radioaktif. (2007). Lembaran Negara Republik Indonesia Tahun 2007 Nomor 74.
Peraturan Pemerintah Republik Indonesia Nomor 29 Tahun 2008 tentang Perizinan Pemanfaatan Sumber Radiasi Pengion dan Bahan Nuklir. (2008). Lembaran Negara Republik Indonesia Tahun 2008 Nomor 54.
Peraturan Badan Pengawas Tenaga Nuklir Nomor 4 Tahun 2024 tentang Izin Bekerja Petugas pada Fasilitas Radiasi dan/atau Kegiatan Pemanfaatan Sumber Radiasi Pengion. (2024). Badan Pengawas Tenaga Nuklir.
Riyantini, R., Hatimah, I., Kamil, M., Ardiwinata, J. S., & Sukmana, C. (2022). Blended learning model in technical competence training for supervisors in the city of Bandung. Jurnal Kependidikan: Jurnal Hasil Penelitian dan Kajian Kepustakaan di Bidang Pendidikan, Pengajaran, dan Pembelajaran, 8(3), 727–737. https://doi.org/10.33394/jk.v8i3.5513
Salas, E., Tannenbaum, S. I., Kraiger, K., & Smith-Jentsch, K. A. (2012). The science of training and development in organizations: What matters in practice. Psychological Science in the Public Interest, 13(2), 74–101. https://doi.org/10.1177/1529100612436661
Sitzmann, T., Kraiger, K., Stewart, D., & Wisher, R. (2006). The comparative effectiveness of web-based and classroom instruction: A meta-analysis. Personnel Psychology, 59(3), 623–664. https://doi.org/10.1111/j.1744-6570.2006.00049.x
Skulmowski, A., & Xu, K. M. (2022). Understanding cognitive load in digital and online learning: A new perspective on extraneous cognitive load. Educational Psychology Review, 34(1), 171–196. https://doi.org/10.1007/s10648-021-09624-7
Sweller, J. (1988). Cognitive load during problem solving: Effects on learning. Cognitive Science, 12(2), 257–285. https://doi.org/10.1207/s15516709cog1202_4
Sweller, J., van Merriënboer, J. J. G., & Paas, F. (2019). Cognitive architecture and instructional design: 20 years later. Educational Psychology Review, 31(2), 261–292. https://doi.org/10.1007/s10648-019-09465-5
Undang-Undang Republik Indonesia Nomor 10 Tahun 1997 tentang Ketenaganukliran. (1997). Lembaran Negara Republik Indonesia Tahun 1997 Nomor 23.