The Effects of Problem-Based Learning on Critical Thinking, Motivation, and Learning Outcomes in Indonesia: A Systematic Review

Heni Kartika Indriyani(1,Mail), Dyah Purwaningsih(2), Wacharaporn Khaokhajorn(3) | CountryCountry:


(1) Department of Chemistry Education, Yogyakarta State University, Indonesia
(2) Department of Chemistry Education, Yogyakarta State University, Indonesia
(3) Department of Science Education, Khon Kaen University, Thailand

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© 2025 Heni Kartika Indriyani, Dyah Purwaningsih

The Effects of Problem-Based Learning on Critical Thinking, Motivation, and Learning Outcomes in Indonesia: A Systematic Review. Objective: This study systematically examines the implementation of Problem-Based Learning (PBL) in teaching the reaction rate topic in Indonesia. It covers research methods, measured variables, implementation strategies, and media, as well as the effects of PBL on students' critical thinking, motivation, and learning outcomes. Methods: A systematic literature review was conducted following the PRISMA framework (identification, screening, eligibility, and inclusion) to ensure rigorous and transparent article selection. Articles published between 2015 to 2025 were retrieved using the Publish or Perish tool from Scopus and Google Scholar, resulting in 24 articles. Data were analyzed using Thematic synthesis based on Braun and Clarke’s framework: (1) familiarization involved repeated reading of articles to understand content; (2) initial coding assigned meaningful labels to key data; (3) searching for themes grouped related codes; (4) reviewing themes refined coherence and relevance; (5) defining and naming themes clarified scope and meaning of each theme; (6) a coherent narrative synthesis integrated findings to highlight patterns and research gap.  Results: The Use of PBL with students’ worksheets (9 articles) proved to be the most effective in enhancing students’ critical thinking, motivation, and learning outcomes in Indonesia. Research is dominantly quantitative (22 articles, 91.67%), with R&D limited (2 articles, 8.33%), indicating a need for more mixed-methods and qualitative research. A total of 12 articles (50%) investigated critical thinking, six articles (25%) focused on motivation, and 15 articles (63%) measured learning outcomes. No study simultaneously measured critical thinking and motivation, highlighting a research gap. Use of other media remains limited. Conclusion: Using PBL with students’ worksheets and other instructional media effectively improves students’ critical thinking, motivation, and learning outcomes on the reaction rate topic in Indonesia and guides the development of technology-integrated strategies, while encouraging future research on diverse methodologies and simultaneous measurement of cognitive and affective outcomes.

 

Keywords: critical thinking skills, learning motivation, learning outcomes, problem-based learning, reaction rate. 


Abdullah, O. M., Syaharuddin, S., Husain, H., Yasriuddin, Y., & Mendrofa, N. K. (2025). Implementation of problem-based learning to enhance critical thinking skills in junior high school students. International Journal of Educational Research Excellence (IJERE), 4(1), 278–286. https://doi.org/10.55299/ijere.v4i1.1344

Aidoo, B., Boateng, S. K., Kissi, P. S., & Ofori, I. (2016). The effect of problem-based learning on students' achievement in chemistry. Journal of Education and Practice, 7(33), 103–108.

Anggraeni, D. M., Prahani, B. K., Suprapto, N., Shofiyah, N., & Jatmiko, B. (2023). Systematic review of problem-based learning research in fostering critical thinking skills. Thinking Skills and Creativity, 49(May), 101334. https://doi.org/10.1016/j.tsc.2023.101334

Arifin, S. (2020). The effect of problem-based learning by cognitive style on critical thinking skills and students’ retention. Journal of Technology and Science Education, 10(2), 271–281.

Ault, A. (2011). Representing rate equations for enzyme-catalyzed reactions. Journal of Chemical Education, 88(1), 63–66. https://doi.org/10.1021/ed1004432

Austin, A. C., Hammond, N. B., Barrows, N., Gould, D. L., & Gould, I. R. (2018). Relating motivation and student outcomes in general organic chemistry. Chemistry Education Research and Practice, 19(1), 331–341. https://doi.org/10.1039/C7RP 00182G

Bain, K., Rodriguez, J. M. G., & Towns, M. H. (2018). Zero-order chemical kinetics as a context to investigate student understanding of catalysts and half-life. Journal of Chemical Education, 95(5), 716–725. https://doi.org/10.1021/acs.jchemed.7b00 974

Bain, K., Rodriguez, J. M. G., & Towns, M. H. (2019). Investigating Student Understanding of Rate Constants: When is a Constant “constant”? Journal of Chemical Education, 96(8), 1571–1577. https://doi.org/10.1021/acs.jchemed.9b00 005

Bagiani, N. L. P., Agustini, K., & Sudatha, I. G. W. (2024). Systematic literature review: Peran model problem-based learning pada kemampuan berpikir kritis siswa [systematic literature review: the role of problem-based learning models in students' critical thinking skills]. Pendas : Jurnal Ilmiah Pendidikan Dasar, 09(03), 242–260.

