Global Research Trends on Productive Struggle Students in Primary Scholl: Bibliometric Analysis (2016-2025) using VOSviewer
DOI:
https://doi.org/10.56294/saludcyt20251716Keywords:
Bibliometric, Productive Struggle, Students, Primary School, VosviewerAbstract
This study focusses on trends in existing research and creates a bibliometric map of articles discussing the productive struggle of elementary school students using the VOSviewer application from a psychological perspective. It also examines the influence of productive struggle on the quality of elementary school students' mathematics learning. Data collection was conducted using reference management software, specifically Publish or Perish, to facilitate a literature review focused on the topic of productive struggle. This approach provides insights into the scope and depth of existing studies, highlighting patterns and gaps for further investigation. The keywords "elementary school students" and "productive struggle" were used throughout the data collection process. For the analysis, 175 articles published between 2016 and 2025 were selected. The results show that research on productive struggle has become a global trend from 2016 to 2018. However, from 2019 there was a decline, this trend increased again from 2020 to 2022. However, in 2023 there was a drastic decline to only 11 publications. The peak of research on productive struggle occurred in 2024 with 30 publications, and then it declined again in 2025 with only 7 publications. Based on the results of the bibliometric analysis, the term productive struggle has 143 links. It can be concluded that research publications on productive struggle are still limited to research and have great potential for further studies on students' productive struggle from a psychological perspective in the future, especially on emotional intelligence, motivation, learning, and anxiety in mathematics learning.
References
1. Boaler J. Mathematical Mindsets: Unleashing Students' Potential through Creative Math, Inspiring Messages and Innovative Teaching. San Francisco: Jossey-Bass; 2016.
2. Warshauer HK. Productive struggle in middle school mathematics classrooms. J Math Teach Educ. 2015;18(4):375–400.
3. Daily S. “Productive Struggle” as an Effective Strategy in Elementary Math Classrooms. Int J Whole Child. 2021;6(2):1–6.
4. SAGE Publications. Productive Math Struggle: 6 Facilitator Moves to Build Understanding and Challenge Students. Thousand Oaks, CA: Corwin Press; 2023.
5. Mufliva R. Problem-Solving Skills and Productive Struggle of Students in Solving Mathematical Problems in Elementary School. Southeast Asian Math Educ J. 2024;4(1):45–60.
6. Godoy CH Jr. Developing an Augmented Reality-Based Game as a Supplementary Tool for SHS-STEM Precalculus to Avoid Math Anxiety. arXiv. 2021. Available from: https://arxiv.org/abs/2109.09336
7. Ashcraft MH, Krause JA. Working memory, math performance, and math anxiety. Psychon Bull Rev. 2007;14(2):243–248.
8. Pekrun R. The control-value theory of achievement emotions: Assumptions, corollaries, and implications for educational research and practice. Educ Psychol Rev. 2006;18(4):315–341.
9. Farokhah S. Global Research Trends of Mathematics Literacy in Elementary School: A Bibliometric Analysis. Indones J Educ Res Technol. 2023;3(1):1–10.
10. Warshauer HK. Productive struggle in middle school mathematics classrooms. J Math Teach Educ. 2015;18(4):375–400.
11. Koçak O, Bozkurt A. The Effects of the COVID-19 Pandemic on Mathematics Education: A Bibliometric Review. Educ Sci. 2021;11(2):35.
12. Herbst P, Chazan D. Using video-based materials to engage teachers in viewing teaching practice through the lens of principles of productive struggle. Math Teach Educ Dev. 2022;24(1):87–106.
13. Suherman E, Rosidin U, Supianto A. Students’ Struggle in Mathematical Modeling: Productive or Unproductive? JETL. 2023;8(2):121–30.
14. Louie NJ, Adiredja AP, Conrad AM. Justice-centered teaching as productive struggle: Learning to teach math with equity. J Math Behav. 2023;71:100973.
15. Chiu MS, Lin FL, Yang KL, Hasumi T, Wu TJ, Lin PS. The interplay of affect and cognition in the mathematics grounding activity: Forming an affective teaching model. Eurasia Journal of Mathematics, Science and Technology Education. 2022 Oct 26;18(12):em2187.
