Research trends on flipped classrooms of mathematics creative thinking, critical thinking, and problem-solving skills

Authors

  • Muhammad Fayakuun Universitas Negeri Semarang
  • Arief Agoestanto Universitas Negeri Semarang

DOI:

https://doi.org/10.29408/jel.v9i2.15150

Keywords:

content analysis, creative thinking skills, critical thinking skills, flipped classroom, mathematics educational journals, problem-solving skills

Abstract

Some studies discussed learning outcomes, challenges, and the effect of media learning on flipped classrooms of mathematics creative thinking (MCeT), critical thinking (MCiT), and problem-solving (MPS) skills. None of the studies reviewed the research information. This study aimed to examine trend research by year and the diversity of research methods, quantitative research designs, research subjects, mathematics topics, research variables, data collection tools, test designs, data analysis methods, and learning media in articles published in Scopus,  Education Resources Information Centre (ERIC), and Garba Rujukan Digital (Garuda) databases of mathematics educational journals from January 2018 to April 2023. The method of this study was the content analysis method. Twenty-two articles were evaluated in this study. The results showed that the research trend by year was increasing. The most type of research methods, quantitative research design, research subjects, mathematics topic, research variables, data collecting tools, kind of test design, data analysis techniques, and learning media were quasi-experimental design, eighth-grade junior high school students, three-dimensional shape, problem-solving, test sheet, pretest-posttest, t-test, and video, respectively. This study gave insights to other researchers for future decision-making on flipped classrooms of MCeT, MCiT, and MPS skills.

References

Abosalem, Y. (2015). Assessment techniques and students’ higher-order thinking skills. ICSIT 2018 - 9th International Conference on Society and Information Technologies, Proceedings, 4(1), 61–66. https://doi.org/10.11648/j.ijsedu.20160401.11

Aizikovitsh-Udi, E., & Amit, M. (2011). Developing the skills of critical and creative thinking by probability teaching. Procedia - Social and Behavioral Sciences, 15, 1087–1091. https://doi.org/10.1016/j.sbspro.2011.03.243

Al-Zoubi, A. M., & Suleiman, L. M. (2021). Flipped classroom strategy based on critical thinking skills: Helping fresh female students acquire derivative concept. International Journal of Instruction, 14(2), 791–810. https://doi.org/10.29333/iji.2021.14244a

Alkhatib, O. J. (2019). A framework for implementing higher-order thinking skills (problem-solving, critical thinking, creative thinking, and decision-making) in engineering humanities. 2019 Advances in Science and Engineering Technology International Conferences, ASET 2019, 1–8. https://doi.org/10.1109/ICASET.2019.8714232

Ariani, D. N., Sumantri, M. S., & Wibowo, F. C. (2022). The impact of android module-based inquiry flipped classroom learning on mathematics problem solving and creative thinking ability. International Journal of Interactive Mobile Technologies, 16(24), 32–46. https://doi.org/10.3991/ijim.v16i24.35749

Atwa, Z., Sulayeh, Y., Abdelhadi, A., Jazar, H. A., & Eriqat, S. (2022). Flipped classroom effects on grade 9 students’ critical thinking skills, psychological stress, and academic achievement. International Journal of Instruction, 15(2), 737–750. https://doi.org/10.29333/iji.2022.15240a

Azizah, T., Fauzan, A., & Harisman, Y. (2022). "Flipped classroom type peer instruction-based learning” based on a website to improve student’s problem solving. Infinity Journal, 11(2), 325–348. https://doi.org/10.22460/infinity.v11i2.p325-348

Beatty, B. J., Merchant, Z., & Albert, M. (2019). Analysis of student use of video in a flipped classroom. TechTrends, 63(4), 376–385. https://doi.org/10.1007/s11528-017-0169-1

Bergmann, J., & Sams, A. (2014). Flip your classroom: reach every student in every class every day. International Society for Technology in Education.

Bhat, A., & Aminabhavi, V. (2011). Home environment and psychosocial competence of adolescents. Journal of Psychology, 2(1), 57–63. https://doi.org/10.1080/09764224.2011.11885464

Chang, C.-Y., Kao, C.-H., & Hwang, G.-J. (2020). Facilitating students’ critical thinking and decision making performances. Educational Technology & Society, 23(2), 32–46. https://www.jstor.org/stable/26921132

Coburn, C. E., & Penuel, W. R. (2016). Research–practice partnerships in education: Outcomes, dynamics, and open questions. Educational Researcher, 45(1), 48–54. https://doi.org/10.3102/0013189X16631750

Duan, Y., Edwards, J. S., & Dwivedi, Y. K. (2019). Artificial intelligence for decision making in the era of big data – evolution, challenges and research agenda. International Journal of Information Management, 48(January), 63–71. https://doi.org/10.1016/j.ijinfomgt.2019.01.021

Ebiendele Ebosele Peter. (2012). Critical thinking: Essence for teaching mathematics and mathematics problem solving skills. African Journal of Mathematics and Computer Science Research, 5(3), 39–43. https://doi.org/10.5897/AJMCSR11.161

Facione, P. a. (2011). Critical thinking: What it is and why it counts (Issue ISBN 13: 978-1-891557-07-1.). Insight Assessment.