Barber, W., King, S., & Buchanan, S. (2015). Problem-based learning and authentic assessment in digital pedagogy: Embracing the role of collaborative communities. Electronic Journal of E-Learning, 13(2), 59–67.

Barricelli, B. R., Cassano, F., Fogli, D., & Piccinno, A. (2019). End-user development, end-user programming, and end-user software engineering: A systematic mapping study. Journal of Systems and Software, 149, 101–137. https://doi.org/10.1016/j.jss. 2018.11.041

Basit, D. A., Muslim, B., & Saridewi, N. (2023). Pengaruh model problem-based learning berbasis etnosains terhadap hasil belajar siswa pada materi laju reaksi [the effect of the ethnoscience-based problem-based learning model on learning outcomes]. Spin Jurnal Kimia & Pendidikan Kimia, 5(1), 75–90. https://doi.org/10.20414/spin.v5i1. 6907

Berestova, A., Kolosov, S., Tsvetkova, M., & Grib, E. (2022). Academic motivation as a predictor of the development of critical thinking in students. Journal of Applied Research in Higher Education, 14(3), 1041–1054. https://doi.org/10.1108/JARHE-02-2021-0081

Branch, R. M. (2004). Problem-based learning: what and how do students learn? Educational Psychology Review, 16(3), 235–266.

Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77–101. https://doi.org/10.1191/1478088706qp063oa

Cakmakci, G., Leach, J., & Donnelly, J. (2006). Students’ ideas about reaction rate and its relationship with concentration or pressure. International Journal of Science Education, 28(15), 1795–1815. https://doi.org/10.1080/09500690600823490

Cakmakci, G. (2010). Identifying alternative conceptions of chemical kinetics among secondary school and undergraduate students in Turkey. Journal of Chemical Education, 87(4), 449–455. https://doi.org/10.1021/ed8001336

Cahyani, V. P., & Ahmad, F. (2024). Efektivitas problem based learning terhadap keterampilan berpikir kritis, hasil belajar dan motivasi siswa [The Effectiveness of Problem-Based Learning on Critical Thinking Skills, Learning Outcomes, and Student Motivation] . Journal of Sustainable Innovation on Education, Mathematics and Natural Sciences, 3(2), 76–82. https://doi.org/10.53696/venn.v3i2.155

Chairunnisa, W. O. C., Murtihapsari, M., & Larasati, C. N. (2021). Efikasi diri dan kemandirian belajar terhadap hasil belajar kognitif peserta didik di SMA [Self-efficacy and learning independence on cognitive learning outcomes of students in high school]. Jurnal Pendidikan Kimia Undiksha, 5(2), 75–82. https://doi.org/10. 23887/jjpk.v5i2.38608

Chen, J., Kolmos, A., & Du, X. (2021). Forms of implementation and challenges of PBL in engineering education: a review of literature. European Journal of Engineering Education, 46(1), 90–115. https://doi.org/10.1080/03043797.2020.1718615

Cheng, H. N., Rimando, A. M., Miller, B. D., & Grob Schmidt, D. (2016). Chemistry without borders: an overview. ACS Symposium Series, 1219, 1–13. https://doi.org/10.1021/bk-2016-1219.ch001

Costley, J., & Lange, C. (2017). The effects of lecture diversity on germane load. International Review of Research in Open and Distributed Learning, 18(2), 27–46. https://doi.org/10.19173/irrodl.v18i2.2860

Dakabesi, D., & Luoise, I. S. Y. (2019). The effect of the problem-based learning model on critical thinking skills in the context of chemical reaction rate. Journal of Education and Learning (EduLearn), 13(3), 395–401. https://doi.org/10.11591/edulearn.v1 3i3.13887

Delgado, V. (2016). Problem-based learning in chemistry and critical thinking in secondary school. Revista Mexicana de Investigación Educativa, 21(69), 557–581.