16. Boaler J. Mathematical Mindsets: Unleashing Students' Potential through Creative Math, Inspiring Messages and Innovative Teaching. San Francisco: Jossey-Bass; 2016.
17. Biber M. Constructing Mental Models: Mathematical Communication and Discourses in Conceptual Understanding. Necmettin Erbakan Üniversitesi Ereğli Eğitim Fakültesi Dergisi. 2023 Oct 10;5(Özel Sayı):271-305.
18. Godoy CH Jr. Developing an Augmented Reality-Based Game as a Supplementary Tool for SHS-STEM Precalculus to Avoid Math Anxiety. arXiv. 2021. Available from: https://arxiv.org/abs/2109.09336
19. Ashcraft MH, Krause JA. Working memory, math performance, and math anxiety. Psychon Bull Rev. 2007;14(2):243–248.
20. Louie NJ, Adiredja AP, Conrad AM. Justice-centered teaching as productive struggle: Learning to teach math with equity. J Math Behav. 2023;71:100973.
21. Arsyad M, Guna S, Barus S. Enhancing chemistry education through problem-based learning: Analyzing student engagement, motivation, and critical thinking. International Journal of Curriculum Development, Teaching and Learning Innovation. 2024 Jul 27;2(3):110-7.
22. Mufliva R, Fauziah WN, Rahayu AP, Febrianti RD, Chairunisa MQ. Microlearning Based on Creative Problem Solving: A Solution to improve Numeracy Literacy Skills of Grade 4 Elementary Students. InInternational Conference on Elementary Education 2025 Mar 22 (Vol. 7, No. 1, pp. 630-644).
23. Hiebert J, Grouws DA. The effects of classroom mathematics teaching on students' learning. In: F.K. Lester Jr., editor. Second Handbook of Research on Mathematics Teaching and Learning. Charlotte, NC: Information Age; 2007. p. 371–404.
24. Louie NJ. Tensions in equity- and reform-oriented learning in teachers’ collaborative conversations. Teach Coll Rec. 2017;119(1):1–44.
25. Suherman E, Rosidin U, Supianto A. Students’ Struggle in Mathematical Modeling: Productive or Unproductive? JETL. 2023;8(2):121–30.
26. Ashcraft MH, Krause JA. Working memory, math performance, and math anxiety. Psychon Bull Rev. 2007;14(2):243–248.
27. Häkkinen P, Järvelä S, Mäkitalo-Siegl K, Ahonen A, Näykki P, Valtonen T. Preparing teacher-students for twenty-first-century learning practices (PREP 21): a framework for enhancing collaborative problem-solving and strategic learning skills. Teachers and Teaching. 2017 Jan 2;23(1):25-41.
28. Thornhill-Miller B, Camarda A, Mercier M, Burkhardt JM, Morisseau T, Bourgeois-Bougrine S, Vinchon F, El Hayek S, Augereau-Landais M, Mourey F, Feybesse C. Creativity, critical thinking, communication, and collaboration: assessment, certification, and promotion of 21st century skills for the future of work and education. Journal of Intelligence. 2023 Mar;11(3):54.
29. Zimmerman BJ. Becoming a self-regulated learner: An overview. Theory Pract. 2002;41(2):64–70.
30. Kapur M. Productive failure in learning the concept of variance. Instr Sci. 2014;42(4): 651–672.
31. Suherman E, Rosidin U, Supianto A. Students’ Struggle in Mathematical Modeling: Productive or Unproductive? JETL. 2023;8(2):121–30.
32. Ashcraft MH, Krause JA. Working memory, math performance, and math anxiety. Psychon Bull Rev. 2007;14(2):243–248.
33. D’Mello SK, Graesser AC. AutoTutor and Affective Autotutor: Learning by talking with cognitively and emotionally intelligent computers that talk back. ACM Trans Interact Intell Syst. 2013;2(4):1–39.
34. Irawan E, Purwasih R. Tren dan Arah Baru Penelitian Pendidikan Matematika: Analisis Bibliometrik Publikasi Terindeks Scopus Peneliti Indonesia. IMEJ: Indonesian Mathematics Education Journal. 2024 Oct 9;1(2):171-90.
