The Effectiveness of the Problem-Based Learning Model Assisted by Web-Based Interactive Learning Media is Reviewed from Mathematical Communication Skills and Self Awareness in Class X Students of SMK Negeri 1 Tarakan
DOI:
https://doi.org/10.62951/ijsme.v3i2.345Keywords:
Learning Media, Mathematical Communication Skills, Problem-Based Learning, Self-Awareness, Web-Based InteractiveAbstract
This study aims to describe: (1) the effectiveness of the problem-based learning model assisted by web-based interactive learning media reviewed from students' mathematical communication skills and self-awareness; (2) the effectiveness of the direct learning model is reviewed from students' mathematical communication skills and self-awareness; (3) a more effective learning model among the problem-based learning model assisted by web-based interactive learning media and direct learning is reviewed from the mathematical communication ability and self-awareness students. The study involved two classes: an experimental class and a control class. Class X MPLB 2 served as the experimental class, and Class X AKL 1 served as the control class, each consisting of 36 students. The data were obtained from the test results (pre-test and post-test) of mathematical communication skills, well as from non-test questionnaires measuring students’ self-awareness. The research was considered effective if the average score mathematical communication skills exceeded the criteria for achieving learning objectives (KKTP) at SMK Negeri 1 Tarakan, which was 75, and if the average self-awareness score students exceeded 84, which falls in the very high category. The data were analyzed using Hotelling’s T², one-sample t-test, and independent sample t-test. The results showed that (1) problem-based learning assisted by web-based interactive learning media was effective when viewed from students' mathematical communication skills and self-awareness; (2) ineffective direct learning reviewed from students' mathematical communication skills and self-awareness; (3) Problem-based learning assisted by web-based interactive learning media is more effective than direct learning reviewed from mathematical communication skills and self-awareness in students.
References
Ahyan, R. R., Saputra, H. N., & Darman, D. (2022). Development of web-based learning media as a chemistry learning supplement. Journal of Innovation and Learning Technology, 9(3), 219. https://doi.org/10.17977/um031v9i32022p219
Ameliyah, A., Martvianti, D. N., Setyowati, R. R. N., & Prihatin, A. A. (2024). Implementation of "Dart Board" learning media in archipelago insight material to increase the activeness of grade VIII students at SMP Negeri 12 Surabaya. Innovative Journal of Social Science Research, 4(3), 10487–10496. https://doi.org/10.31004/innovative.v4i3.11761
Anderson, T., & Shattuck, J. (2012). Design-based research. Educational Researcher, 41(1), 16–25. https://doi.org/10.3102/0013189x11428813
Arfianti, K., & Azmi, K. R. (2021). Self-regulated learning (SRL): Skills in improving learning motivation. Counseling Journal of Guidance and Counseling (e-Journal), 8(2), 199–206. https://doi.org/10.24042/kons.v8i2.9958
Ayuningtyas, G., Bilqis, N. M., Permatasari, A. D., & Suciptaningsih, O. A. (2024). The development of web-based learning media genially to improve teacher competence in elementary schools. Journal of Educational Sciences, 7(3), 2404–2407. https://doi.org/10.54371/jiip.v7i3.3697
Bird, G. A. (2023). Understanding education comprehensively-integratively through the figure of Father Mangun. Journal of Teacher Training and Education, 2(4), 123–133. https://doi.org/10.59086/jkip.v2i4.372
Bosica, J., Pyper, J. S., & MacGregor, S. (2021). Incorporating problem-based learning in a secondary school mathematics preservice teacher education course. Teaching and Teacher Education, 102. https://doi.org/10.1016/j.tate.2021.103335
Carden, J., Jones, R. J., & Passmore, J. (2021). Defining self-awareness in the context of adult development: A systematic literature review. Organizational Behavior Teaching Review, 46(1), 140–177. https://doi.org/10.1177/1052562921990065
Chasanah, C., & Usodo, B. (2020). The effectiveness of learning models on written mathematical communication skills viewed from students’ cognitive styles. European Journal of Educational Research, 9(3), 979–994. https://eric.ed.gov/?id=EJ1262491
Chen, T., Kuo, F., & Chen, J. C. Y. (2019). An empirical study among science education majors in postgraduate students of an Australian university. Computer Applications in Engineering Education, 27(4), 986–993. https://doi.org/10.1002/cae.8
Deswita, R., Kusumah, Y. S., & Dahlan, J. A. (2018). Improving students' mathematical communication skills through the CORE learning model with a scientific approach. Edumatik: Journal of Mathematics Education Research, 1(1), 35–43. http://ejournal.iainkerinci.ac.id/index.php/edumatika
Duch, B. J., Groh, S. E., & Allen, D. E. (2001). The power of problem-based learning: A practical “how to” for teaching undergraduate courses in any discipline. Stylus Publishing.
