The effectivity of problem-based learning to improve the HOTS: A meta-analysis
Keywords
Abstract
This study aims to determine the effect of problem-based learning on higher-order thinking skills (HOTS) through meta-analysis. Data is collected by research documentation generated from various sources collected through the Internet. These articles were published from 2019 to 2022. The themes discussed the effect of PBL to HOTS on students' skill abilities, analysed quantitatively, described data in sample sizes, standard deviations, and averages, and published in journals and indexed on Google Scholar. The analysis design used a contrast group with a random effects model that corrected for effect sizes. The analysis used JASP software to calculate mean aggregate differences, plot forest plots, and publication bias. The study results show a significant difference between groups using control and experimental in the learning process (SE = 1.00); students who use PBL in learning have better learning outcomes than those who do use conventional. Based on the analysis results, the urgency of implementing PBL is evident in supporting the problem-based learning process with HOTS skills.
References
- Abanikannda, M. O. (2016). Influence of problem-based learning in chemistry on academic achievement of high school students in Osun State, Nigeria. International Journal of Education, Learning and Development, 4(3), 1–9.
- Ahmad, A. N., Nur, F., Majid, A. F., & Mania, S. (2022). Meta analysis: The effect of contextual teaching and learning model in improving students’ mathematical connection ability. Formatif: Jurnal Ilmiah Pendidikan MIPA, 12(2), 189–198. https://doi.org/10.30998/formatif.v12i2.10366
- Alsowat, H. (2016). An EFL flipped classroom teaching model: effects on English language higher-order thinking skills, student engagement and satisfaction. Journal of Education and Practice, 7(9), 108–121. https://www.learntechlib.org/p/195067/
- Arlinwibowo, J., Mustaqim, Y., Prihandono, A., Hana, F. M., Ridwan, A., & Himayati, A. I. A. (2021). Developing mathematical exercise software for visually impaired students. Psychology, Evaluation, and Technology in Educational Research, 3(2), 77–88. https://doi.org/10.33292/petier.v3i2.81
- Arlinwibowo, J., Retnawati, H., Hadi, S., Kartowagiran, B., & Kassymova, G. K. (2021). Optimizing of item selection in computerized adaptive testing based on efficiency balanced information. Journal of Theoretical and Applied Information Technology, 99(4), 921–931. http://www.jatit.org/volumes/Vol99No4/12Vol99No4.pdf
- Arlinwibowo, J., Retnawati, H., & Kartowagiran, B. (2020). Model penilaian capaian belajar matematika dengan framework STEM. UNY Press.
- Arlinwibowo, J., Retnawati, H., & Kartowagiran, B. (2021a). Item response theory utilization for developing the student collaboration ability assessment scale in STEM classes. Ingénierie Des Systèmes d Information, 26(4), 409–415. https://doi.org/10.18280/isi.260409
- Arlinwibowo, J., Retnawati, H., & Kartowagiran, B. (2022). The impact of ICT utilization to improve the learning outcome: A meta-analysis. International Journal of Evaluation and Research in Education (IJERE), 11(2), 522. https://doi.org/10.11591/ijere.v11i2.22112
- Arlinwibowo, J., Retnawati, H., & Kartowagiran, B. (2021b). How to integrate STEM education in the Indonesian curriculum? A systematic review. Challenges of Science, Iv, 18–25. https://doi.org/10.31643/2021.03
- Darby, N. M., & Rashid, A. M. (2017). Critical thinking disposition: The effects of infusion approach in engineering drawing. Journal of Education and Learning, 6(3), 305. https://doi.org/10.5539/jel.v6n3p305
- Desrani, A., Arifa, Z., & Susanto, S. (2022). The impact of discovery learning model based on high order thinking skills (HOTS) in learning Arabic on students analytical thinking skills. Taqdir, 7(2), 213–228. https://doi.org/10.19109/taqdir.v7i2.9910
- Dinni, H. N. (2018). HOTS (high order thinking skills) dan kaitannya dengan kemampuan literasi matematika. PRISMA, Prosiding Seminar Nasional Matematika, 1, 170–176. https://journal.unnes.ac.id/sju/index.php/prisma/article/view/19597
- Djajanto, L. (2020). Effective problem based learning presented in a blended system: One step toward adaptive learning. Proceedings of The 3rd International Conference on Advanced Research in Education, Teaching and Learning, December, 1–9. https://doi.org/10.33422/3rd.aretl.2020.12.121
- Gultom, S. T., Siahaan, P., & Suhandi, A. (2021). Effect of PBL hybrid learning on the higher order thinking skills of seventh grade students in global warming and their environmental care attitudes. Jurnal Penelitian Pendidikan IPA, 7(SpecialIssue), 272–280. https://doi.org/10.29303/jppipa.v7iSpecialIssue.1012
- Gurria, A. (2012). PISA 2012 results in focus: What 15 year olds know and what they can do with what they know. Organization for Economic Cooperation and Development.