De Witte, K., & Rogge, N. (2016). Problem-based learning in secondary education: evaluation by an experiment. Education Economics, 24(1), 58–82. https://doi.org/10.1080/09645292.2014.966061

Desi, Lesmini, B., & Hidayat, I. (2019). Enhancing student problem-solving skills through worksheet-assisted problem-based learning. Journal of Physics: Conference Series, 1166(1). https://doi.org/10.1088/1742-6596/1166/1/012005

Dwikaryani, B., Rosbiono, M., & Sopandi, W. (2019). Exploring the implementation of problem-based learning on acid-base neutralization reaction in high school. Journal of Physics: Conference Series, 1157(4). https://doi.org/10.1088/17426596/ 1157/4/042040

Emda, A. (2019). Motivasi mahasiswa dalam pembelajaran kimia [student motivation in chemistry learning]. Lantanida Journal, 7(1), 1–100. https://doi.org/10.22373 /lj.v7i1.3712

Fan, E., Bower, M., & Siemon, J. (2024). Video tutorials in the traditional classroom: the effects on different types of cognitive load. Technology, Knowledge and Learning, 29(4), 2017–2036. https://doi.org/10.1007/s10758-024-09754-1

Fitri, S., Yuliani, L., & Laksono, B. A. (2023). Pengaruh motivasi belajar terhadap kemampuan berpikir kritis warga belajar pendidikan kesetaraan paket C di SKB Kuningan [The effect of learning motivation on the critical thinking skills of students in the equivalency education package c program at skb kuningan]. JoCE; Journal of Community Education, 1(1), 14–22.

Francisco, I., Garzón, D., Grace, L., Manrique, E., & Mtr, P. (2025). Problem-based learning (PBL) and critical thinking : strategies for the development of Cognitive Skills in Elementary Education. SEEJPH, XXVI, 3517–3527.

Garil, G. D. (2024). Effectiveness of problem-based learning to students ’ problem-solving and critical thinking skills : a systematic review. Journal of Education, Management and Development Studies, 4(3), 28–39. https://doi.org/10.52631/ jemds.v4i3.269

Gegios, T., Salta, K., & Koinis, S. (2017). Investigating high school chemical kinetics: The Greek chemistry textbook and students’ difficulties. Chemistry Education Research and Practice, 151–168. https://doi.org/10.1039/x0xx00000x

Gopalan, M., Rosinger, K., & Ahn, J. Bin. (2020). Use of quasi-experimental research designs in education research: growth, promise, and challenges. Review of Research in Education, 44(1), 218–243. https://doi.org/10.3102/0091732X20903302

Hartono, A., Roostika, R., & Muslichah, I. (2025). Investigating factors influencing decision makers to adopt accreditation information systems using multi theory of technology acceptance model, resource dependence theory, and technology-organization-environment: evidence from Indonesian private universities. International Review of Management and Marketing, 15(2), 132–145. https://doi.org/10.32479/irmm.17931

Haryati, S. (2014). An evaluative review of school accreditation implementation program in Indonesian contexts. International Education Studies, 7(5), 138–146. https://doi.org/10.5539/ies.v7n5p138

Havey, N., & Chang, M. J. (2022). Do journals have preferences? insights from the journal of higher education. Innovative Higher Education, 47(6), 915–926. https://doi.org/10.1007/s10755-022-09634-5

Hendarwati, E., Nurlaela, L., & Bachri, B. S. (2021). The collaborative problem-based learning model innovation. Journal of Educational and Social Research, 11(4), 97–106.

Hmelo-Silver, C. E. (2004). Problem-Based learning: What and how do students learn? Educational Psychology Review, 16(3), 235–266

Hugerat, M., Kortam, N., Kassom, F., Algamal, S., & Asli, S. (2021). Improving the motivation and the classroom climate of secondary school biology students using problem-based Jigsaw discussion (PBL-JD) learning. Eurasia Journal of Mathematics, Science and Technology Education, 17(12). https://doi.org/10.29333/ejmste/11304

Ilma, A. Z., Wilujeng, I., Widowati, A., Nurtanto, M., & Kholifah, N. (2023). A systematic literature review of STEM education in Indonesia (2016-2021): contribution to improving skills in 21st century learning. Pegem Egitim ve Ogretim Dergisi, 13(2), 134–146. https://doi.org/10.47750/pegegog.13.02.17

Isa, N. K. M., Nordin, N. A., Saari, E. M., Isa, N. J. M., & Yunos, M. Y. M. (2023). Student motivation in learning through the use of 21st-century learning activities. Educational Administration: Theory and Practice, 29(2), 222–230.

Jere, S., & Mpeta, M. (2024). Enhancing learners’ conceptual understanding of reaction kinetics using computer simulations – A case study approach. Research in Science Education, 54(6), 999–1023. https://doi.org/10.1007/s11165-024-10182-5

Jusniar, J., Effendy, E., Budiasih, E., & Sutrisno, S. (2020). Misconceptions in the rate of reaction and their impact on misconceptions in chemical equilibrium. European Journal of Educational Research, 9(4), 1405–1423. https://doi.org/10.12973/eu-jer.9.4.1405

Kasmiati, K., Tahril, T., & Tiwow, V. M. A. (2020). Effect of problem-based learning model on the chemical reaction rate toward the critical thinking ability of students. Jurnal Akademika Kimia, 9(4), 183–190. https://doi.org/10.22487/j24775185.2020. v9.i4.pp183-190