35. Puspitasari E, Abdullah A, Wati M. Pendidikan: Tren Keterampilan Berpikir Kritis melalui LKPD yang Terintegrasi PBL. JURNAL PENDIDIKAN MIPA. 2025 Mar 1;15(1):77-8.
36. Saputra H. Perkembangan Berpikir Matematis Pada Anak Usia Sekolah Dasar. JEMARI (Jurnal Edukasi Madrasah Ibtidaiyah). 2024 Jul 8;6(2):53-64.
37. Susanto AH, Wulandari MD. Optimalisasi Pembelajaran Anak Usia Sekolah Dasar Melalui Pemahaman Teori Perkembangan Kognitif Jean Piaget. Pendas: Jurnal Ilmiah Pendidikan Dasar. 2024 Nov 20;9(04):689-706.
38. Ghazi SR, Ullah K. Concrete operational stage of Piaget’s cognitive development theory: An implication in learning general science. Gomal University Journal of Research. 2015 Jun 30;31(1):78-89.
39. Muharram MR, Widani W. Gamifikasi dalam pembelajaran matematika melalui productive struggle sebagai solusi pembelajaran selama pandemi. COLLASE (Creative of Learning Students Elementary Education). 2021 Mar 31;4(2):266-77.
40. Susanto HP. Pandemi dan Anak Bangsa Menjadi Pintar. Tsaqiva publishing; 2021 Mar 26.
41. LUZANO JF. Mistakes as Missed Takes: Unlocking the Transformational Power of Productive-Failure Strategy in Mathematics Education. Diversitas Journal. 2024 Jul 1;9(3).
42. Murdoch D, English AR, Hintz A, Tyson K. Feeling heard: Inclusive education, transformative learning, and productive struggle. Educational Theory. 2020 Oct;70(5):653-79.
43. Harmin M, Toth M. Inspiring active learning: A complete handbook for today's teachers. ASCD; 2006.
44. Trisnani N, Zuriah N, Kobi W, Kaharuddin A, Subakti H, Utami A, Anggraini V, Farhana H, Pitriyana S, Watunglawar B, Mutaqin A. Pembelajaran Berdiferensiasi dalam Kurikulum Merdeka. PT. Mifandi Mandiri Digital; 2024 Sep 30.
45. Susanty S. Inovasi pembelajaran daring dalam merdeka belajar. Jurnal Ilmiah Hospitality. 2020 Dec 3;9(2):157-66.
46. Henningsen M, Stein MK. Mathematical tasks and student cognition: Classroom-based factors that support and inhibit high-level mathematical thinking and reasoning. Journal for research in mathematics education. 1997 Nov 1;28(5):524-49.
47. Reusser K. Success and failure in school mathematics: Effects of instruction and school environment. European Child & Adolescent Psychiatry. 2000 Jun;9:S17-26.
48. Reiser BJ. Scaffolding complex learning: The mechanisms of structuring and problematizing student work. InScaffolding 2018 Dec 7 (pp. 273-304). Psychology Press.
49. Waode SS. Eksplorasi Implementasi Model Inkuiri Terbimbing Dalam Pembelajaran IPA Untuk Meningkatkan Kemampuan Berpikir Kritis dan Rasa Ingin Tahu Siswa Sekolah Dasar Di SD Negeri 2 Wadaga. MISOOL: Jurnal Pendidikan Dasar. 2023 Jul 12;5(1):33-47.
50. Masitoh S, Herman T, Hasanah A. Differences in Mathematical Adaptive Reasoning Abilities and Productive Struggle Achievement Through Problem-Based Learning. Jurnal Pendidikan MIPA. 2024 Nov 28;25(3):1037-50.
51. Mufliva R, Hafshah DD, Effendy AF, Zahrah AZ, Rinata V. Innovation Learning Mathematics: Student Worksheets Based on Realistic Mathematics Education as a Solution for Increase Ability Literacy Numeracy and Productive Struggle Student Grade 5 Elementary School. InInternational Conference on Elementary Education 2025 Mar 22 (Vol. 7, No. 1, pp. 796-810).
52. Mufliva R, Turmudi T, Herman T, Iriawan SB, Fitriani AD. Problem-Solving Skills and Productive Struggle of Students in Solving Mathematical Problems in Elementary School. Southeast Asian Mathematics Education Journal. 2024 Dec 10;14(1):69-82.
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