Analysis Of Student Difficulties in Solving Problems on Statistics Material
Keywords:
Learning Difficulties, Mathematics Education, Statistics, Conceptual Understanding, Problem SolvingAbstract
This study aimed to describe the types of mathematics learning difficulties experienced by students in solving statistical problems related to mean, median, and mode. The research employed a qualitative descriptive approach with three eighth-grade students as subjects, selected based on high, medium, and low ability levels. Data were collected through written tests and structured interviews.The findings revealed that the three students faced different types of learning difficulties, categorized into four main aspects: difficulty understanding concepts, difficulty in mathematical modeling, difficulty in performing calculations, and difficulty in drawing conclusions. Students with low ability tended to experience all four types of difficulties simultaneously, while those with medium and high abilities demonstrated weaknesses in one or two aspects only. These results highlight the crucial role of teachers in providing continuous guidance and scaffolding to help students strengthen their conceptual understanding and develop step-by-step mathematical reasoning skills, particularly in solving statistical problems effectively.
References
Agustianti, R., Nuryami, & Fajriah, N. A. (year not specified). Statistical Literacy of Prospective Mathematics Teachers. Journal of Mathematics Education, 7(2), 125–138. Analysis of high school students' difficulties with statistics material. Ar-Riyadhiyyat
Andriani, F. (2017). The Relationship Between Basic Mathematics Skills and Statistics Learning Outcomes in Students of the D3 Business Management Study Program. Iqra' Scientific Journal, 7(1), 26–31.
Ar-Riyadhiyyat. (2023). Analysis of students' difficulties in solving story problems in statistics material. Vol 4 (1). 54-61.
Atika Yoviana, C. E. (2023). Analysis of Mathematical Literacy in Statistics and Probability Material at a Public Junior High School in Yogyakarta. Vol 11 (2), 104–118.
Bungin, Burhan. (2008). Qualitative Research Data Analysis: Philosophical and Methodological Understanding Towards Mastery of Application Models. Jakarta: RajaGrafindo Persada.
Curere. (2023). The Influence of Basic Mathematical Ability on Students' Statistics Learning Outcomes. Curere Journal, 7(2), 336–346. with students' understanding of statistical concepts. Education Journal
Dewi, D. K., Khodijah, S. S., & Zanthy, L. S. (2020). Analysis of junior high school students' mathematical difficulties in statistics. Cendekia Journal, Vol 4 (1), 1-7.
Djamilah, S., Hidayati, R., & Ikrima, I. (2023). Analysis of students' learning difficulties in mathematics in statistics material. Emteka: Journal of Mathematics Education, 4 (1), 36-44.
DWI, Y. (2023). Analysis of High School Students' Problem-Solving Errors in Statistics Based on Mathematical Disposition. Doctoral dissertation, UIN Raden Intan Lampung.
Fitri, I., Setyaningrum, W., & Pulungan, D. A. (2023). The phenomenon of statistical literacy in mathematics learning among high school students in Lhokseumawe, Aceh. AKSIOMA: Journal of Mathematics Education Study Program, 12(2), 1927–1941.
Fitry Wahyuni, A. E. (2021). Analysis of the relationship between basic mathematical ability and statistical learning outcomes. Vol. 8 (2), 55-62 International Statistical Review, 84(3), 528–549. Iqra', 7(1), 1–15.
Journal of Mathematics Education, 4(1), 54–61. Student lectures and basic statistics learning outcomes. Scientific Journal of Mathematics and Statistics, 7(2), 145-153.
Kaharuddin, A., Nazifah, N., Dasmita, M. P., Yasmar, R., Lelfita, S. P., El Basthoh, M. S., ... & Syamsuddin, S. (2025). Model pembelajaran inovatif. CV. EUREKA MEDIA AKSARA.
Kaharuddin, A., Arsyad, N., & Asdar, M. P. (2023). Media Hologram 3D dalam Pembelajaran Geometri untuk meningkatkan keterampilan proses sains. Pustaka Learning.
Kaharuddin, A., García, J. G., Magfirah, I., & Yulismayanti, Y. (2025). Validating a TPCK-S Instrument for Hologram-Based Mathematics Teaching. Indonesian Journal on Learning and Advanced Education (IJOLAE). Kaharuddin, S. P., Kahar, M. J., Ernawati, S. P., Ismiyati, N., Umar, S. P., Murniati, S. P., ... & Susilo, G. (2025). MENGUASAI RISET PENDIDIKAN: Implementasi Best Practice dalam Metodologi Dasar. CV. EUREKA MEDIA AKSARA.
Maulidia, L. N., Anggraeni, A. D., Wulandari, E., Sari, M. N., Marlina, M., Hikmah, N., ... & Pentury, H. J. (2025). Strategi Pembelajaran Aktif dan Kreatif. Penerbit Mifandi Mandiri Digital, 1(02).
Mediyani, D., & Mahtuum, Z. A. R. (2020). Analysis of students' difficulties in solving statistics problems in eighth grade junior high school students. JPMI Journal of Innovative Mathematics Learning, Vol 3 (4), 385-392.
Muhammad Ihwal, W. O. (2024). Predictive analysis of the influence of basic mathematics skills on student learning outcomes in statistics Vol. 4 (1), 1223
Munthe, A. P. B., Andini, R. T., Humayra, L., & Harahap, M. R. H. (2023).
Mutmainah. (2018). The relationship between initial mathematical ability and motivation. OECD. (2019). PISA 2018 Results (Volume I): What Students Know and Can Do. OECD Publishing.
Ridgway, J. (2016). Implications of the data revolution for statistics education.
Rosyidah, U., & Mustika, J. (2021). Analysis of Difficulties in Learning Mathematics in Statistics Material for Grade IX. Linear: (Journal of Mathematics Education, 15-29.
Saputra, A., & Nugroho, H. (2020). The Role of Mathematics in Developing Statistical Models: A Case Study of Regression Analysis. Journal of Mathematics and Statistics Education, 8(2), 145-156.
Sari, N., Kaharuddin, A., Zulfikar, M., Elvierayani, R. R., Rinawati, A., Kuspiyah, H. R., ... & Ramadan, N. S. (2025). Strategi Pembelajaran Mendalam. Andi Kaharuddin.
Sari, D. P., & Wulandari, F. (2019). The relationship between basic mathematics skills
Septiani, Y., Arribe, E., & Diansyah, R. (2020). Analysis of the quality of the Abdurrab University academic information system service on user satisfaction using the SEVQUAL method (Case Study: Abdurrab University Pekanbaru Students). Journal of Technology and Open Source, 3(1), 131–143. Anggraini, F., & Rahman, A. (2022).
Characterization of Visual and Symbolic Mathematical Representations of Ninth Grade Students on Transformation Material. Cendekia: Journal of Mathematics Education, 6(1), 307–318.
Wahyuni, F., & Fatimah, A. E. (2021). Analysis of the Relationship between Basic Mathematics Skills and Statistics Learning Outcomes. Jurnal Pena Edukasi, 8(2), 55–62.
Yosef Fredrik Lagadoni Meran Kraeng, R. T. (2021). Analysis of students' difficulties in solving story problems in statistics. Volume 5(1), 72-80.