Kaur, J., Ferrara, E., Menczer, F., Flammini, A., & Radicchi, F. (2015). Quality versus quantity in scientific impact. Journal of Informetrics, 9(4), 800–808. https://doi.org/10.1016/j.joi.2015.07.008

Klaharn, R., Chaleoykitti, S., & Chakchaichon, C. (2025). Developing an active learning model using problem-based learning to enhance 21st-century skills. Humanities and Social Sciences Letters, 13(1), 187–199. https://doi.org/10.18488/ 73. v13i1.4046

Koh, K., Delanoy, N., Thomas, C., Bene, R., Chapman, O., Turner, J., Hone, G. (2019). The role of authentic assessment tasks in problem-based learning. Papers on Postsecondary Learning and Teaching, 3, 17–24. https://doi.org/10.55016/ojs/ pplt.v3y2019.53144

Kostikova, I., Holubnyacha, L., Besarab, T., Moshynska, O., Moroz, T., & Shamaieva, I. (2023). The effect of problem-based learning approach in enhancing problem-solving skills in chemistry education: a systematic review. International Journal of Interactive Mobile Technologies, 17(15), 135–154.

Kusumawati, I. T., Soebagyo, J., & Nuriadin, I. (2022). Studi kepustakaan kemampuan berpikir kritis dengan penerapan model pbl pada pendekatan teori konstruktivisme [Literature study on critical thinking skills with the application of the PBL model in the constructivist approach]. Jurnal MathEdu, 5(1), 13–18.

Lestari, P. D., Baiduri, B., & Ummah, S. K. (2024). Problem-based learning with the iSpring-assisted inquiry method on critical thinking skills. Journal of Education and Learning, 18(1), 148–153. https://doi.org/10.11591/edulearn.v18i1.21089

Liao, C. W., Chen, C. H., & Shih, S. J. (2019). The interactivity of video and collaboration for learning achievement, intrinsic motivation, cognitive load, and behavior patterns in a digital game-based learning environment. Computers and Education, 133(July 2018), 43–55. https://doi.org/10.1016/j.compedu.2019.01.013

Lim, W. M. (2024). What is quantitative research? An overview and guidelines. Australasian Marketing Journal, 33(3), 325–348. https://doi.org/10.1177/1441358 2241264622

Liu, P. (2024). Improving student motivation and perception of chemistry’s relevance by learning about semiconductors in a general chemistry course for engineering students. Journal of Chemical Education, 101(2), 411–419. https://doi.org/10.1021/acs.jchemed.3c00721

Maciejewski, M. L. (2020). Quasi-experimental design. Biostatistics and Epidemiology, 4(1), 38–47. https://doi.org/10.1080/24709360.2018.1477468

MacIejewski, M. L., Curtis, L. H., & Dowd, B. (2013). Study design elements for rigorous quasi-experimental comparative effectiveness research. Journal of Comparative Effectiveness Research, 2(2), 159–173. https://doi.org/10.2217/cer.13.7

Magwilang, E. B. (2022). Case-based instruction in the forensic chemistry classroom: effects on students’ motivation and achievement. International Journal of Learning, Teaching and Educational Research, 21(3), 396–414. https://doi.org/10.26803/ ijlter.21.3.21

Mardiyanto, D., Wulandari, R. B., Pratiwi, V. U., & Nugrahaini, F. (2024). Penerapan model problem-based learning dalam pembelajaran bahasa Indonesia di sekolah dasar [Application of the problem-based learning model in Indonesian language learning in elementary schools]. Journal of Language Education, Linguistics, and Culture, 4(1), 63–69. Retrieved from https://journal.uir.ac.id/index.php/j-lelc

Matthews, M. R. (2002). Constructivism and science education: A further appraisal. Journal of Science Education and Technology, 11(2), 121–134.

Memon, J., Sami, M., Khan, R. A., & Uddin, M. (2020). Handwritten optical character recognition (OCR): a comprehensive systematic literature review (SLR). IEEE Access, 8, 142642–142668. https://doi.org/10.1109/ACCESS.2020.3012542

Mir, M. M., & Jain, S. (2015). Constructivism: A complete teaching and learning approach. International Journal of Scientific Research, 4(11), 362–363.

