Students’ Problem-Solving Behavior in Differential Calculus Based on Mathematical Prior Knowledge
Article Number: e2025565 | Available Online: November 2025 | DOI: 10.22521/edupij.2025.19.565
Dwi Sulistyaningsih , Stevanus Budi Waluya , Isnarto , Sugiman
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Abstract
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Background/purpose. This study aims to analyze students' ability to solve differential calculus problems in relation to their prior mathematical knowledge (PMK). Materials/methods. A qualitative research design method was employed. Participants in this study were 103 third-semester students at the university enrolled in the Differential Calculus course. They were divided into three groups, i.e., high, medium, and low, based on their PMK scores. They were given the same real-life problems to solve using differential calculus. In-depth interviews were conducted to identify and clarify things written and not written on the answer sheets. Data were analyzed using the Miles and Huberman model, while the process stages were analyzed according to the Bransford and Stein stages. Results. The results showed that the real number course was the most mastered, indicated by the highest average PRK test score. The majority of students, namely 50.49%, were at the medium PMK level. Only the best group at the high PMK level could achieve correct final results and follow the Bradford and Stein stages. The group that excelled most at solving differential calculus problems was those with high limit course scores, not those with high real number course scores. It was also found that converting real-life problems into mathematical models was the most difficult stage. |
Conclusion. Students who included problem scenario images during this phase performed better than those who did not. The most challenging problem was transforming a real-life problem into a mathematical model. Therefore, it is recommended to add a phase of transforming a real-life problem into a mathematical problem after the problem identification phase in Bransford and Stein's stages.
Keywords: Prior mathematical knowledge, problem-solving, differential calculus, real-life
ReferencesAhmad, M., Umar, Isa, A. D., & Zakariyyah, A. A. (2024). Interest as Predictor of Mathematics Achievement among Senior Secondary School Students in Bida Educational Zone, Niger State, Nigeria. Influences on Mathematics Performance and Pedagogy, 5(1), 13-23. https://doi.org/10.37640/jim.v5i1.1951
Aisha, B., Norulakmar, S., Zamri, S., & Abdallah, N. (2017). Factors affecting differential equation problem-solving ability of students at pre-university level: A conceptual model. Malaysian online journal of educational sciences, 5(4), 13–24. https://files.eric.ed.gov/fulltext/EJ1156949.pdf
Aydın Güç, F., & Daltaban, D. (2021). An investigation of the use of specific problem-solving strategies by mathematics teachers in lessons. Journal of pedagogical research, 5(1), 126–140. https://doi.org/10.33902/jpr.2021067307
Bakar, S. A., Salim, N. R., Ayub, A. F. M., & Gopal, K. (2021). Success indicators of mathematical problem-solving performance among Malaysian matriculation students. International journal of learning, teaching and educational research, 20(3), 97–116. https://doi.org/10.26803/ijlter.20.3.7
Bransford, J. D., & Stein, B. S. (1993). The ideal problem solver: a guide for improving thinking, learning, and creativity (2nd ed.). W. H. Freeman and Company. https://www.tntech.edu/cat/pdf/useful_links/idealproblemsolver.pdf
Brod, G., Werkle-Bergner, M., & Shing, Y. L. (2013). The influence of prior knowledge on memory: a developmental cognitive neuroscience perspective. Frontiers behavioral neuroscience. 7, 139. https://doi.org/10.3389/fnbeh.2013.00139
Çetin, I., Aydın, M., & Bilgic-Erdem, S. (2023). Review of mathematical modeling research: a descriptive content analysis study. Necatibey eğitim fakültesi elektronik fen ve matematik eğitimi dergisi, 17(2). https://doi.org/10.17522/balikesirnef.1321365
Chinnappan, M., Ekanayake, M. B., & Brown, C. (2012). Knowledge use in the construction of geometry proof by Sri Lankan students. International Journal of Science and Mathematics Education, 10, 865–887 (2012). https://doi.org/10.1007/s10763-011-9298-8
Collie, R. J., & Martin, A. J. (2016). Adaptability: An important capacity for effective teachers. Educational practice and theory, 38(1), 27-39. https://doi.org/10.7459/ept/38.1.03
De Corte, E. (1990). Towards powerful learning environments for the acquisition of problem-solving skills. European journal of psychology of education, 5(1), 5–19. https://www.jstor.org/stable/23422222
De Corte, E., Mason, L., Depaepe, F., & Verschaffel, L. (2011). Self-regulation of mathematical knowledge and skills. In B. J. Zimmerman & D. H. Schunk (Eds.), Handbook of self-regulation of learning and performance (pp. 155–172). Routledge/Taylor & Francis Group.
