Analisis Hubungan Persepsi Siswa Terhadap Matematika dengan Hasil Ujian Madrasah

  • Hayu Susilowati Universitas Islam Negeri Sunan Kalijaga Yogyakarta
  • Dzurotun Ni'mah Universitas Islam Negeri Sunan Kalijaga
  • Sugiyanto Sugiyanto Universitas Islam Negeri Sunan Kalijaga
Keywords: Persepsi siswa, hasil belajar matematika, regresi linear, kecemasan matematika

Abstract

Persepsi siswa terhadap matematika merupakan salah satu faktor psikologis yang memengaruhi keberhasilan belajar. Penelitian ini bertujuan menganalisis hubungan antara persepsi siswa terhadap matematika dan hasil ujian madrasah serta membangun model matematika yang merepresentasikan hubungan tersebut. Penelitian menggunakan pendekatan kuantitatif dengan desain korelasional. Populasi penelitian adalah seluruh siswa kelas XII di sebuah Madrasah Aliyah Negeri di Yogyakarta sebanyak 201 siswa; sampel 115 siswa dipilih melalui proportional random sampling. Data persepsi diperoleh melalui angket skala Likert dengan 28 butir pernyataan (α = 0.889), sedangkan data hasil belajar bersumber dari nilai ujian madrasah mata pelajaran matematika. Analisis data meliputi statistik deskriptif, korelasi Spearman, dan regresi linier sederhana pasca transformasi logaritmik. Hasil menunjukkan adanya hubungan positif yang signifikan antara persepsi siswa dan nilai ujian dengan kekuatan korelasi yang tergolong lemah dan persepsi siswa menjelaskan sebesar 11.9% variansi nilai ujian. Temuan ini mengimplikasikan pentingnya intervensi pedagogis yang terstruktur untuk memperkuat persepsi positif siswa terhadap matematika, khususnya melalui pendekatan kontekstual, scaffolding bertahap, dan umpan balik formatif yang konstruktif.

 

Downloads

Download data is not yet available.

References

Ashcraft, M. H., & Krause, J. A. (2007). Working Memory, Math Performance, and Math Anxiety. Psychonomic Bulletin & Review, 14(2), 243–248. https://doi.org/10.3758/BF03194059

Ashcraft, M. H., & Moore, A. M. (2009). Mathematics Anxiety and the Affective Drop in Performance. Journal of Psychoeducational Assessment, 27(3), 197–205. https://doi.org/10.1177/0734282908330580

Brookhart, S. M., & Nitko, A. J. (2019). Educational Assessment of Students (8th ed.). Pearson.

Corder, G. W., & Foreman, D. I. (2014). Nonparametric Statistics: A Step-by-Step Approach (2nd ed.). Wiley.

Creswell, J. W. (2012). Educational Research: Planning, Conducting, and Evaluating Quantitative and Qualitative Research (4th ed.). Pearson.

Creswell, J. W., & Creswell, J. D. (2018). Research Design: Qualitative, Quantitative, and Mixed Methods Approaches (5th ed.). SAGE.

Dayanti, R., Krisdiana, I., & Astuti, I. (2024). Pengaruh Kecerdasan Emosional Terhadap Hasil Belajar Matematika Siswa Kelas VIII SMPN 1 Geger. Jurnal Cendekia: Jurnal Pendidikan Matematika, 8(3). https://j-cup.org/index.php/cendekia/article/view/3330?utm_source=chatgpt.com

Deci, E. L., & Ryan, R. M. (1985). Intrinsic Motivation and Self-Determination in Human Behavior. Plenum Press. https://doi.org/10.1007/978-1-4899-2271-7

Deci, E. L., & Ryan, R. M. (2000). The “What” and “Why” of Goal Pursuits: Human Needs and the Self-Determination of Behavior. Psychological Inquiry, 11(4), 227–268. https://doi.org/10.1207/S15327965PLI1104_01

Eccles, J. S., Wigfield, A., Harold, R. D., & Blumenfeld, P. (1983). Age and Gender Differences in Children’s Self- and Task Perceptions During Elementary School. Child Development, 64(3), 830–847. https://doi.org/10.2307/1131221

Field, A. (2018). Discovering Statistics Using IBM SPSS Statistics (5th ed.). SAGE.

Gravemeijer, K., & Doorman, M. (1999). Context problems in realistic mathematics education: A calculus course as an example. Educational Studies in Mathematics. Educational Studies in Mathematics, 39, 111–129.

Guilford, J. P. (1956). Fundamental statistics in psychology and education (3rd ed.). McGraw-Hill.

Hattie, J., & Timperley, H. (2007). The power of feedback. Review of Educational Research. Review of Educational Research, 77(1), 81–112.