Moher, D., Liberati, A., Tetzlaff, J., & Altman, D. G. (2010). Preferred reporting items for systematic reviews and meta-analyses: The PRISMA statement. International Journal of Surgery, 8(5), 336–341. https://doi.org/10.1016/j.ijsu.2010.02.007

Munawarah, M., Haji, A. G., & Maulana, I. (2020). Developing Problem-Based worksheet to improve students’ critical thinking skills and learning outcomes in the concept of chemical bonding. Journal of Physics: Conference Series, 1460(1). https://doi.org/10.1088/1742-6596/1460/1/012099

Nagarajan, S., & Overton, T. (2019). Promoting systems thinking using project- and problem-based learning. Journal of Chemical Education, 96(12) 2901–2909. https://doi.org/10.1021/acs.jchemed.9b00358

Nangku, M. S., & Rohaeti, E. (2019). The effect of the problem-based learning model on students' conceptual understanding and verbal communication skills in reaction rate learning. Journal of Physics: Conference Series, 1397(1). https://doi.org/10.1088/1742-6596/1397/1/012037

Narayan, G. M., Valles, A., Venegas, F., Yi, J., & Narayan, M. (2021). Learnings from the relation between the number of forward and reverse reactions (transfer cycles) required to converge to equilibrium and the ratio of the forward to the reverse rate constants in simple chemical reactions. ACS Omega, 6(1), 38–45. https://doi.org/10.1021/acsomega.0c05130

Nggadung, W., Kuswandi, D., & Fadhli, M. (2025). System literature review (slr) efektifitas problem based learning terhadap kemampuan berpikir kritis dan motivasi belajar siswa [System literature review (SLR) on the effectiveness of problem-based learning on students' critical thinking skills and learning motivation. EDUTECH: Jurnal Teknologi Pendidikan, 24(2), 659–670.

Nicholus, G., Muwonge, C. M., & Joseph, N. (2023). The role of problem-based learning approach in teaching and learning physics: A systematic literature review. F1000Research, 12(April 2024), 951. https://doi.org/10.12688/f1000resear ch.136339.1

Nguyen, N., Pham, L., Cox, S., & Bui, N. (2021). Departmental leadership and peer pressure on academic research performance at universities in emerging countries: An empirical study in Vietnam. Journal of University Teaching and Learning Practice, 18(6), 119–138. https://doi.org/10.53761/1.18.6.09

Nguyen, L. C., Ngo, N. Van, Ngoc, N. T. L., & Hung, M. Van. (2025). Impact of problem-based learning on critical thinking: An exploration with middle school students. International Journal of Innovative Research and Scientific Studies, 8(2), 2809–2819. https://doi.org/10.53894/ijirss.v8i2.5819

Nsabayezu, E., Iyamuremye, A., Nahimana, J. P., Mukiza, J., Kampire, E., & Nsengimana, T. (2022). The progress in the application of rubric materials in chemistry teaching and students’ learning enhancement during 21st century: a systematic review. Discover Education, 1(1). https://doi.org/10.1007/s44217-022-00005-y

Nur’azizah, R., Utami, B., & Hastuti, B. (2021). The relationship between critical thinking skills and students' learning motivation with students’ learning achievement about buffer solution in the eleventh-grade science program. Journal of Physics: Conference Series, 1842(1). https://doi.org/10.1088/1742-6596/1842/1/012038

Nur Hidayah, S., Azizah, U., & Nasrudin, H. (2024). Development of problem-based learning (PBL)-oriented electronic student worksheets (e-Worksheet) to improve critical thinking skills of class XI senior high school students on factors that influence the rate of chemical reactions. International Journal of Current Science Research and Review, 07(06), 4284–4292. https://doi.org/10.47191/ijcsrr /v7-i6-80

Orakci, S. (2023). Structural relationship among academic motivation, academic self-efficacy, problem-solving skills, creative thinking skills, and critical thinking skills. Psychology in the Schools, 60(7), 2173–2194. https://doi.org/10.1002/pits.22851

Page, M. F. Z., Escott, P., Silva, M., & Barding, G. A. (2018). The effect of teaching the entire academic year of high school chemistry utilizing abstract reasoning. Chemistry Education Research and Practice, 19(2), 500–507. https://doi.org/10. 1039/c7rp00252a

Page, M. J., McKenzie, J. E., Bossuyt, P., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Moher, D. (2021). The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. Medicina Fluminensis, 57(4), 444–465. https://doi.org/10.21 860/medflum2021264903

Palupi, B. S., Subiyantoro, S., Rukayah, & Triyanto. (2020). The effectiveness of guided inquiry learning (GIL) and problem-based learning (PBL) for explanatory writing skill. International Journal of Instruction, 13(1), 713–730. https://doi.org/10.29333 /iji.2020.13146a

Paristiowati, M., Cahyana, U., & Bulan, B. I. S. (2019). Implementation of problem-based learning – flipped classroom model in chemistry and its effect on scientific literacy. Universal Journal of Educational Research, 7(9 A), 56–60. https://doi.org/10. 13189/ ujer.2019.071607

Polnaya, I., Nirwanto, N., & Triatmanto, B. (2018). The evaluation of lecturer performance through soft skills, organizational culture and compensation on Private University of Ambon. Academy of Strategic Management Journal, 17(2).