Fatahillah, A., Puspitasari, I. D., & Hussen, S. (2020). The development of schoology web-based learning media with geogebra to improve the ICT literacy on quadratic functions. JRAMathEdu (Journal of Research and Advances in Mathematics Education), 5(3), 304–316. https://doi.org/10.23917/jramathedu.v5i3.10692

Fauzi, A., & Pradipta, I. W. (2018). Research methods and data analysis techniques in education articles published by Indonesian biology educational journals. JPBI (Jurnal Pendidikan Biologi Indonesia), 4(2), 123–134. https://doi.org/10.22219/jpbi.v4i2.5889

Gao, X., & Hew, K. F. (2022). Toward a 5E-based flipped classroom model for teaching computational thinking in elementary school: Effects on student computational thinking and problem-solving performance. Journal of Educational Computing Research, 60(2), 512–543. https://doi.org/10.1177/07356331211037757

Garrido, A. (2012). Ai and mathematical education. Education Sciences, 2(1), 22–32. https://doi.org/10.3390/educ2010022

Horn, M. B., & Staker, H. C. (2012). Classifying k–12 blended learning. INNOSIGHT Institute, May, 1–22. https://www.christenseninstitute.org/wp-content/uploads/2013/04/Classifying-K-12-blended-learning.pdf

Insorio, A. O., & Macandog, D. M. (2022). Youtube video playlist as mathematics supplementary learning material for blended learning. European Journal of Interactive Multimedia and Education, 3(2), e02212. https://doi.org/10.30935/ejimed/12490

Joynes, C., Rossignoli, S., & Amonoo-Kuofi, E. F. (2019). 21st century skills: Evidence of issues in definition, demand and delivery for development contexts. Brighton, UK: Institute of Development Studies., August, 1–75. https://opendocs.ids.ac.uk/opendocs/handle/20.500.12413/14674

Krishnan, P. (2019). A review of the non-equivalent control group post-test-only design. Nurse Researcher, 26(2), 37–40. https://doi.org/10.7748/nr.2018.e1582

Li, M., Yin, D., Qiu, H., & Bai, B. (2022). Examining the effects of AI contactless services on customer psychological safety, perceived value, and hospitality service quality during the COVID‐19 pandemic. Journal of Hospitality Marketing and Management, 31(1), 24–48. https://doi.org/10.1080/19368623.2021.1934932

Lin, H., & Larzelere, R. E. (2020). Dual-centered ANCOVA: Resolving contradictory results from Lord’s paradox with implications for reducing bias in longitudinal analyses. Journal of Adolescence, 85, 135–147. https://doi.org/https://doi.org/10.1016/j.adolescence.2020.11.001

Lin, T.-C., Lin, T.-J., & Tsai, C.-C. (2014). Research trends in science education from 2008 to 2012: A systematic content analysis of publications in selected journals. International Journal of Science Education, 36(8), 1346–1372. https://doi.org/10.1080/09500693.2013.864428

Long, T., Logan, J., & Waugh, M. (2016). Students’ perceptions of the value of using videos as a pre-class learning experience in the flipped classroom. TechTrends, 60(3), 245–252. https://doi.org/10.1007/s11528-016-0045-4

Maharani, H. R. (2014). Creative thinking in mathematics: Are we able to solve mathematical problems in a variety of way?. International Conference on Mathematics, Science, and Education 2014, 120–125.

McCallumore, K., & Sparapani, E. (2010). The importance of the ninth grade on high school graduation rates and student success. Education Digest: Essential Readings Condensed for Quick Review, 130.

Nabayra, J. N. (2020). Video-based e-module for mathematics in nature and students’ learning experiences in a flipped classroom. Journal of Science and Mathematics Education …, 43(December), 1–21. http://myjms.mohe.gov.my/index.php/jsmesea/article/view/8813

Nida, N. K., Usodo, B., & Saputro, D. R. S. (2020). Effectiveness of the flipped classroom model on the students’ mathematical creative thinking skills. 440(Icobl 2019), 107–110. https://doi.org/10.2991/assehr.k.200521.022

Oakes, J. M., & Feldman, H. A. (2001). Statistical power for nonequivalent pretest-posttest designs: The impact of change-score versus ANCOVA models. Evaluation Review, 25(1), 3–28. https://doi.org/10.1177/0193841X0102500101

