Integrating mathematical literacy and self-regulated learning through PBL-based linear programming worksheets for culinary vocational students

Authors

  • Cinthia Kurnia Dewi Universitas Negeri Yogyakarta
  • R. Rosnawati Universitas Negeri Yogyakarta
  • Mohamad Basri Nadzeri Institut Pendidikan Guru Kampus Tuanku Bainun

DOI:

https://doi.org/10.56587/bemi.v4i1.149

Keywords:

Mathematical Literacy, Self-Regulated Learning, Problem-Based Learning, Linear Programming, Vocational Education

Abstract

Background: Culinary vocational education requires students to make various decisions related to menu planning, ingredient allocation, production scheduling, cost efficiency, and profit optimization. These decision-making processes involve quantitative reasoning and problem-solving skills that are closely associated with mathematical concepts, particularly linear programming. However, many vocational students struggle to connect abstract mathematical concepts with authentic culinary contexts. In addition, mathematical literacy and self-regulated learning remain significant challenges, as mathematics instruction is often dominated by teacher-centered approaches and lacks contextual relevance. Consequently, students tend to demonstrate limited engagement, inadequate problem-solving skills, and low levels of learning autonomy. Therefore, innovative learning media that integrate authentic culinary contexts with active learning approaches are needed to foster these essential 21st-century competencies.

Purpose: This study aims to develop problem-based learning (PBL) worksheets on linear programming that are valid, practical, and effective in enhancing mathematical literacy and self-regulated learning among culinary vocational high school students.

Method: This study employed a Research and Development (R&D) approach based on the ADDIE model, comprising five stages: Analysis, Design, Development, Implementation, and Evaluation. The participants were tenth-grade students enrolled in the culinary vocational program at SMK Negeri 6 Yogyakarta. Data were collected through observations, questionnaires, mathematical literacy tests, and self-regulated learning scales. The data were analyzed using descriptive statistics, paired-samples t-tests, and N-gain analysis to assess the effectiveness of the developed worksheets.

Findings: The findings revealed that the developed PBL-based worksheets met the validity and practicality criteria, as demonstrated by expert validation and positive student responses. Furthermore, the implementation of the worksheets significantly improved students’ mathematical literacy and self-regulated learning, as evidenced by the paired-samples t-test results (p < 0.05) and moderate N-gain scores. These findings suggest that contextualized, problem-based worksheets can promote more meaningful and self-directed mathematics learning among culinary vocational students.

References

Abuhassna, H., Alnawajha, S., Awae, F., Mohamed Adnan, M. A. B., & Edwards, B. I. (2024). Synthesizing technology integration within the Addie model for instructional design: A comprehensive systematic literature review. Journal of Autonomous Intelligence, 7(5), 1546. https://doi.org/10.32629/jai.v7i5.1546

Arends, R. I. (2015). Learning to Teach, Ninth Edition. McGraw-Hil.

Arigiyati, T. A., Kusumaningrum, B., Maysaroh, I. L., Kuncoro, K. S., Pahmi, S., & Özsüt, B. (2023). The effect of self-regulated learning and learning interest on mathematics learning outcomes. Union: Jurnal Ilmiah Pendidikan Matematika, 11(2), 317–329. https://doi.org/10.30738/union.v11i2.15025

Assuah, C. K., Mantey, G. K., & Osei, L. (2022). The Effect of Think-pair-share Learning on Junior High School Students’ Achievement in Algebraic Expressions: Pre-test-Post-test Non-equivalent Control Group Design. Asian Journal of Probability and Statistics, 46–55. https://doi.org/10.9734/ajpas/2022/v20i2418

Azizah, N. L., Arliani, E., Purbaningrum, M., & Ramadhan, S. (2024). Literasi Matematika Materi Sistem Persamaan Dan Pertidaksamaan Linier : Pengembangan Butir Soal. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 13(2), 708–719. https://doi.org/10.24127/ajpm.v13i2.8547

Baki, A., Çatlıoğlu, H., Coştu, S., & Birgin, O. (2009). Conceptions of high school students about mathematical connections to the real-life. Procedia - Social and Behavioral Sciences, 1(1), 1402–1407. https://doi.org/10.1016/j.sbspro.2009.01.247

Bolstad, O. H. (2023). Lower secondary students’ encounters with mathematical literacy. Mathematics Education Research Journal, 35(1), 237–253. https://doi.org/10.1007/s13394-021-00386-7

Brantlinger, A. (2022). Critical and Vocational Mathematics: Authentic Problems for Students from Historically Marginalized Groups. Journal for Research in Mathematics Education, 53(2), 154–172. https://doi.org/10.5951/jresematheduc-2019-0025

Chen, Y.-C., Tsui, P.-L., & Lee, C.-S. (2021). Is Mathematics Required for Cooking? An Interdisciplinary Approach to Integrating Computational Thinking in a Culinary and Restaurant Management Course. Mathematics, 9(18), 2219. https://doi.org/10.3390/math9182219