- Hasanah, & Malik, M. N. (2019). Implementation of problem-based learning to improve critical thinking skills in entrepreneurs learning. Journal of Physics: Conference Series, 1387(1), 012037. https://doi.org/10.1088/1742-6596/1387/1/012037
- Hasyim, S., Hasan, M., Gampo, M., & Nurbia, S. (2019). Application of higher order thinking skills (HOTS)-based problem-based-learning models to increase the critical thinking ability of students in education in economic lesson in class XII SMAN 11 Makasar. International Journal of Scientific Development and Research (IJSDR), 4(10), 1–8.
- Heong, Y. M., Yunos, J. M., Othman, W., Hassan, R., Kiong, T. T., & Mohamad, M. M. (2012). The needs analysis of learning higher order thinking skills for generating ideas. Procedia - Social and Behavioral Sciences, 59, 197–203. https://doi.org/10.1016/j.sbspro.2012.09.265
- Ibnu, S., Rahayu, S., & Sutrisno, S. (2020). European Journal of Educational Research. European Journal of Educational Research, 9(3), 1–17. https://doi.org/10.12973/eu-jer.9.3.1309
- Ibrahim, N. N., Ayub, A. F. M., & Yunus, A. S. M. (2020). Impact of higher order thinking skills (HOTS) module based on the cognitive apprenticeship model (CAM) on student’s performance. International Journal of Learning, Teaching and Educational Research, 19(7), 246–262. https://doi.org/10.26803/ijlter.19.7.14
- Isnaeni, W., Anggiana, D. Y., Prasetyo, A. P. B., & Nugrahaningsih, W. H. (2018). Using problem-based worksheet on human reproductive system for improving student thinking skills Using problem-based worksheet on human reproductive system for improving student thinking skills. 5th ICMSE2018, 1–6. https://doi.org/10.1088/1742-6596/1321/3/032051
- Karlina, D., Sopandi, W., & Sujana, A. (2008). Critical thinking skills of fourth grade in light properties materials through the Radec model. Proceedings The 2nd International Conference on Elementary Education, 2(1), 1743–1753. http://proceedings.upi.edu/index.php/icee/article/view/802
- Khasanah, U., & Hidayah, I. (2022). Meta analysis of learning models in improving Higher Order Thinking Skills (HOTS) in junior highs school mathematics learning. Unnes Journal of Mathematics Education, 11(1), 58–65. https://doi.org/10.15294/ujme.v11i1.55859
- Komala, R., Heryanti, E., & Rinawati, A. (2021). Effect of problem-based learning model on biodiversity problem-solving skills. Biosfer, 14(1), 120–131. https://doi.org/10.21009/biosferjpb.16325
- Liana, Y. R., Linuwih, S., & Sulhadi, S. (2020a). Interactive mobile learning media to improve students’ HOTS ability supported with problem-based learning model. Jurnal Pendidikan Fisika, 9(1), 1–11. https://doi.org/10.22611/jpf.v9i1.18128
- Liana, Y. R., Linuwih, S., & Sulhadi, S. (2020b). Internet of things based learning media with problem solving approach: Its effect on higher order thinking skills. Jurnal Ilmiah Pendidikan Fisika Al-Biruni, 9(2), 225–239. https://doi.org/10.24042/jipfalbiruni.v9i2.6313
- Liu, M., & Mu, X. (2022). Analysis of computer network technology on new media problem-based learning (PBL) teaching method. Wireless Communications and Mobile Computing, 2022, 1–10. https://doi.org/10.1155/2022/3235078
- Marsigit, M., Retnawati, H., Apino, E., Santoso, R. H., Arlinwibowo, J., Santoso, A., & Rasmuin, R. (2020). Constructing mathematical concepts through external representations utilizing technology: An implementation in IRT course. TEM Journal, 9(1), 317–326. https://doi.org/10.18421/TEM91‐44
- Masnur, M., & Syaparuddin, S. (2019). The effect of POGIL learning model on HOTS students of elementary school teacher education program. Edumaspul: Jurnal Pendidikan, 3(2), 87–92. https://doi.org/10.33487/edumaspul.v3i2.145
- Muttaqin, H., Susanto, Hobri, & Tohir, M. (2021). Students’ creative thinking skills in solving mathematics higher order thinking skills (HOTS) problems based on online trading arithmetic. Journal of Physics: Conference Series, 1832(1), 012036. https://doi.org/10.1088/1742-6596/1832/1/012036
- Prastiwi, L., Sigit, D. V., & Ristanto, R. H. (2019). Relationship between academic ability and environmental problem-solving skill: A case study at Adiwiyata Schools in Tangerang City, Indonesia. Üniversitepark Bülten, 8(1), 76–86. https://doi.org/10.22521/unibulletin.2019.81.6
- Pratama, Y. A., & Solehuddin, M. (2019). Effect of quantum learning model on higher order thinking skills in grade 4th elementary school. Proceedings of the 3rd Asian Education Symposium (AES 2018), March 2022. https://doi.org/10.2991/aes-18.2019.90
- Putra, L. V., Suryani, E., Kinasih, O. S., & Utami, W. T. (2021). Improving mathematical problem solving abilities of the student with the problem-based learning approach. AKSIOMA: Jurnal Program Studi Pendidikan Matematika, 10(1), 457. https://doi.org/10.24127/ajpm.v10i1.3315
- Raiyn, J. (2016). The role of visual learning in improving students’ high-order thinking skills. Journal of Education and Practice, 7(24), 115–121.