Ormerod, R. (2021). The fitness and survival of the OR profession in the age of artificial intelligence. Journal of the Operational Research Society, 72(1), 4–22. https://doi.org/10.1080/01605682.2019.1650619

Ostrom, A. L., Fotheringham, D., & Bitner, M. J. (2019). Customer acceptance of AI in service encounters: Understanding antecedents and consequences. In P. P. Maglio, C. A. Kieliszewski, J. C. Spohrer, K. Lyons, L. Patrício, & Y. Sawatani (Eds.), Handbook of Service Science, Volume II (pp. 77–103). Springer International Publishing. https://doi.org/10.1007/978-3-319-98512-1_5

Papastephanou, M., & Angeli, C. (2007). Critical thinking beyond skill. Educational Philosophy and Theory, 39(6), 604–621. https://doi.org/10.1111/j.1469-5812.2007.00311.x

Pardo, S. A. (2023). Product design: Factorial experiments. In Statistical Methods and Analyses for Medical Devices (pp. 57–87). Springer International Publishing. https://doi.org/10.1007/978-3-031-26139-8_6

Paschen, J., Kietzmann, J., & Kietzmann, T. C. (2019). Artificial intelligence (AI) and its implications for market knowledge in B2B marketing. Journal of Business and Industrial Marketing, 34(7), 1410–1419. https://doi.org/10.1108/JBIM-10-2018-0295

Prakash, D., Mageshwari T, U., Prabakaran, K., & Suguna, A. (2013). Detection of heart diseases by mathematical artificial intelligence algorithm using phonocardiogram signals. International Journal of Innovation and Applied Studies, 3(1), 145–150.

Pratama, R. W., Sudiyanto, S., & Riyadi, R. (2019). The development of attention, relevance, confidence, and satisfaction (ARCS) model based on active learning to improve students’learning motivation. Al-Jabar : Jurnal Pendidikan Matematika, 10(1), 59–66. https://doi.org/10.24042/ajpm.v10i1.4044

Puspitasari, R. D., Herlina, K., & Suyatna, A. (2020). A need analysis of STEM-integrated flipped classroom e-module to improve critical thinking skills. Indonesian Journal of Science and Mathematics Education, 3(2), 178–184. https://doi.org/10.24042/ijsme.v3i2.6121

Rahmadani, Herman, T., Dareng, S. Y., & Bakri, Z. (2020). Education for industry revolution 4.0: Using flipped classroom in mathematics learning as alternative. Journal of Physics: Conference Series, 1521(3), 0–8. https://doi.org/10.1088/1742-6596/1521/3/032038

Ramadhani, R., Bina, N. S., Sihotang, S. F., Narpila, S. D., & Mazaly, M. R. (2020). Students’ critical mathematical thinking abilities through flip-problem based learning model based on LMS-google classroom. Journal of Physics: Conference Series, 1657(1), 012025. https://doi.org/10.1088/1742-6596/1657/1/012025

Riedl, M. O. (2019). Human-centered artificial intelligence and machine learning. Human Behavior and Emerging Technologies, 1(1), 33–36. https://doi.org/10.1002/hbe2.117

Rintayati, P., Lukitasari, H., & Syawaludin, A. (2020). Development of two-tier multiple choice test to assess Indonesian elementary students’ higher-order thinking skills. International Journal of Instruction, 14(1), 555–566. https://doi.org/10.29333/IJI.2021.14133A

Sanders, S. (2016). Critical and creative thinkers in mathematics classrooms. Journal of Student Engagement: Education Matters, 6(1), 19–27.

Sari, D. M., Ikhsan, M., & Abidin, Z. (2018). The development of learning instruments using the creative problem-solving learning model to improve students’ creative thinking skills in mathematics. Journal of Physics: Conference Series, 1088(1), 012018. https://doi.org/10.1088/1742-6596/1088/1/012018

Setiana, D. S., Purwoko, R. Y., & Sugiman. (2021). The application of mathematics learning model to stimulate mathematical critical thinking skills of senior high school students. European Journal of Educational Research, 10(1), 509–523. https://doi.org/10.12973/EU-JER.10.1.509

Shai, S. S. (2022). Practice research on mathematics critical thinking ability cultivation strategy based on flipped classroom. Journal of Educational Research and Policies, 4(8). https://doi.org/10.53469/jerp.2022.04(08).35

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.2021.14330a

Soc, K., Vol, M. E., & Data, B. (2020). 인공지능 (artificial intelligence)과 대학수학교육 [Artificial intelligence and university mathematics education]. 2017, 354–359.