Potgieter, M. L., Filmalter, C., & Maree, C. (2025). Teaching, learning, and assessment of the affective domain of undergraduate students: A scoping review. Nurse Education in Practice, 86(October 2024), 104417. https://doi.org/10.1016/j.nepr .2025.104417

Pratiwi, M., & Kusumah, L. H. (2024). Enhancing the accreditation of Indonesian private universities through the integration of EduQual and accreditation standards of the BAN-PT. REID (Research and Evaluation in Education), 10(2), 227–243. https://doi.org/10.21831/reid.v10i2.76406

Pratomo, H., Fitriyana, N., Wiyarsi, A., & Marfuatun. (2025). Mapping chemistry learning difficulties of secondary school students: a cross-grade study. Journal of Education and Learning, 19(2), 909–920. https://doi.org/10.11591/edulearn.v 19i2.21826

Purwanto, A., Rahmawati, Y., Rahmayanti, N., Mardiah, A., & Amalia, R. (2022). Socio-critical and problem-oriented approach in environmental issues for students’ critical thinking skills development in chemistry learning. Journal of Technology and Science Education, 12(1), 50–67. https://doi.org/10.3926/jotse.1341

Putri, W. H., & Mulyanti, S. (2024). Kaitan metode praktikum sederhana pada materi laju reaksi dengan rasa jenuh peserta didik dalam menentukan orde reaksi [The relationship between simple practical methods in reaction rate material and student satisfaction in determining reaction order]. Social, Humanities, and Educational Studies (SHES): Conference Series, 7(2), 240–245. https://doi.org/10.20961/shes. v7i2.85050

Qi, Y., An, C., Huang, C., Lv, H., & Zhang, H. (2024). Enhancing critical thinking in vocational chemistry education: active learning strategies in vocational training. Journal of Chemical Education, 101(11), 4892–4903. https://doi.org/10.1021/acs. jchemed.4c00887

Rahmawati, Y., Hartanto, O., Falani, I., & Iriyadi, D. (2022). Students’ conceptual understanding in chemistry learning using PHET interactive simulations. Journal of Technology and Science Education, 12(2), 303–326.

Ramaila, S., & Molwele, A. J. (2022). The role of technology integration in the development of 21st-century skills and competencies in life sciences teaching and learning. International Journal of Higher Education, 11(5), 9. https://doi.org/10.5430/ijhe.v11n5p9

Rihmahwati, M., Harjono, Sumarti, S. S., & Prasetya, A. T. (2024). Korelasi minat belajar, motivasi berprestasi, dan kualitas pembelajaran terhadap kemampuan berpikir kritis siswa pada materi laju reaksi [Correlation between learning interest, achievement motivation, and learning quality on students' critical thinking skills in reaction rate material]. Jurnal Inovasi Pendidikan Kimia, 18(2), 130–140.

Rodriguez, J. M. G., Bain, K., Towns, M. H., Elmgren, M., & Ho, F. M. (2019). Covariational reasoning and mathematical narratives: Investigating students’ understanding of graphs in chemical kinetics. Chemistry Education Research and Practice, 20(1), 107–119. https://doi.org/10.1039/c8rp00156a

Rodriguez, J. M. G., Harrison, A. R., & Becker, N. M. (2020). Analyzing Students’ construction of graphical models: how does reaction rate change over time? Journal of Chemical Education, 97(11), 3948–3956. https://doi.org/10.1021/acs.jchemed .0c01036

Romdhon, J., Masrifah, M., Meena, N., & Suharyati, H. (2024). Applying constructivist learning theory to enhance student learning outcomes in elementary schools. International Journal of Sustainable Development & Future Society, 2(2), 62–69. 10.62157/ijsdfs.v2i2.73

Rozi, F., Wulansari, D. A., Daryanto, D., Sukmana, M. E., Syahputri, A. M., Hasan, S. N. S., … Zuhri, S. (2025). Exploring problem-based learning within physical education in Indonesia: a content analysis. Berkala Ilmiah Pendidikan, 5(1), 1–10. https://doi.org/10.51214/bip.v5i1.1395

Rushton, G. T., Criswell, B. A., McAllister, N. D., Polizzi, S. J., Moore, L. A., & Pierre, M. S. (2014). Charting an alternate pathway to reaction orders and rate laws in introductory chemistry courses. Journal of Chemical Education, 91(1), 66–73. https://doi.org/10.1021/ed3006743

Salame, I. I., Ramirez, L., Nikolic, D., & Krauss, D. (2022). Investigating students difficulties and approaches to solving buffer related problems. International Journal of Instruction, 15(1), 911–926. https://doi.org/10.29333/iji.2022.15152a