Denbel, D. G. (2014). Students’ misconceptions of the limit concept in a first calculus course. Journal of education and practice, 5(34), 24-40
Domondon, C. S., Pardo, C. G., & Rin, E. T. (2022). Analysis of difficulties of students in learning calculus. Science international, 34(6),1-4
Emefa, A. J., Miima, F. A., & Bwire, A. M. (2020). Education impact of motivation on junior high school students’ interest in reading comprehension in Hohoe Municipality: A literature based review. African Journal of Emerging Issues, 2(8), 1–16. https://ajoeijournal.org/sys/index.php/ajoei/article/view/120
Eminita, V., Saefuddin, A., Sadik, K., & Syafitri, U. D. (2024). Analyzing multilevel model of educational data: Teachers’ ability effect on students’ mathematical learning motivation. Journal on mathematics education, 15(2), 431-450. https://doi.org/10.22342/jme.v15i2.pp431-450
Gavaz, H. O., Yazgan, Y., & Arslan, Ç. (2021). Non-routine problem solving and strategy flexibility: A quasi-experimental study. Journal of pedagogical research, 5(3), 40–54. https://doi.org/10.33902/jpr.2021370581
Gonçalves, P. G. F., & Núñez, I. B. (2021). Control en la resolución de problemas matemáticos: una experiencia en formación docente. Bolema - Mathematics Education Bulletin, 35, 459–478. https://doi.org/10.1590/1980-4415v35n69a21
Greefrath, G., Koepf, W., & Neugebauer, C. (2017). Is there a link between preparatory course attendance and academic success? A case study of degree programmes in electrical engineering and computer science. International Journal of Research in Undergraduate Mathematics Education, 3(1), 143–167. https://doi.org/10.1007/s40753-016-0047-9
Gunawan, G., Harjono, A., Nisyah, M., Kusdiastuti, M., & Herayanti, L. (2020). Improving students’ problem-solving skills using inquiry learning model combined with advance organizer. International journal of instruction, 13(4), 427-442. https://doi.org/10.29333/iji.2020.13427a
Güner, P., & Erbay, H. N. (2021). Prospective mathematics teachers’ thinking styles and problem-solving skills. Thinking skills and creativity, 40, 100827. https://doi.org/10.1016/j.tsc.2021.100827
Hailikari, T., Nevgi, A., & Komulainen, E. (2008). Academic self-beliefs and prior knowledge as predictors of student achievement in mathematics: A structural model. Educational Psychology, 28(1), 59–71. https://doi.org/10.1080/01443410701413753
Halmo, S. M., Yamini, K. A., & Stanton, J. D. (2024). Metacognition and self-efficacy in action: how first-year students monitor and use self-coaching to move past metacognitive discomfort during problem solving. CBE Life science education, 23(2). https://doi.org/10.1187/cbe.23-08-0158
Hartviksen, E. S., & Haavold, P. O. (2025). Differences between experts in mathematical problem solving, Thinking skills and creativity, 58, 101875. https://doi.org/10.1016/j.tsc.2025.101875
Hays, J., & Reinders, H. (2020). Sustainable learning and education: A curriculum for the future. International review of education, 66, 29–52. https://doi.org/10.1007/s11159-020-09820-7
Helleve, I., Eide, L., & Ulvik, M. (2021). Case-based teacher education preparing for diagnostic judgement. European journal of teacher education, 46(1), 50–66. https://doi.org/10.1080/02619768.2021.1900112
Hill, H. C., Rowan, B., & Ball, D. L. (2025). Effects of teachers' mathematical knowledge for teaching on student achievement. American educational research journal, 42(2), 371-406. https://doi.org/10.3102/00028312042002371
Hiltrimartin, C., Afifah, A., Scristia, Pratiwi, W. D., Handrianto, C., & Rahman, M. A. (2024). Analyzing students’ thinking in mathematical problem solving using Vygotskian sociocultural theory. Revista de gestão social e ambiental, 18(1). https://doi.org/10.24857/rgsa.v18n1-105
Huang, X., Bernacki, M. L., Kim, D., & Hong, W. (2022). Examining the role of self-efficacy and online metacognitive monitoring behaviors in undergraduate life science education. Learning and instruction, 80, 101577. https://doi.org/10.1016/j.learninstruc.2021.101577