Hutagaol, K. (2025). The Influence of Perceived Mathematical Literacy on Self-Efficacy among Accounting Students. Mosharafa: Jurnal Pendidikan Matematika. https://journal.institutpendidikan.ac.id/index.php/mosharafa/article/view/3355?utm_source=chatgpt.com

Mata, M. de L., Monteiro, V., & Peixoto, F. (2012). Attitudes Towards Mathematics: Effects of Individual, Motivational, and Social Support Factors. Child Development Research, 2012, 1–10. https://doi.org/10.1155/2012/876028

Ma, X., & Kishor, N. (1997). Assessing the relationship between attitude toward mathematics and achievement in mathematics: A meta-analysis. Journal for Research in Mathematics Education, 28(1), 26–47.

Mensah, J. K., Okyere, M., & Kuranchie, A. (2013). Student Attitude Towards Mathematics and Performance: Does the Teacher Attitude Matter? Journal of Education and Practice, 4(3), 132–139.

Montgomery, D. C., Peck, E. A., & Vining, G. G. (2012a). Introduction to Linear Regression Analysis (5th ed.). John Wiley & Sons.

Montgomery, D. C., Peck, E. A., & Vining, G. G. (2012b). Introduction to Linear Regression Analysis (5th ed.). John Wiley & Sons.

Nunnally, J. C., & Bernstein, I. H. (1994). Psychometric Theory (3rd ed.). McGraw-Hill.

OECD. (2023). PISA 2022 results (Volume I): The state of learning and equity in education. OECD Publishing. https://doi.org/10.1787/53f23881-en

Pajares, F., & Miller, M. D. (1994). Role of Self-Efficacy and Self-Concept Beliefs in Mathematical Problem Solving: A Path Analysis. Journal of Educational Psychology, 86(2), 193–203. https://doi.org/10.1037/0022-0663.86.2.193

Ramirez, G., Shaw, S. T., & Maloney, E. A. (2018). Math Anxiety: Past Research, Promising Interventions, and a New Interpretation Framework. Educational Psychologist, 53(3), 145–164. https://doi.org/10.1080/00461520.2018.1447384

Razali, N. M., & Wah, Y. B. (2011). Power Comparisons of Shapiro-Wilk, Kolmogorov-Smirnov, Lilliefors and Anderson-Darling Tests. Journal of Statistical Modeling and Analytics, 2(1), 21–33.

Sada Tawa, E. M., Jagom, Y. O., & Kaluge, A. H. (2024). Pengaruh Persepsi Siswa tentang Karakteristik Guru Matematika terhadap Prestasi Belajar Matematika. Mosharafa: Jurnal Pendidikan Matematika. https://www.researchgate.net/publication/381801866

Schunk, D. H., & DiBenedetto, M. K. (2020a). Motivation and Social Cognitive Theory. Contemporary Educational Psychology, 60, 101832. https://doi.org/10.1016/j.cedpsych.2019.101832

Schunk, D. H., & DiBenedetto, M. K. (2020b). Motivation and Social Cognitive Theory. Contemporary Educational Psychology, 60, 101832. https://doi.org/10.1016/j.cedpsych.2019.101832

Sugiyono. (2019). Metode Penelitian Kuantitatif, Kualitatif, dan R&D (2nd ed.). Alfabeta.

Syam, A. A. M., Amin, B., Qoniah, S., Angriani, A. D., & Bernard. (2023). Pengaruh Persepsi Peserta Didik tentang Kinerja Guru dan Kemampuan Numerik terhadap Hasil Belajar Matematika. Caradde: Jurnal Inspirasi Dan Inovasi Guru, 1(2), 88–100. https://iforesomatahari.org/jurnal/index.php/caradde/article/view/10

Tabachnick, B. G., & Fidell, L. S. (2019). Using Multivariate Statistics (7th ed.). Pearson.

Triandis, H. C. (1971). Attitude and Attitude Change. Wiley.

Wigfield, A., & Eccles, J. S. (2000). Expectancy-Value Theory of Achievement Motivation. Contemporary Educational Psychology, 25(1), 68–81. https://doi.org/10.1006/ceps.1999.1015

Zimmerman, B. J. (2000). Self-Efficacy: An Essential Motive to Learn. Contemporary Educational Psychology, 25(1), 82–91. https://doi.org/10.1006/ceps.1999.1016

Published
2026-07-30
How to Cite
Susilowati, H., Ni’mah, D., & Sugiyanto, S. (2026). Analisis Hubungan Persepsi Siswa Terhadap Matematika dengan Hasil Ujian Madrasah. SAINTIFIK, 12(2), 221 - 233. https://doi.org/10.31605/saintifik.v12i2.653