Psychometric Evaluation of a Metaphorical Thinking Instrument in Mathematics Learning: Graded Response Model

DOI:

https://doi.org/10.58421/misro.v4i4.873

Authors

  • Oryza vini Faradila Universitas Jambi
  • Ilham Falani Universitas Jambi
  • Mujahidawati Mujahidawati Universitas Jambi

Keywords:

Graded Response Model, Item Response Theory, Metaphorical thinking, Validity and reliability

Abstract

This study aims to develop and psychometrically validate an assessment instrument designed to measure students’ metaphorical thinking ability in mathematics learning, with a specific focus on the Pythagorean Theorem. The instrument was developed using a Research and Development (R&D) framework based on the Oriondo and Antonio model, encompassing test design, empirical tryout, and measurement stages. Six polytomous essay items were constructed according to six indicators of metaphorical thinking: connect, relate, explore, analyze, transform, and experience. Content validity was established through expert judgment using Aiken’s V coefficient, with all items exceeding the minimum validity threshold, indicating strong agreement among experts. Empirical validation was conducted using Item Response Theory (IRT) with the Graded Response Model (GRM), selected for its suitability in analyzing ordered polytomous response data. The results demonstrate that the instrument satisfies the unidimensionality assumption, exhibits strong item discrimination parameters, and shows good model fit across all items. Analysis of the Test Information Function indicates high measurement precision within the ability range of θ −1 to +1, confirming strong local reliability. These findings indicate that the developed instrument is valid, reliable, and capable of providing accurate diagnostic information regarding students’ ability to construct mathematical meaning through metaphors. The study contributes methodologically by demonstrating the applicability of GRM-based IRT analysis for essay-type instruments and substantively by supporting the assessment of higher-order cognitive processes in mathematics learning.

Downloads

Download data is not yet available.

References

C. E. Rahman, Arief Aulia Nasryah, Evaluasi Pembelajaran. Ponorogo: Uwais Inspirasi Indonesia, 2019.

M. S. Telaumbanua et al., “Evaluasi dan Penilaian pada Pembelajaran Matematika,” Journal on Education, vol. 06, no. 01, pp. 4781–4792, 2023.

G. J. Steen, “Thinking by metaphor, fast and slow: Deliberate Metaphor Theory offers a new model for metaphor and its comprehension,” Front Psychol, vol. 14, Sep. 2023, doi: 10.3389/fpsyg.2023.1242888.

T. Siler, Think Like a Genius: Use Your Creativity in Ways that Will Enrich Your Life. Bantam, 1997.

G. Lakoff and M. Johnson, Metaphors We Live By. Chicago: The University of Chicago Press, 1980.

G. J. Steen, “Thinking by metaphor, fast and slow: Deliberate Metaphor Theory offers a new model for metaphor and its comprehension,” Front Psychol, vol. 14, Sep. 2023, doi: 10.3389/fpsyg.2023.1242888.

D. Özdemir and A. Kınık Topalsan, “Metaphorical Perceptions of Gifted Students towards Mathematics and Science Concepts,” Educational Process International Journal, vol. 11, no. 3, 2022, doi: 10.22521/edupij.2022.113.6.

O. Thibodi, “Metaphors for Learning Mathematics: An Interpretation Based on Learners’ Responses to an Exploratory Questionnaire on Mathematics and Learning,” International Journal of Secondary Education, vol. 5, no. 6, p. 70, 2017, doi: 10.11648/j.ijsedu.20170506.11.

I. Nurhikmayati, “Pembelajaran dengan Pendekatan Metaphorical Thinking untuk Meningkatkan Kemampuan Pemahaman dan Penalaran Matematis Siswa SMP,” UPI, 2013.

K. G. D. Yanti, I. G. N. Pujawan, and G. A. Mahayukti, “Meningkatkan Kemampuan Penalaran Matematis Siswa Melalui Penerapan Pendekatan Metaphorical Thinking,” Jurnal IKA, vol. 16, no. 2, p. 84, Sep. 2019, doi: 10.23887/ika.v16i2.19828.

D. Andriani and G. Hamdu, “Analisis Rubrik Penilaian Berbasis Education for Sustainable Development dan Konteks Berpikir Sistem di Sekolah Dasar,” EDUKATIF : JURNAL ILMU PENDIDIKAN, vol. 3, no. 4, pp. 1326–1336, Jun. 2021, doi: 10.31004/edukatif.v3i4.514.

J. H. Nieminen and J. Lahdenperä, “Assessment and epistemic (in)justice: how assessment produces knowledge and knowers,” Teaching in Higher Education, vol. 29, no. 1, pp. 300–317, Jan. 2024, doi: 10.1080/13562517.2021.1973413.