Iffah, J. D. N., & Masruroh, F. (2019). Increasing junior students’ learning outcome using systematic approach to problem solving. Journal of education and learning (EduLearn), 13(1), 1–6. https://doi.org/10.11591/edulearn.v13i1.7245
Ishak, H., Sukestiyarno, Y., Rachmad, & Mariani, S. (2022). Analysis of differential equation problem solving abilities in terms of mathematical literacy skills. Journal of positive school psychology, 8, 7282–7294
Jatisunda, M. G., Suryadi, D., & Prabawanto, S. (2024). Enhancing mathematical problem-solving ability through project-based learning: A study of vocational high school student. Jurnal elemen, 10(3), 711-727. https://doi.org/10.29408/jel.v10i3.26244
Kahveci, H. (2023). The positive and negative effects of teacher attitudes and behaviors on student progress. Journal of pedagogical research, 7(1), https://doi.org/10.33902/JPR.202319128
Kamarudin, K., Marji, Sutadji, E., & Widiyanti. (2020). Increase the problem solving ability through improved prior knowledge. Journal of Physics Conference Series 1700(1), 012043. https://doi.org/10.1088/1742-6596/1700/1/012043
Kandeel, R. A. A. (2021). Learners’ Mathematics Proficiency Levels on PISA 2018: A Comparative Study. International journal of instruction, 14(3), 393-416. https://doi.org/10.29333/iji.2021.14323a
Kandemir, M. A., & Eryilmaz, N. (2025). Innovative approaches in mathematical modeling: Harnessing technology for teaching second degree equations to future mathematics educators in Türkiye. Social sciences & humanities open, 11, 101281. https://doi.org/10.1016/j.ssaho.2025.101281
Khotimah, R. P., & Masduki, M. (2016). Improving teaching quality and problem-solving ability through contextual teaching and learning in differential equations: A lesson study approach. JRAMathEdu (Journal of research and advances in mathematics education), 1(1), 1–13. https://doi.org/10.23917/jramathedu.v1i1.1791
King, D., & Cattlin, J. (2015). The impact of assumed knowledge entry standards on undergraduate mathematics teaching in Australia. International journal of mathematical education in science and technology, 46(7), 1032–1045. https://doi.org/10.1080/0020739X.2015.1070440
Lambić, D., & Lipkovski, A. (2012). Measuring the influence of students' attitudes on the process of acquiring knowledge in mathematics. Croatian journal of education, 14(1), 187–205. https://doi.org/10.15516/cje.v14i1.90
Lee, C. I. (2017). An appropriate prompts system based on the Polya method for mathematical problem-solving. Eurasia journal of mathematics, science and technology, 13(3), 893-910. https://doi.org/10.12973/eurasia.2017.00649a
Lee, C. Y., & Chen, M. P. (2009). A computer game as a context for non-routine mathematical problem solving: The effects of type of question prompt and level of prior knowledge. Computers and education, 52(3), 530–542. https://doi.org/10.1016/j.compedu.2008.10.008
Leikin, R., Boriskovsky, M., Ovodenko, R., & Miskin, M. (2025). Problem posing or mathematical modeling? The process of expert instructional design. ZDM-Mathematics education, 57, 333–350. https://doi.org/10.1007/s11858-025-01668-1
Mahadewsing, R., Getrouw, D., & Calor, S. (2024). Prior knowledge of a calculus course: The impact of prior knowledge on students’ errors. International electronic journal of mathematics education, 19(3), em0786. https://doi.org/10.29333/iejme/14765
Marchiş, I. (2013). Relation between students’ attitude towards mathematics and their problem-solving skills. PedActa, 3(2), 59–66.
Medová, J., Páleníková, K., Rybanský, L., & Naštická, Z. (2019). Undergraduate students’ solutions of modeling problems in algorithmic graph theory. Mathematics, 7(7), 1–16. https://doi.org/10.3390/math7070572
Megawati, L. A., & Sutarto, H. (2021). Analysis numeracy literacy skills in terms of standardized math problem on a minimum competency assessment. Unnes journal of mathematics education, 10(2), 155–165. https://doi.org/10.15294/ujme.v10i2.49540
Miles, M. B., & Huberman, A. M. (1994). Qualitative data analysis: An expanded sourcebook. Sage Publications.