Dwikoranto, Dawana, I. R., & Setiani, R. (2023). Validity of teaching modules with problem-based learning (PBL) model assisted by e-book to improve problem-solving skills on renewable energy material and implementation of independent learning curriculum. Journal of Physics: Conference Series, 1(2623). https://doi.org/10.1088/1742-6596/2623/1/012015/meta
Elkalmi, R. M., Alshami, A. K. M., Ahmad, A., Khan, M. U., Rahman, N. S. A., & Alkoudmani, R. M. (2015). Assessment of learning style preferences of pharmacy students: Findings from public University of Malaysia. Indian Journal of Pharmaceutical Education and Research, 49(4), 266–271. https://doi.org/10.5530/ijper.49.4.4
Fitrianingsih, D. D., Putriani, I., & Widiastuti, S. (2024). The effect of the interactive multimedia-assisted picture and picture learning model on the understanding of the value and equivalence of currency denominations. Journal of Educational Research and Evaluation, 5(1), 97–107. https://doi.org/10.35672/afeksi.v5i1.224
Gardenia, N., Herman, T., Juandi, D., Dahlan, T., & Kandaga, T. (2021). Analysis of mathematical communication skills of class 8 students on two-variable linear equation systems (SPLDV) concept. Journal of Physics: Conference Series, 1(1806). https://doi.org/10.1088/1742-6596/1806/1/012073/meta
Gazali, R. Y., & Atsnan, Muh. F. (2022). Implementation of contextual approach as meaningful mathematics learning. J. Inovasi. Pemb. Mat., 1(1), 9–15. https://doi.org/10.56587/jipm.v1i1.7
Hamalik, O. (2003). The teaching and learning process. PT. The Earth of Scripts.
Hariyanto, D., & Köhler, T. (2020). A web-based adaptive e-learning application for engineering students: An expert-based evaluation. International Journal of Engineering Pedagogy (Ijep), 10(2), 60. https://doi.org/10.3991/ijep.v10i2.11834
Ishak, H., Nor, Z. M., & Ahmad, A. (2017). Interactive learning based on the application of kahoot in 21st century teaching. Regional Seminar, 6.
Jamshidifarsani, H., Garbaya, S., Lim, T., Blazevic, P., & Ritchie, J. M. (2019). Technology-based reading intervention programs for elementary grades: An analytical review. Computers & Education, 128, 427–451. https://doi.org/10.1016/j.compedu.2018.10.003
Kristanti, N. N. D., & Dantes, N. (2024). Development of android-based interactive learning media containing landscape materials in the subject of ipas in increasing students' interest in learning. Indonesian Journal of Basic Education, 8(1), 168–180. https://ejournal2.undiksha.ac.id/index.php/jurnal_pendas/article/view/3251
Kyriacou, C. (2009). Effective teaching: theory and practice. Nusa Media.
