Analyzing Students’ Errors in Integral Calculus Through GeoGebra-Assisted Project-Based Learning
DOI:
https://doi.org/10.59261/jequi.v8i2.319Keywords:
Calculus Integral, Geogebra, Newman Error Analysis, Project-Based Learning, Student ErrorsAbstract
Background: Students in higher education consistently demonstrate significant difficulties in integral calculus, particularly in selecting appropriate problem-solving strategies and executing procedural steps. Despite extensive research on mathematical errors, studies integrating Newman Error Analysis (NEA) with technology-enhanced, project-based pedagogy at the university level remain scarce.
Objective: This research aims to examine the types of errors students make in solving integral problems in calculus by implementing Project-Based Learning (PBL) using GeoGebra software.
Methods: The research adopted a descriptive qualitative method with 15 ACT students from the Informatics Department of Universitas Pelita Harapan Medan. Data were collected from written integral test items, observation sheets, and brief interviews with selected students. Errors made by students were classified according to the Newman Error Analysis (NEA) framework, which consists of reading, comprehension, transformation, process skill, and encoding errors.
Results: The findings suggest that the combination of PBL with GeoGebra enables students to visualize integral concepts dynamically and enhances their geometric understanding of both definite and indefinite integrals. The most frequent error was transformation (60%), followed by process skill (53.3%), comprehension (46.7%), reading (20%), and encoding errors (13.3%). These results indicate that many students continue to struggle with deciding how to integrate an expression and completing the correct computations. The method helped alleviate conceptual difficulties owing to the visualization features of GeoGebra.
Conclusion: GeoGebra-assisted PBL effectively supports error diagnosis and conceptual remediation in integral calculus. Integrating dynamic visualization with project-based inquiry reduces transformation and process skill errors by helping students connect symbolic procedures to geometric interpretations.Downloads
References
Arbain, N., & Shukor, N. A. (2015). The Effects Of Geogebra On Students Achievement. Procedia - Social And Behavioral Sciences, 172, 208–214. https://doi.org/10.1016/J.Sbspro.2015.01.356
Arnesen, K. K., & Skartsæterhagen, Ø. I. (2025). Mathematical Induction In Education Research: A Systematic Review. Educational Studies In Mathematics, 119(1), 79–100. https://doi.org/10.1007/S10649-024-10373-X
Assamah, G., Asomah, R. K., Benjamin, D. K., Abonyi, U. K., & Ashun, E. A. (2026). Analysis Of High School Students’ Errors In Translating Algebra Word Problems Into Mathematical Statements Using Newman’s Error Analysis Model. Available At Ssrn 6333520.
Capraro, R. M., Capraro, M. M., & Morgan, J. R. (2013). STEM Project-Based Learning: An Integrated Science, Technology, Engineering, And Mathematics (STEM) Approach. Springer.
Clarkson, P. C. (1991). Language Comprehension Errors: A Further Investigation. Mathematics Education Research Journal, 3(2), 24–33.
Creswell, J. W., & Creswell, J. D. (2017). Research Design: Qualitative, Quantitative, And Mixed Methods Approaches. Sage Publications.
Dikovic, L. (2009). Implementing Dynamic Mathematics Resources With Geogebra At The College Level. International Journal Of Emerging Technologies In Learning (IJET), 4(3), 51. https://doi.org/10.3991/Ijet.V4i3.784
Duval, R. (2006). A Cognitive Analysis Of Problems Of Comprehension In A Learning Of Mathematics. Educational Studies In Mathematics, 61(1–2), 103–131. Https://Doi.Org/10.1007/S10649-006-0400-Z
Ersyad, Z. M., Ersyad, L. N. P., Ersyad, A. F. P., Octaberlina, L. R., & Asrifan, A. (2026). Developing A Genre-Based Authentic Assessment Model For Academic Writing In Higher Education: An Indonesian Case Study. International Journal Of English Language Studies, 8(1), 38–50.
Eshun, I., Koranteng, U., Ajayi, A. B., & Ogar, E. E. (2026). Effectiveness Of Project-Based Learning In Developing Critical Thinking Skills. Journal Of ICT And Education, 1(1), 10–21.
Han, S., Capraro, R., & Capraro, M. M. (2015). How Science, Technology, Engineering, And Mathematics (STEM) Project-Based Learning (PBL) Affects High, Middle, And Low Achievers Differently: The Impact Of Student Factors On Achievement. International Journal Of Science And Mathematics Education, 13(5), 1089–1113.
Harahap, M. I., Herianto, R., & Siregar, R. N. (2025). Analysis Of Difficulties In Understanding Calculus Concepts: A Case Of Teachers And Students. Journal Of Innovative Mathematics Learning, 8(4), 877–889.
Hohenwarter, M. (2002). Geogebra-Ein Softwaresystem Für Dynamische Geometrie Und Algebra Der Ebene.
Hohenwarter, M., Hohenwarter, J., Kreis, Y., & Lavicza, Z. (2008). Teaching And Learning Calculus With Free Dynamic Mathematics Software Geogebra. 11th International Congress On Mathematical Education (ICME 11).
Kessler, G. C. (2007). Online Education In Computer And Digital Forensics: A Case Study. 2007 40th Annual Hawaii International Conference On System Sciences (HICSS’07), 264a–264a.
Kissane, B., & Kemp, M. (2012). The Place Of Calculators In Mathematics Education In Developing Countries. Journal Of Science And Mathematics Education In Southeast Asia, 35(2), 102–118.