Mulbar, U., Rahman, A., & Ahmar, A. S. (2017). Analysis of the ability in mathematical problem-solving based on SOLO taxonomy and cognitive style. World transactions on engineering and technology education, 15(1), 68–73. https://doi.org/10.26858/wtetev15i1y2017p6873
NCTM. (2000). Principles and Standards for School Mathematics. NCTM
Nufus, H., Muhandaz, R., Hasanuddin, Nurdin, E., Ariawan, R., Fineldi, R. J., Hayati, I. R., & Situmorang, D. D. B. (2024). Analyzing the students’ mathematical creative thinking ability in terms of self-regulated learning: How do we find what we are looking for?, Heliyon, 10(3), e24871. https://doi.org/10.1016/j.heliyon.2024.e24871
Nur, A. S., & Palobo, M. (2018). Profil kemampuan pemecahan masalah matematika siswa ditinjau dari perbedaan gaya kognitif dan gender [Profile of students' mathematical problem solving abilities in terms of differences in cognitive style and gender]. Kreano, jurnal matematika kreatif-inovatif, 9(2), 139–148. https://doi.org/https://doi.org/10.15294/kreano.v9i2.15067
Nurhayanti, H., Riyadi, R., & Usodo, B. (2020). Analysis of mathematical problem-solving skills viewed from initial ability and gender differences in an elementary school. Elementary education online, 19(3), 1127–1141. https://doi.org/10.17051/ilkonline.2020.716848
Omar, M. S. R., Raiyan, A. S. H., Shanaa, H. A-A., & Aboushi, M. M. J. (2024). The effectiveness of mathematical modeling in developing problem solving skills and self-efficacy in mathematics among sixth grade in Palestine. Pakistan journal of life and social sciences, 22(2), 7793-7808. https://doi.org/10.57239/PJLSS-2024-22.2.00587
Özpınar, İ., & Arslan, S. (2023). Teacher-based evaluation of students’ problem solving skills. International journal of psychology and educational studies, 10(2), 543-560. https://dx.doi.org/10.52380/ijpes.2023.10.2.1160
Patchan, M. M., Rambo-Hernandez, K. E., Deitz, B. N., & McNeill, J. (2022). Using peer assessment to improve middle school mathematical communication. The journal of educational research, 115(2), 146–160. https://doi.org/10.1080/00220671.2022.2074948
Peng, A., Ezeife, A., & Yu, B. (2020). Reciprocal learning in mathematics problem posing and problem-solving: An interactive study between two Canadian and Chinese elementary schools. Eurasia journal of mathematics, science and technology education, 16(12), 1–13. https://doi.org/10.5206/cie-eci.v47i1.9323
Phonapichat, P., Wongwanich, S., & Sujiva, S. (2014). An analysis of elementary school students’ difficulties in mathematical problem solving. Procedia - social and behavioral sciences, 116(2012), 3169–3174. https://doi.org/10.1016/j.sbspro.2014.01.728
Ponce, O. A., & Maldonado, N. P. (2015). Mixed methods research in education: capturing the complexity of the profession. International journal of educational excellence. 1(10), 111-135. https://doi.org/10.18562/IJEE.2015.0005
Preiss, D. D., Grau, V., Irribarra, D. T., & Calcagni, E. (2018). Metacognition, self‐regulation, and autonomy support in the Chilean mathematics classroom: An observational study. New Directions for Child and Adolescent Development, 2018(162), 115–136. https://doi.org/10.1002/cad.20260
Rahman, M. M. (2019). 21st Century Skill “Problem solving”: Defining the concept. Asian journal of interdisciplinary research, 2(1), 64–74. https://doi.org/10.34256/ajir1917
Rezat, S. (2024). Research on curriculum resources in mathematics education: a survey of the field. ZDM Mathematics Education, 56, 223–237. https://doi.org/10.1007/s11858-024-01559-x
Rukmana, W., Khalil, I., & Prahmana, R. C. I. (2024). The impact of realistic mathematics education-based student worksheet for improving students' mathematical problem-solving skills. IndoMath Indonesia mathematics education, 7(2), 196-215. https://doi.org/10.30738/indomath.v7i2.122
Rusmin, L., Misrahayu, Y., Pongpalilu, F., Radiansyah, R., & Dwiyanto, D. (2024). Critical thinking and problem-solving skills in the 21st century. Join: Journal of social science, 1(5), 144-162 https://doi.org/10.59613/svhy3576