Legi, G. S., Rengkuan, M., & Warouw, Z. (2025). Pengaruh model pembelajaran PBL terhadap kemampuan berpikir tingkat tinggi siswa pada materi pembelajaran biologi di SMA Negeri 1 Tondano. Algoritma: Jurnal Matematika, Ilmu Pengetahuan Alam, Kebumian dan Angkasa, 3(2), 98–112. https://doi.org/10.62383/algoritma.v3i2.452
Lio, S., Degeng, I. N. S., Hambali, I., & Hitipeuw, I. (2023). Self-awareness and personal responsibility among seminary students. Innovations in Education and Teaching International, 60(4), 544–554. https://doi.org/https://doi.org/10.1080/14703297.2022.2052930
Marlina, L., Yumiati, Y., & Novianti, I. (2023). Development of problem-based learning (PBL) learning materials with comic media to improve communication skills and mathematical critical thinking of junior high school students. Journal of Mathematics Education Scholars, 7(3), 3093–3108. https://doi.org/10.31004/cendekia.v7i3.2157
Maskhuliah, P., Selayar, T. M., & Putri, A. S. (2025). Proposisi dalam matematika: Pemahaman tentang negasi, konjungsi, dan disjungsi serta penerapan operasi logika dalam analisis matematika. Algoritma: Jurnal Matematika, Ilmu Pengetahuan Alam, Kebumian dan Angkasa, 3(5), 41–50. https://doi.org/10.62383/algoritma.v3i5.744
Mawela, A. S., & Mahlambi, S. B. (2021). Exploring teachers’ views on code-switching as a communicative technique to enhance the teaching of mathematics in grade 4. International Journal of Educational Methodology, 7(4), 637–648. https://doi.org/10.12973/ijem.7.4.637
Mirna, M., Yulanda, S., Martin, S. N., Jamaris, J., & Solfema, S. (2023). Analysis of improving students' mathematical communication skills by applying a problem-based learning model. Journal of Scholars: Journal of Mathematics Education, 7(1), 645–657. https://doi.org/https://doi.org/10.31004/cendekia.v7i1.1922
Muhayaroh, U., & Pertiwi, F. N. (2023). Comparison of problem-based learning models assisted by audio-visual media and real objects to students' representation skills. Journal of Indonesian Science Studies, 3(2), 157–168. https://doi.org/10.21154/jtii.v3i2.1306
Nababan, D., Wijayanti, A. P., Rico, R., Nashrallah, M. N., & Sari, W. A. S. (2023). Web-based learning media for distance education: A review. Journal of Science Education Research, 9(12), 1342-1353. https://doi.org/10.29303/jppipa.v9i12.5827
Novitasari, L. L. A., Suryanti, S., & Dwikoraingsih, D. (2024). Efforts to improve students' written and oral mathematical communication skills through a problem-based learning (PBL) learning model with a differentiated learning approach to discussion methods. Icls, 1(1), 485. https://doi.org/10.30587/icls.v1i1.7397
OECD. (2023). PISA 2022 Results (Volume I): The state of learning and equity in education. OECD. https://doi.org/10.1787/53f23881-en
Oktavia, S., Ardiawan, Y., & Haryadi, R. (2024). The development of web-based learning media in building a flat-sided space for the communication skills of junior high school students. Jagomipa Journal of Mathematics and Science Education, 4(2), 236–247. https://doi.org/10.53299/jagomipa.v4i2.559
Peranginangin, S. A., Saragih, S., & Siagian, P. (2019). Development of learning materials through PBL with the Karo culture context to improve students’ problem-solving ability and self-efficacy. International Electronic Journal of Mathematics Education, 14(2). https://doi.org/10.29333/iejme/5713
Pransiska, S., Sari, D. P., & Nasution, A. R. (2024). Implementation of the problem-based learning (PBL) model in Islamic religious education learning and its implications for the critical thinking ability of students of SMAN 1 Rejang Lebong. Islamika, 6(1), 346–362. https://doi.org/10.36088/islamika.v6i1.4355
Putri, M. E., Yerizon, & Khaidir, C. (2021). Development of a problem-based learning (PBL) instrument to improve mathematical communication. Journal of Physics: Conference Series, 1742(1). https://doi.org/https://doi.org/10.1088/1742-6596/1742/1/012023
Rahadian, R. B., & Budiningsih, C. A. (2018). What are the suitable instructional strategy and media for student learning styles in middle schools? ArXiv. https://doi.org/10.48550/arXiv.1803.04084
Rintang, A. G., Sumampouw, H., & Rengkuan, M. (2024). Pengaruh model pembelajaran TPS berbasis pembelajaran diferensiasi terhadap kemampuan berpikir tingkat tinggi siswa pada materi klasifikasi makhluk hidup. Polygon: Jurnal Ilmu Komputer dan Ilmu Pengetahuan Alam, 2(3), 1–13. https://doi.org/10.62383/polygon.v2i3.62
Rittle‐Johnson, B., Siegler, R. S., & Alibali, M. W. (2001). Developing conceptual understanding and procedural skill in mathematics: an iterative process. Journal of Educational Psychology, 93(2), 346–362. https://doi.org/10.1037/0022-0663.93.2.346