Sa-ngiemjit, M., Alonso, A. V., & Mas, M. A. M. (2025). High school students’ 21st-century learning skills in organic chemistry group learning. International Journal of Evaluation and Research in Education, 14(2), 1417–1426. https://doi.org/10.11591 /ijere.v14i2.30607

Savery, J. (2006). Overview of problem-based learning: definitions and distinctions. Interdisciplinary Journal of Problem-Based Learning, 1(1), 5–22. https://doi.org/http://dx.doi.org/10.7771/1541-5015.1002

Sebatana, M. J., & Dudu, W. T. (2022). Reality or mirage: Enhancing 21st-century skills through problem-based learning while teaching particulate nature of matter. International Journal of Science and Mathematics Education, 20(5), 963–980. https://doi.org/10.1007/s10763-021-10206-w

Shiddiqi, M.H.A., & Setiyawan, N. A. (2024). Implementation of a problem-based learning model with the help of interactive presentation media from Quizziz in increasing student learning motivation in class XI MIPA 4 in chemistry learning at Kebakkramat State Senior High School. IJCER (International Journal of Chemistry Education Research), 8(2), 121–127. https://doi.org/10.20885/ijcer.vol8.iss2.art5

Shiddiqi, M. H.A.,Purwaningsih, D., & Pujiana, E. (2025). Research trends in the application of problem-based learning model in chemistry learning in Indonesia: A systematic literature review. IJCER (International Journal of Chemistry Education Research), 9, 74–83. https://doi.org/10.20885/ijcer.vol9.iss1.art8

Sibomana, A., Karegeya, C., & Sentongo, J. (2021). Factors affecting secondary school students’ academic achievements in chemistry. International Journal of Learning, Teaching and Educational Research, 20(12), 114–126. https://doi.org/10.26803/ IJLTER.20.12.7

Shimizu, I., Matsuyama, Y., Duvivier, R., & Vleuten, C. (2021). Contextual attributes to promote positive social interdependence in problem-based learning: a focus group study. BMC Medical Education, 21(1), 1–9. https://doi.org/10.1186/s12909-021-02667-y

Smith, J. D., & Hasan, M. (2020). Quantitative approaches for the evaluation of implementation research studies. Psychiatry Research, 283(August), 112521. https://doi.org/10.1016/j.psychres.2019.112521

Suhirman, & Prayogi, S. (2023). Problem-based learning utilizing assistive virtual simulation in mobile application to improve students’ critical thinking skills. Humanities and Social Sciences Letters, 11(3), 351–364. https://doi.org/10.18488/61.v11i3.3380

Supasorn, S., & Promarak, V. (2015). Implementation of 5E inquiry incorporated with analogy learning approach to enhance conceptual understanding of chemical reaction rate for grade 11 students. Chemistry Education Research and Practice, 16(1), 121–132. https://doi.org/10.1039/c4rp00190g

Suryanti, N., & Nurhuda, N. (2021). The effect of problem-based learning with an analytical rubric on the development of students’ critical thinking skills. International Journal of Instruction, 14(2), 665–684.

Susanti, M., Suyanto, S., Jailani, J., & Retnawati, H. (2023). Problem-based learning for improving problem-solving and critical thinking skills: A case on probability theory course. Journal of Education and Learning, 17(4), 507–525. https://doi.org/10.11591/edulearn.v17i4.20866

Susetyarini, E., & Fauzi, A. (2020). Trend of critical thinking skill researches in biology education journals across Indonesia: From research design to data analysis. International Journal of Instruction, 13(1), 535–550. https://doi.org/10.29333 /iji.2020.13135a

Sweller, J. (1988). Cognitive load during problem solving: effects on learning. Cognitive Science, 12, 257–285.

Tastan Kirik, O., & Boz, Y. (2012). Cooperative learning instruction for conceptual change in the concepts of chemical kinetics. Chemistry Education Research and Practice, 13(3), 221–236. https://doi.org/10.1039/c1rp90072b

Thanyaphongphat, J., Tapingkae, P., Daungcharone, K., & Thongkoo, K. (2023). Exploring the relationship between 21st century skills and motivation: a study using contextual inquiry project-based learning. Proceedings of the 31st International Conference on Computers in Education, 1, 916–925.

Thorndahl, K. L., & Stentoft, D. (2020). Thinking critically about critical thinking and prob-lem-based learning in higher education: A scoping review. Interdisciplinary Journal of Problem-Based Learning, 14(1), 1–21. https://doi.org/10.14434/ijpbl. v14i1.28773

Ulucinar, U. (2023). The effect of problem-based learning in science education on academic achievement: a meta-analytical study. Science Education International, 34(2), 72–85. https://doi.org/10.33828/sei.v34.i2.1

Valdez, J. E., & Bungihan, M. E. (2019). Problem-based learning approach enhances the problem solving skills in chemistry of high school students. Journal of Technology and Science Education, 9(3), 282–294.