Krieglstein, F., Schmitz, M., Wesenberg, L., Spitzer, M. W. H., & Rey, G. D. (2026). How A First Impression Biases Cognitive Load Assessments: Anchoring Effects In Problem-Solving Tasks Of Varying Element Interactivity. Memory & Cognition, 54(2), 501–514. https://doi.org/10.3758/S13421-025-01764-3
Larbi, E., Appiagyei, E., & Banson, G. M. (2024). Senior High School Students’ Competence In The Use Of Calculator In Mathematics Learning. International Journal Of Mathematics And Mathematics Education (IJMME), 2(2), 74–88.
Learning, P. B. (2013). Problem-Based Learning. The International Handbook Of Collaborative Learning, 370.
Miles, M. B., Huberman, A. M., & Saldana, J. (2014). Qualitative Data Analysis. Sage.
Newman, M. A. (1977). An Analysis Of Sixth-Grade Pupil’s Error On Written Mathematical Tasks. Victorian Institute For Educational Research Bulletin, 39, 31–43.
Polit, D. F., & Beck, C. T. (2006). The Content Validity Index: Are You Sure You Know What’s Being Reported? Critique And Recommendations. Research In Nursing & Health, 29(5), 489–497. https://doi.org/10.1002/Nur.20147
Ramankulov, S., Coruh, A., Nurizinova, M., Skakov, M., Zhaksylyk, N., & Kurbanbekov, B. (2026). Impact Of Stem Project-Based Learning On Research Autonomy And Engineering Thinking In Solar Energy Education. Scientific Reports.
Rambharose, R. (2026). Theorising Recognition Of Prior Learning Research In Higher Education: A Multidisciplinary Framework For Qualitative, Quantitative, And Mixed-Methods Inquiry. International Journal Of Qualitative Methods, 25. https://doi.org/10.1177/16094069251404325
Roanes-Lozano, E., & Solano-Macías, C. (2023). Some Reflections About The Success And Bibliographic Impact Of The Dynamic Geometry System Geogebra. Mathematics In Computer Science, 17(2), 11.
Scheiner, T., Aspbury-Miyanishi, E., & Jazby, D. (2026). Beyond Traditional Cognitivist Boundaries: Reconceptualizing Teacher Noticing Through 4e Cognition. Teaching And Teacher Education, 180. https://doi.org/10.1016/J.Tate.2026.105606
Selvy, Y., Ikhsan, M., Johar, R., & Saminan. (2020). Improving Students’ Mathematical Creative Thinking And Motivation Through Geogebra Assisted Problem Based Learning. Journal Of Physics: Conference Series, 1460(1), 012004. https://doi.org/10.1088/1742-6596/1460/1/012004
Sfard, A. (1991). On The Dual Nature Of Mathematical Conceptions: Reflections On Processes And Objects As Different Sides Of The Same Coin. Educational Studies In Mathematics, 22(1), 1–36. https://doi.org/10.1007/Bf00302715
Siregar, T. (2025). The Effects Of Geogebra On Students Achievement. Available At Ssrn 5577731.
Siregar, Y. P., & Siregar, E. S. (2026). Learning Economic Mathematics Through The Implementation Of Geogebra Learning Media: An Effectiveness Study. Prisma Sains : Jurnal Pengkajian Ilmu Dan Pembelajaran Matematika Dan Ipa Ikip Mataram, 14(1), 322–334. https://doi.org/10.33394/J-Ps.V14i1.19257
Star, J. R., & Seifert, C. (2005). Re-Conceptualizing Procedural Knowledge: Flexibility And Innovation In Equation Solving. Www.Umich.Edu/~Jonstar
Sweller, J. (1988). Cognitive Load During Problem Solving: Effects On Learning. Cognitive Science, 12(2), 257–285. https://doi.org/10.1207/S15516709cog1202_4
Takom, L., Menggat, R., Talib, R., & Edmund, N. (2025). Using Content Validity Index To Estimate Instrument Validity In Social Sciences Research.
Tall, D. (1993). Students’ Difficulties In Calculus. Proceedings Of Working Group, 3, 13–28.
Thomas, J. W., Mergendoller, J. R., & Michaelson, A. (1999). Project Based Learning: A Handbook For Middle And High School Teachers. Buck Institute For Education.
Wedman, L., & Bennet, C. (2025). Views On Concept In Mathematics Education. Mathematical Thinking And Learning, 1–18. https://doi.org/10.1080/10986065.2025.2465921
White, A. L. (2010). Numeracy, Literacy And Newman’s Error Analysis. Journal Of Science And Mathematics Education In Southeast Asia, 33(2), 129–148.
Zhao, P. (2025). The Structure And Implementation Strategies Of Problem-Based Learning (Pbl) Courses In Legal Education. Journal Of Education And Learning, 14(3), 328–336.
Zuhaida, N., Pujiastuti, E., Zaenuri, & Walid. (2025). Trends In Students’ Mathematical Problem-Solving Skills: A Systematic Review And Bibliometric Analysis Of Geogebra-Assisted Problem-Based Learning Research (2021–2025). Media Pendidikan Matematika, 13(2), 1118–1133. https://doi.org/10.33394/Mpm.V13i2.18489
Downloads
Published
Issue
Section
License
Copyright (c) 2026 Diana Astria Gultom, Sahat Saragih, Edi Syahputra

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
Authors who publish with this journal agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution-ShareAlike 4.0 International (CC-BY-SA). that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
- Authors are able to enter into separate, additional contractual arrangements for the non-exclusive distribution of the journal's published version of the work (e.g., post it to an institutional repository or publish it in a book), with an acknowledgement of its initial publication in this journal.
- Authors are permitted and encouraged to post their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work.