Rosyida, S., & Astuti, W. (2025). Hubungan motivasi belajar dan persepsi siswa terhadap matematika dengan hasil belajar matematika kelas X SMA Al Islam 1 Surakarta. Pentagon: Jurnal Matematika dan Ilmu Pengetahuan Alam, 3(4), 30–43. https://doi.org/10.62383/pentagon.v3i3.773
Sahanata, M., Asiani, R. W., Syahputri, E. D., & Pradani, A. P. (2022). Training on the use of wordwall applications as a means of creating interactive learning media. Locomotive Abdimas: Journal of Community Service, 1(1). https://doi.org/https://doi.org/10.30631/lokomotifabdimas.v1i1.1644
Sahudra, T. M., Kenedi, A. K., Asnawi, A., Ramadhani, D., Hamimah, H., & Mardin, A. (2024). A web learning model integrated with case study for college student self-awareness. Journal of Ecohumanism, 3(7). https://doi.org/10.62754/joe.v3i7.4553
Sakdiyah, K., Hartanto, T. J., & Mustika, M. (2024). The application of problem-based learning assisted by PhET media to improve students' learning outcomes on static electrical materials. BPJPS, 6(1), 35–40. https://doi.org/10.37304/bpjps.v6i1.12547
Setyadi, D., & Qohar, Abd. (2017). Development of web-based mathematics learning media on row and series materials. Kreano Journal of Creative-Innovative Mathematics, 8(1), 1–7. https://doi.org/10.15294/kreano.v8i1.5964
Setyorini, D., Suneki, S., Prayitno, M., & Prasetiawati, C. (2023). Increase interest in learning by using 4th grade wordwall media in elementary school. Journal of Synectics, 6(1), 25–31. https://doi.org/https://doi.org/10.33061/js.v6i1.8885
Sevilla, A. L. (2021). Mori Akira’s education for self‐awareness: Lessons from the Kyoto school for mindful education. Journal of Philosophy of Education, 55(1), 243–262. https://doi.org/10.1111/1467-9752.12546
Simal, F., Mahulauw, D., Leasa, M., & Batlolona, J. R. (2022). Self-awareness and mitigation of learning loss on students’ science learning outcomes during the covid 19 pandemic. Jurnal Penelitian Pendidikan Ipa, 8(1), 239–246. https://doi.org/10.29303/jppipa.v8i1.1172
Siregar, H. M. (2023). Education for sustainable development in mathematics learning in improving students' soft skills. Nabla Dewantara, 8(1), 37–44. https://doi.org/10.51517/nabla.v8i1.251
Slavin, R. (2006). Educational psychology: theory and practice (8th ed.). Allyn and Bacon.
Song, H., Healey, J., Siu, A., Wigington, C., & Stasko, J. (2023). Experts prefer text, but videos help novices: An analysis of the utility of multi-media content. ArXiv. https://doi.org/10.48550/arXiv.2305.19482
Syaharani, A. P., Kirana, A., & Indahwati, F. (2024). Implementasi model pembelajaran kooperatif tipe team assisted individualization (TAI) untuk meningkatkan hasil belajar peserta didik kelas X-7 SMA Negeri 9 Surabaya pada mata pelajaran matematika materi statistika. Pentagon: Jurnal Matematika dan Ilmu Pengetahuan Alam, 2(3), 35–44. https://doi.org/10.62383/pentagon.v2i3.225
Syarifuddin, S., Nufus, M. S., Sasoko, W. H., Zukhruf, A., Ramdan, F., Rosnani, R., & Kurnia, A. (2024). Analysis of the skill level of elementary school teachers in Bima City in the development of interactive media-based learning. Indonesian Journal of Education and Learning (Jppi), 4(1), 35–48. https://doi.org/10.53299/jppi.v4i1.387
Tanjung, S., Baharuddin, Ampera, D., Farihah, & Jahidin, I. (2022). Problem-based learning (PBL) model with technological, pedagogical, and content knowledge (TPACK) approach. International Journal of Education in Mathematics, Science and Technology, 10(3), 740–752. https://doi.org/10.46328/ijemst.2510
Timotheou, S., Miliou, O., Dimitriadis, Y., Sobrino, S. V., Giannoutsou, N., Cachia, R., & Ioannou, A. (2023). Impacts of digital technologies on education and factors influencing schools’ digital capacity and transformation: A literature review. Education and Information Technologies, 28(6), 6695–6726. https://doi.org/10.1007/s10639-022-11431-8
Wong, J. T., & Hughes, B. S. (2023). Leveraging learning experience design: digital media approaches to influence motivational traits that support student learning behaviors in undergraduate online courses. Journal of Computing in Higher Education, 35(3), 595–632. https://doi.org/10.1007/s12528-022-09342-1
Yusup, I. R., Alfarizi, H., Fauziah, L., & Wita, M. N. (2024). Application of web-based learning media on students’ cognitive learning outcomes in digestive system materials. Kne Social Sciences. https://doi.org/10.18502/kss.v9i8.15627
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