- Retnawati, H., Apino, E., Kartianom, K., Djidu, H., & Anazifa, R. D. (2018). Pengantar analisis meta. Parama Publishing.
- Rofik, A., Setyosari, P., Effendi, M., & Sulton, S. (2022). The effect of collaborative problem solving & collaborative project-based learning models to improve the project competences of pre-service teachers. Pegem Journal of Education and Instruction, 12(3), 130–143. https://doi.org/10.47750/pegegog.12.03.15
- Shafira, F., Ristiono, R., Alberida, H., & Yogica, R. (2022). The needs of high order thinking skills-oriented student worksheets on the human circulation system materials for grade XI students. Thinking Skills and Creativity Journal, 5(1), 17–21. https://doi.org/10.23887/tscj.v5i1.38500
- Shidiq, M., & Sumiati, A. (2020). The difference in critical thinking skills with the model of guided disco very learning (GDL) and problem based learning (PBL) in the basic accounting subject for class X accounting student in Public VHS 46 Jakarta. Jurnal Pendidikan Ekonomi, Perkantoran Dan Akuntansi, 1–13. http://pub.unj.ac.id/index.php/jpepa/article/view/111
- Simanjuntak, M. P., Hutahaean, J., Marpaung, N., & Ramadhani, D. (2021). Effectiveness of problem-based learning combined with computer simulation on students’ problem-solving and creative thinking skills. International Journal of Instruction, 14(3), 519–534. https://doi.org/10.29333/iji.2021.14330
- Syarifah, R., & Ritonga, W. (2020). Application of problem based learning model on student learning outcomes on momentum and impulse materials. IPER (Indonesian Physics Education Research), 1(1), 19–26. https://doi.org/10.24114/iper.v1i1.14193
- Tarigan, R. (2017). The effect of problem based learning model for student learning outcomes on materials temperature of heat and heat transfer in class X semester II SMA N 16 Medan. IOSR Journal of Research & Method in Education, 7(5), 32–37. https://doi.org/10.9790/7388-0705063237
- Tumanggor, M., Soband, A., & Sojanah, J. (2020). Students’ higher-order thinking skills through problem-based learning in Bandung. Prosiding ICoISSE, 322–327. http://conference.loupiasconference.org/index.php/ICoISSE/article/view/51
- Umam, H., Dafik, & Irvan, M. (2019). The analysis of implementation of discovery based learning to improve students higher order thinking skills in solving r-dynamic vertex coloring problem based on their reflective thinking skill. IOP Conference Series: Earth and Environmental Science, 243, 012054. https://doi.org/10.1088/1755-1315/243/1/012054
- Yurniwati, Y., & Soleh, D. A. (2020). The effectiveness of computer-based problem solving to improve higher order thinking skills on prospective teachers. International Journal of Instruction, 13(2), 393–406. https://doi.org/10.29333/iji.2020.13227a
- Yusuf, I., Widyaningsih, S. W., Prasetyo, Z. K., & Istiyono, E. (2021). Blended learning: Its effect towards higher order thinking skills (HOTS). Journal of Physics: Conference Series, 1832(1), 012039. https://doi.org/10.1088/1742-6596/1832/1/012039
- Zurqoni, Retnawati, H., Arlinwibowo, J., & Apino, E. (2018). Strategy and implementation of character education in senior high schools and vocational high schools. Journal of Social Studies Education Research, 9(3), 370–397. https://doi.org/10.17499/jsser.01008