B. Winter and J. Yoshimi, “Metaphor and the Philosophical Implications of Embodied Mathematics,” Front Psychol, vol. 11, Nov. 2020, doi: 10.3389/fpsyg.2020.569487.

L. Arriza, H. Retnawati, and R. T. Ayuni, “Item Analysis of High School Specialization Mathematics Exam Questions with Item Response Theory Approach,” BAREKENG: Jurnal Ilmu Matematika dan Terapan, vol. 18, no. 1, pp. 0151–0162, Mar. 2024, doi: 10.30598/barekengvol18iss1pp0151-0162.

B. Baharudin, C. Chairuddin, and T. Tahir, “Pengembangan Lembar Kerja Peserta Didik Berbasis Pendekatan Metaphorical Thinking Terhadap Kemampuan Pemecahan Masalah Matematis,” JSN : Jurnal Sains Natural, vol. 2, no. 2, pp. 29–34, May 2024, doi: 10.35746/jsn.v2i2.432.

R. Febriano, E. Tandililing, and E. Enawaty, “Pengembangan Instrumen Tes Kemampuan Berpikir Kritis Matematis Dengan Menggunakan Analisis Model Rasch Pada Siswa SMP,” Jurnal Pendidikan dan Pembelajaran Khatulistiwa (JPPK), vol. 10, no. 9, 2021.

I. Falani, Y. Ramalisa, S. Sainuddin, and Kriswantoro, “Development of a PISA-based mathematical literacy instrument for Indonesian students using item response theory,” J Phys Conf Ser, vol. 3148, no. 1, p. 012003, Nov. 2025, doi: 10.1088/1742-6596/3148/1/012003.

H. DİLEK and U. AKBAŞ, “Investigation of education value perception scale’s psychometric properties according to CTT and IRT,” International Journal of Assessment Tools in Education, vol. 9, no. 3, pp. 548–564, Sep. 2022, doi: 10.21449/ijate.986530.

R. K. Hambleton, Swaminathan, and J. Rogers, Fundamentals of Item Response Theory. london: SAGE Publication inc, 1991.

M. S. Sarea and R. Ruslan, “Karakteristik Butir Soal: Classical Test Theory vs Item Response Theory?,” DIDAKTIKA : Jurnal Kependidikan, vol. 13, no. 1, pp. 1–16, Aug. 2019, doi: 10.30863/didaktika.v13i1.296.

B. Baharudin, C. Chairuddin, and T. Tahir, “Pengembangan Lembar Kerja Peserta Didik Berbasis Pendekatan Metaphorical Thinking Terhadap Kemampuan Pemecahan Masalah Matematis,” JSN : Jurnal Sains Natural, vol. 2, no. 2, pp. 29–34, May 2024, doi: 10.35746/jsn.v2i2.432.

F. Fitriani, “Penerapan Pembelajaran Metaphorical Thinking Pada Siswa SMP,” MEGA: Jurnal Pendidikan Matematika, vol. 1, no. 1, pp. 8–15, Mar. 2020, doi: 10.59098/mega.v1i1.177.

I. Falani, “Desain dan Validasi Aplikasi Tes Literasi Matematika Berbasis Komputer dengan Pendekatan Item Response Theory,” Edu-Sains: Jurnal Pendidikan Matematika dan Ilmu Pengetahuan Alam, vol. 12, no. 2, pp. 16–28, Jul. 2023, doi: 10.22437/jmpmipa.v12i2.26716.

N. Aini, A. Sari, V. Antia, U. S. Daimah, I. Muhakimah, and S. S. Dewanti, “Konstruksi Instrumen Tes Kemampuan Pemecahan Masalah Menggunakan Teori Respon Butir,” vol. 09, no. September, pp. 193–206, 2024.

S. Arikunto, Dasar-Dasar Evaluasi Pendidikan. Jakarta: Bumi Aksara, 2013.

L. L. Oreondo, Evaluating Educational Outcomes. Rex Bookstore, 2005.

L. R. Aiken, “Three Coefficients for Analyzing the Reliability and Validity of Ratings,” Educ Psychol Meas, vol. 45, no. 1, pp. 131–142, Mar. 1985, doi: 10.1177/0013164485451012.

Downloads

Additional Files

Published

2025-12-27

How to Cite

[1]
O. vini Faradila, I. Falani, and M. Mujahidawati, “Psychometric Evaluation of a Metaphorical Thinking Instrument in Mathematics Learning: Graded Response Model”, J.Math.Instr.Soc.Res.Opin., vol. 4, no. 4, pp. 1453–1464, Dec. 2025.

Issue

Section

Articles