Sachdeva, S., & Eggen, P.-O. (2021). Learners’ Critical Thinking About Learning Mathematics. International electronic journal of mathematics education, 16(3), em0644. https://doi.org/10.29333/iejme/11003
Santosa, C. A. H. F., Rafianti, I., & Yulistiany, D. (2022). Worked-example method on mathematical problem-solving ability in term of students’ initial ability. Kreano, jurnal matematika kreatif-inovatif, 13(2), 210–220. https://doi.org/10.15294/kreano.v13i2.33301
Santos-Trigo, M. (2024). Problem solving in mathematics education: tracing its foundations and current research-practice trends. ZDM Mathematics education, 56, 211–222. https://doi.org/10.1007/s11858-024-01578-8
Schoenfeld, A. H. (1982). Measures of problem-solving performance and of problem-solving instruction. Journal for research in mathematics education, 13(1), 31–49. https://doi.org/10.2307/748435
Sebsibe, A. S., & Feza, N. N. (2020). Assessment of students’ conceptual knowledge in limit of functions. International electronic journal of mathematics education, 15(2), em0574. https://doi.org/10.29333/iejme/6294
Shekh-Abed, A. (2024). Metacognitive self-knowledge and cognitive skills in project-based learning of high school electronics students. European journal of engineering education, 50(1), 214–229. https://doi.org/10.1080/03043797.2024.2374479
Sigus, H., & Mädamürk, K. (2025). Students’ motivation as a mediator between extra-mathematical knowledge and word problem-solving. Discover education, 4, 172 (2025). https://doi.org/10.1007/s44217-025-00595-3
Spooner, K. (2024). Using mathematical modelling to provide students with a contextual learning experience of differential equations. International journal of mathematical education in science and technology, 55(2), 565-573. https://doi.org/10.1080/0020739X.2023.2244472
Szabo, Z. K., Körtesi, P., Guncaga, J., Szabo, D., & Neag, R. (2020). Examples of problem-solving strategies in mathematics education supporting the sustainability of 21st-century skills. Sustainability (Switzerland), 12(23), 1–28. https://doi.org/10.3390/su122310113
Trigwell, K., Ashwin, P., & Millan, E. S. (2013). Evoked prior learning experience and approach to learning as predictors of academic achievement. British Journal of Educational Psychology, 83, 363-78. https://doi.org/10.1111/j.2044-8279.2012.02066.x.
Turmuzi, M., & Lu’luilmaknun, U. (2023). The impact of online learning on the mathematics learning process in Indonesia: A meta-analysis. Journal of technology and science education, 13(3), 694-717. https://doi.org/10.3926/jotse.2138
Uyen, B. P., Tong, D. H., Loc, N. P., & Thanh, L. N. P. (2021). The effectiveness of applying realistic mathematics education approach in teaching statistics in grade 7 to students' mathematical skills. Journal of education and e-learning research, 8(2), 185-197. https://doi.org/10.20448/journal.509.2021.82.185.197
Voskoglou, V., & Gr, M. (2010). Problem-solving as a component of the constructivist view of learning. Journal of education research, 4(3), 187–195. https://openurl.ebsco.com/EPDB%3Agcd%3A12%3A21193484/detailv2?sid=ebsco%3Aplink%3Ascholar&id=ebsco%3Agcd%3A66238122&crl=c
Wardono, Fathurrohman, F. L., Mariani, S., Wijayanti, K., Nuswowati, M., & Agoestanto, A. (2024). Analysis of numeracy literacy of SMP Negeri 5 Cimahi class VII students in terms of self-efficacy. Journal of Ecohumanism, 3(7), 4512–4521. https://doi.org/10.62754/joe.v3i7.4560
Ye, Z., Shi, L., Li, A., Chen, C., & Xue, G. (2020). Retrieval practice facilitates memory updating by enhancing and differentiating medial prefrontal cortex representations. Elife, 9, e57023. https://doi.org/10.7554/eLife.57023
Yu, K. C., Fan, S. C., & Lin, K. Y. (2015). Enhancing students’ problem-solving skills through context-based learning. International journal of science and mathematics education, 13(6), 1377–1401. https://doi.org/10.1007/s10763-014-9567-4
Zhong, L., & Xu, X. (2019). Developing real-life problem-solving skills through situational design: a pilot study. Educational technology research and development, 67(6), 1529–1545. https://doi.org/10.1007/s11423-019-09691-2