Clarke, D., & Roche, A. (2018). Using contextualized tasks to engage students in meaningful and worthwhile mathematics learning. The Journal of Mathematical Behavior, 51, 95–108. https://doi.org/10.1016/j.jmathb.2017.11.006

Efklides, A., & Schwartz, B. L. (2024). Revisiting the Metacognitive and Affective Model of Self-Regulated Learning: Origins, Development, and Future Directions. Educational Psychology Review, 36(2), 61. https://doi.org/10.1007/s10648-024-09896-9

Fulk, G. (2023). Descriptive Statistics, An Important First Step. Journal of Neurologic Physical Therapy, 47(2), 63–63. https://doi.org/10.1097/NPT.0000000000000434

Hera, C. J., Arcana, I. N., Kusumaningrum, B., & Sulaimon, J. T. (2025). Development of teaching materials for trigonometric function graphs based on ICT and Tri-N for face-to-face and distance learning. Union: Jurnal Ilmiah Pendidikan Matematika, 13(1), 15–29. https://doi.org/10.30738/union.v13i1.17079

Hidayana, R. A., & Lianingsih, N. (2025). Contextual Learning as a Means to Improve Elementary School Students’ Mathematical Literacy Skills. International Journal of Ethno-Sciences and Education Research, 5(2), 46–50. https://doi.org/10.46336/ijeer.v5i2.935

Huda, M., Kusumaningrum, B., Arcana, I. N., & Yaakub, M. S. A. (2025). Development of ICT and Tri-N teaching materials for both in-class and online learning. Union: Jurnal Ilmiah Pendidikan Matematika, 13(3), 651–664. https://doi.org/10.30738/union.v13i3.18641

Isnaniah, I., & Imamuddin, M. (2022). Pengembangan Soal Literasi Matematika Konteks Budaya Minangkabau Untuk Meningkatkan Literasi Matematika Siswa. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 11(4), 3716. https://doi.org/10.24127/ajpm.v11i4.5985

Kaskens, J., Goei, S. L., Van Luit, J. E. H., Verhoeven, L., & Segers, E. (2022). Dynamic maths interviews to identify educational needs of students showing low math achievement. European Journal of Special Needs Education, 37(3), 432–446. https://doi.org/10.1080/08856257.2021.1889848

Khoiriyah, U., & Roberts, C. (2025). Investigating the role of self-assessment in enhancing self-regulated learning amongst medical students in problem-based learning. BMC Medical Education, 25(1), 780. https://doi.org/10.1186/s12909-025-07359-5

Kuncoro, K. S., Zakkia, A., Sulistyowati, F., & Kusumaningrum, B. (2021). Students’ Mathematical Critical Thinking Based on Self-Esteem Through Problem Based Learning in Geometry. Southeast Asian Mathematics Education Journal, 11(1), 41–52. https://doi.org/10.46517/seamej.v11i1.122

Moradoff, Y., Kramarski, B., & Heaysman, O. (2021). Leveraging student-centred teaching practices by authentic simulations environment and self-regulated learning. Teachers and Teaching, 27(1–4), 316–334. https://doi.org/10.1080/13540602.2021.1955673

Niss, M., & Jablonka, E. (2020). Mathematical Literacy. In S. Lerman (Ed.), Encyclopedia of Mathematics Education (pp. 548–553). Springer International Publishing. https://doi.org/10.1007/978-3-030-15789-0_100

OECD. (2018). PISA 2018 Assessment and Analytical Framework. In OECD Publishing.

OECD. (2024). PISA 2022 Results (Volume III): Creative Minds, Creative Schools. OECD Publishing. https://doi.org/10.1787/765ee8c2-en

Ozdemir, H., & Onder-Ozdemir, N. (2017). Vocational High School Students’ Perceptions of Success in Mathematics. International Electronic Journal of Mathematics Education, 12(3), 493–502. https://doi.org/10.29333/iejme/627

Rahmadi, F. (2015). Pengembangan Perangkat Pembelajaran Berbasis Pemecahan Masalah Berorientasi pada Kemampuan Penalaran dan Komunikasi Matematika Developing Problem Based Learning Kits Oriented Toward Reasoning Ability and Math Communication of Students for Sequences and fo. Phytagoras: Jurnal Pendidikan Matematika, 10(2), 137–145. https://doi.org/10.21831/pg.v10i2.9133

Rahmi, H. (2023). Validity and Practicality of Online Learner Worksheets Based on Students’ Mathematical Problem-Solving Ability. JDIME: Journal of Development and Innovation in Mathematics Education, 1(1), 1–10. https://doi.org/10.32939/jdime.v1i1.2312

Rani, T. P., Sutiarso, S., & Firdaus, R. (2024). Integrating problem-based learning in e-lkpd: Enhancing problem-solving ability and adversity quotients. Al-Jabar : Jurnal Pendidikan Matematika, 15(2), 505–519. https://doi.org/10.24042/ajpm.v15i2.23302