Sriwongchai, A. (2015). Developing the mathematics learning management model for improving creative thinking in Thailand. International Education Studies, 8(11), 77–87. https://doi.org/10.5539/ies.v8n11p77

Sukenti, D., Tambak, S., & Siregar, E. (2021). Learning assessment for madrasah teacher: Strengthening Islamic psychosocial and emotional intelligence. AL-ISHLAH: Jurnal Pendidikan, 13(1), 725–740. https://doi.org/10.35445/alishlah.v13i1.552

Sürücü, L., & Maslakçi, A. (2020). Validity and reliability in quantitative research. Business & Management Studies: An International Journal, 8(3 SE-Articles), 2694–2726. https://doi.org/10.15295/bmij.v8i3.1540

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

Tabieh, A. A. S., & Hamzeh, M. (2022). The impact of blended-flipped learning on mathematical creative thinking skills. Journal of Educators Online, 19(3), 15. https://doi.org/10.9743/JEO.2022.19.3.15

Turmuzi, M., Suharta, I. G. P., & Suparta, I. N. (2023). Ethnomathematical research in mathematics education journals in Indonesia: A case study of data design and analysis. Eurasia Journal of Mathematics, Science and Technology Education, 19(1), em2220. https://doi.org/10.29333/ejmste/12836

Vogelsang, K., Droit, A., & Liere-Netheler, K. (2019). Designing a flipped classroom course-a process model. 14(4), 1–23. https://doi.org/10.18417/emisa.14.4

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

Wei, X., Cheng, I. L., Chen, N. S., Yang, X., Liu, Y., Dong, Y., Zhai, X., & Kinshuk. (2020). Effect of the flipped classroom on the mathematics performance of middle school students. Educational Technology Research and Development, 68(3), 1461–1484. https://doi.org/10.1007/s11423-020-09752-x

Wijaya, T. T., Li, L., Hermita, N., Putra, Z. H., & Alim, J. A. (2021). Helping junior high school student to learn fibonacci sequence with video-based learning. International Journal of Interactive Mobile Technologies, 15(11), 183–191. https://doi.org/10.3991/ijim.v15i11.23097

Wu, X. W., & Lai, D. (2015). Comparison of statistical methods for pretest–posttest designs in terms of type I error probability and statistical power. Communications in Statistics - Simulation and Computation, 44(2), 284–294. https://doi.org/10.1080/03610918.2013.775295

Xu, E., Wang, W., & Wang, Q. (2023). The effectiveness of collaborative problem solving in promoting students’ critical thinking: A meta-analysis based on empirical literature. Humanities and Social Sciences Communications, 10(1). https://doi.org/10.1057/s41599-023-01508-1

Xu, Y., Shieh, C. H., van Esch, P., & Ling, I. L. (2020). AI customer service: Task complexity, problem-solving ability, and usage intention. Australasian Marketing Journal, 28(4), 189–199. https://doi.org/10.1016/j.ausmj.2020.03.005

Yanuarto, W. N., & Hapsari, I. (2022). The model of creative thinking, critical thinking, and entrepreneurial skills among university students. JTAM (Jurnal Teori Dan Aplikasi Matematika), 6(2), 411–424. https://doi.org/10.31764/jtam.v6i2.7467

Yayuk, E., Purwanto, As’Ari, A. R., & Subanji. (2020). Primary school students’ creative thinking skills in mathematics problem solving. European Journal of Educational Research, 9(3), 1281–1295. https://doi.org/10.12973/eu-jer.9.3.1281

Yuliana, Wijayanti, S., & Yuwono, M. R. (2022). Tantangan pembelajaran matematika mPBL pada flipped classroom untuk membangun kemampuan berpikir kritis siswa [The challenge of learning mathematics of mPBL in a flipped classroom to build students’ critical thinking skills]. AKSIOMA: Jurnal Matematika Dan Pendidikan Matematika, 13(1), 101–118.

Zakiyah, Z., Karlimah, K., & Hidayat, S. (in press). Fostering creative mathematical thinking with a flipped classroom approach. IndoMath: Indonesia Mathematics Education.

Zanzotto, F. M. (2019). Viewpoint: Human-in-the-loop artificial intelligence. Journal of Artificial Intelligence Research, 64, 243–252. https://doi.org/https://doi.org/10.1613/jair.1.11345

Zhang, D. (2017). Effects of visual working memory training and direct instruction on geometry problem solving in students with geometry difficulties. Learning Disabilities: A Contemporary Journal, 15(1), 117–138. https://eric.ed.gov/?id=EJ1141989

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Published

31-07-2023

How to Cite

Fayakuun, M., & Agoestanto, A. (2023). Research trends on flipped classrooms of mathematics creative thinking, critical thinking, and problem-solving skills. Jurnal Elemen, 9(2), 558–577. https://doi.org/10.29408/jel.v9i2.15150

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