Voogt, J., Erstad, O., Dede, C., & Mishra, P. (2013). Challenges to learning and schooling in the digital networked world of the 21st century. Journal of Computer Assisted Learning, 29(5), 403–413. https://doi.org/10.1111/jcal.12029

Wagino, W., Maksum, H., Purwanto, W., Simatupang, W., Lapisa, R., & Indrawan, E. (2024). Enhancing learning outcomes and student engagement: integrating e-learning innovations into problem-based higher education. International Journal of Interactive Mobile Technologies, 18(10), 106–124. https://doi.org/10.3991/ijim. v18i10.47649

Wati, D. D. E., Dewi, R. K., Lasmana, O., Lufri, Asrizal, & Hardeli. (2024). Application and impact of constructivism in learning a tertiary study. Al Qalam: Jurnal Ilmiah Keagamaan Dan Kemasyarakatan, 18(5), 3738–3751. 10.35931/aq.v18i5.3585

Wellhofer, L., & Luhken, A. (2022). Problem-based learning in an introductory inorganic laboratory: identifying connections between learner motivation and implementation. Journal of Chemical Education, 99(2), 864–873. https://doi.org/10.1021/acs. jchemed.1c00808

Widarti, H. R., Rokhmin, D. A., Yamtinah, S., Shidiq, A. S., & Baharsyah, A. (2024). Instagram-based learning media: improving student motivation and learning outcomes in reaction rate. Jurnal Ilmiah Peuradeun, 12(1), 165–182. https://doi.org/10.26811/peuradeun.v12i1.957

Wieman, C. E., Adams, W. K., & Perkins, K. K. (2008). Physics. PhET: Simulations that enhance learning. Science, 322(5902), 682–683. https://doi.org/10.1126/science. 1161948

Wijnia, L., Noordzij, G., Arends, L. R., Rikers, R. M. J. P., & Loyens, S. M. M. (2024). The effects of problem-based, project-based, and case-based learning on students’ motivation: a meta-analysis. Educational Psychology Review (Vol. 36). Springer US. https://doi.org/10.1007/ s10648-024-09864-3

Williams, D. P. (2022). PBL: Developing a facilitated remote approach to problem based learning. Journal of Chemical Education, 99(4), 1642–1650. https://doi.org/ 10.1021/acs.jchemed. 1c01068

Williams, D. P., Cane, C., Hairida, N., Ulfah, M., & Wafiq, A. F. (2024). Reconstructing perspectives: investigating how molecular geometry cards (MGCards) and molecular model building (MMB) disrupt students’ alternative notions of molecular structure - a qualitative study. Chemistry Education Research and Practice, 25(4), 1052–1070. https://doi.org/10.1039/d3rp00038

Wong, M. K. L., Krycer, J. R., Burchfield, J. G., James, D. E., & Kuncic, Z. (2015). A generalised enzyme kinetic model for predicting the behaviour of complex biochemical systems. FEBS Open Bio, 5, 226–239. https://doi.org/10.1016/ j.fob.2015.03.002

Xiao, Y., & Watson, M. (2019). Guidance on conducting a systematic literature review. Journal of Planning Education and Research, 39(1), 93–112. https://doi.org/10. 1177/0739456X17723971

Xiaojing, L., Jiabi, Z., & Xuezhu, R. (2025). The bidirectional relationship between critical thinking and academic achievement is independent of general cognitive ability: A three-year longitudinal study on elementary school children. Learning and Individual Differences, 120. https://doi.org/10.1016/j.lindif.2025.102666

Yan, Y. K., & Subramaniam, R. (2018). Using a multi-tier diagnostic test to explore the nature of students’ alternative conceptions on reaction kinetics. Chemistry Education Research and Practice, 19(1), 213–226. https://doi.org/10.1039/C7RP00143F

Yu, L., & Zin, Z. M. (2023). The critical thinking-oriented adaptations of problem-based learning models: a systematic review. Frontiers in Education, 8. https://doi.org/10.3389/feduc.20 23.1139987

Zielinski, D. C., Matos, M. R. A., de Bree, J. E., Glass, K., Sonnenschein, N., & Palsson, B. O. (2024). Bottom-up parameterization of enzyme rate constants: Reconciling inconsistent data. Metabolic Engineering Communications, 18(April), e00234. https://doi.org/10.1016/j.mec.2024.e00234

Zhong, G. Q. (2014). Training of scientific thinking methods in teaching of inorganic and analytical chemistry. Journal of Chemical and Pharmaceutical Research, 6(7), 1503–1508.


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