Rizal, S., Prayogi, S., & Kurnia, N. (2023). Problem-Based Learning (PBL) in Science Education: A Literature Review Study. Lensa: Jurnal Kependidikan Fisika, 11(2), 116–136. https://doi.org/10.33394/j-lkf.v11i2.10456

Selvia, A., Arnawa, I. M., Arnellis, & Yarman. (2025). Integrating Scientific Inquiry in Mathematics Education: Development of a Problem-Based Learning Module to Enhance Mathematical Literacy in Vocational High School Students. Jurnal Penelitian Pendidikan IPA, 11(9), 667–674. https://doi.org/10.29303/jppipa.v11i9.12565

Sujatha, S., & Vinayakan, K. (2022). Mathematical Literacy for the Future: A Review of Emerging Curriculum and Instructional Trends. International Journal of Applied and Advanced Scientific Research, 7(2), 65–71.

Supianti, I. I., Yaniawati, P., Osman, S. Z. M., Al-Tamar, J., & Lestari, N. (2022). Development Of Teaching Materials For E-Learning-Based Statistics Materials Oriented Towards The Mathematical Literacy Ability Of Vocational High School Students. Infinity Journal, 11(2), 237. https://doi.org/10.22460/infinity.v11i2.p237-254

Syafitri, A., Huda, N., & Haryanto, H. (2021). Problem-based learning model: It’s effect on mathematical literacy ability based on students’ visual verbal ability. Al-Jabar : Jurnal Pendidikan Matematika, 12(2), 427–436. https://doi.org/10.24042/ajpm.v12i2.10366

Syahrul, A., Mustami, K., & Ondeng, S. (2025). Research and Development (R&D) and Evaluation Research: A Comparative Analysis of Methodologies and Applications in Educational and Technological Innovation. Agency Journal of Management and Business, 5(1), 105–111. https://doi.org/10.54065/agency.5.1.2025.469

Tamamal, N. F., Slamet, St. Y., & Sukarno, S. (2025). The Effectiveness of Problem-Based Learning on Mathematical Literacy: A Systematic Review in Elementary Education. Social, Humanities, and Educational Studies (SHES): Conference Series, 8(4), 421. https://doi.org/10.20961/shes.v8i4.109946

Triyono, A., Nuary, R. H., Permatasari, N., Yuni, Y., & Wibowo, T. (2024). The Level of Effectiveness of TPS and Conventional Methods Judging from Students’ Geometry Learning Results Using the N-Gain Test. AlphaMath : Journal of Mathematics Education, 10(1), 125. https://doi.org/10.30595/alphamath.v10i1.21530

Van Der Graaf, J., Lim, L., Fan, Y., Kilgour, J., Moore, J., Gašević, D., Bannert, M., & Molenaar, I. (2022). The Dynamics Between Self-Regulated Learning and Learning Outcomes: An Exploratory Approach and Implications. Metacognition and Learning, 17(3), 745–771. https://doi.org/10.1007/s11409-022-09308-9

Widoyoko, S. E. P. (2009). Evaluasi Program Pembelajaran: Panduan Praktis Bagi Pendidik dan Calon Pendidik. Pustaka Pelajar.

Wulandari, A., Kusumaningrum, B., Kuncoro, K. S., & Sulistyowati, F. (2025). Analisis Kesulitan Siswa Smk Dalam Memahami Konsep Matematika Materi Barisan Dan Deret Aritmatika. Prosiding Seminar Nasional Pendidikan FPMIPA. 3(1).

Xueting, H., & Ismail, N. (2024). The Effects of STEM-PBL Mathematics Module on Secondary Vocational Students’ Mathematical Problem-Solving Skills. Global Business & Management Research, 16(2).

Yani, I., Budiana, S., Rostikawati, T., Sundari, F. S., & Umam, M. A. K. (2025). Enhancing Students’ Pollution Problem-Solving Skills Through Problem-Based Learning: The Moderating Role of Mathematical Literacy. Journal of Mathematics Instruction, Social Research and Opinion, 4(2), 347–356. https://doi.org/10.58421/misro.v4i2.431

Yuni, Y., Kusuma, A. P., & Huda, N. (2021). Problem-based learning in mathematics learning to improve reflective thinking skills and self-regulated learning. Al-Jabar : Jurnal Pendidikan Matematika, 12(2), 467–480. https://doi.org/10.24042/ajpm.v12i2.10847

Zimmerman, B. J. (1990). Self-Regulated Learning and Academic Achievement: An Overview. Educational Psychologist, 25(1), 3–17. https://doi.org/10.1207/s15326985ep2501_2

Zumbrunn, S., Tadlock, J., & Roberts, E. D. (2011). Encouraging Self-Regulated Learning in the Classroom. Journal Virginia Commonwealth University, (October)

Downloads

Published

2026-07-05

How to Cite

Dewi, C. K., Rosnawati, R., & Nadzeri, M. B. (2026). Integrating mathematical literacy and self-regulated learning through PBL-based linear programming worksheets for culinary vocational students. Bulletin of Educational Management and Innovation, 4(1), 187–210. https://doi.org/10.56587/bemi.v4i1.149