Construction of Mathematics Cognitive Test Instrument of Computational Thinking Model for Madrasah Aliyah Students

  • Muhammad Istiqlal Universitas Negeri Yogyakarta, Indonesia https://orcid.org/0000-0002-6045-2135
  • Edi Istiyono Universitas Negeri Yogyakarta, Indonesia
  • Widihastuti Widihastuti Universitas Negeri Yogyakarta, Indonesia
  • Desy Kumala Sari Universitas Negeri Yogyakarta, Indonesia
  • Rahmat Danni Universitas Negeri Yogyakarta, Indonesia
  • Islamiani Safitri Universitas Negeri Yogyakarta, Indonesia
Keywords: Instrument Construction, Computational Thinking Skills, Mathematics Cognitive Test, Madrasah Aliyah

Abstract

Mathematical knowledge and computational thinking train students' ability to reason, and this is needed to be able to compete in the digital era in the future. This study aims to construct a mathematical cognitive test instrument using the computational thinking (CT) model that meets the validity, reliability, and good item criteria and provides new insights into how to apply computational thinking in Islamic education (madrasah). This research includes development research consisting of design and implementation stages with a sample of 160 madrasah aliyah students in the Sleman district. Instrument validity was conducted by proving content validity. Reliability was estimated using the separation reliability coefficient, and the quality of the instrument was analyzed using the Rasch model. The instrument was declared reliable (separation reliability coefficient of 0.8059), classified as a good fit for the model, with a p-value of 0.64 > 0.05), and effective in measuring mathematics skills with a percentage of 99.85%. The instrument developed opens the insight that the subject matter in madrasah can be integrated with computational thinking skills and can be used as an alternative for diagnostic, formative, and summative tests.

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Author Biography

Muhammad Istiqlal, Universitas Negeri Yogyakarta, Indonesia

Dosen Universitas Islam Negeri Salatiga, Indonesia

References

Adler, Rachel F., dan Hanna Kim. “Enhancing Future K-8 Teachers’ Computational Thinking Skills through Modeling and Simulations.” Education and Information Technologies 23, no. 4 (Juli 2018): 1501–14. https://doi.org/10.1007/s10639-017-9675-1.

Afriansyah, Ekasatya Aldila, Tatang Herman, Turmudi, dan Jarnawi Afgani Dahlan. “Critical thinking skills in mathematics.” Journal of Physics: Conference Series. IOP Publishing, 2021. https://doi.org/10.1088/1742-6596/1778/1/012013.

Aini, Nur Rohmatul, Syafrimen Syafril, Netriwati Netriwati, Agus Pahrudin, Titik Rahayu, dan Vicka Puspasari. “Problem Based Learning for Mathematics Critical Thinking Skills.” Center for Open Science, 2018. https://doi.org/10.31219/osf.io/968pg.

Aleeshan, P.M.A, M.N.P. Rifasha, dan Mohamed Haniffa Mohamed Nairoos. “The Contribution Of Medieval Muslims To The Development Of Modern Scie Nce: A Review Of Alkhwarizmi.” International Journal of Social Science and Economic Research 08, no. 02 (2023): 214–24. https://doi.org/10.46609/ijsser.2023.v08i02.001.

Allsop, Yasemin. “Assessing Computational Thinking Process Using a Multiple Evaluation Approach.” International Journal of Child-Computer Interaction 19 (Maret 2019): 30–55. https://doi.org/10.1016/j.ijcci.2018.10.004.

Angeli, Charoula, dan Michail Giannakos. “Computational Thinking Education: Issues and Challenges.” Computers in Human Behavior 105 (April 2020): 106185. https://doi.org/10.1016/j.chb.2019.106185.

Anjum, Ubair. “Assessing the Need of Modern Education in Madrassah System: A Case Study of Madaris in Lahore.” Arts and Social Sciences Journal 08, no. 04 (2017). https://doi.org/10.4172/2151-6200.1000286.

Arastoopour Irgens, Golnaz, Sugat Dabholkar, Connor Bain, Philip Woods, Kevin Hall, Hillary Swanson, Michael Horn, dan Uri Wilensky. “Modeling and Measuring High School Students’ Computational Thinking Practices in Science.” Journal of Science Education and Technology 29, no. 1 (Februari 2020): 137–61. https://doi.org/10.1007/s10956-020-09811-1.

Ariffin, Siti Rahayah, Bishanani Omar, Anita Isa, dan Sharida Sharif. “Validity and Reliability Multiple Intelligent Item Using Rasch Measurement Model.” Procedia - Social and Behavioral Sciences 9 (2010): 729–33. https://doi.org/10.1016/j.sbspro.2010.12.225.

Arnulfo Perez. “A Framework for Computational Thinking Dispositions in Mathematics Edu cation.” Journal for Research in Mathematics Education, 2018.

Balkist, Pujia Siti, dan Dadang Juandi. “Trend of critical thinking skill studies in mathematics education: A study design to data analysis.” International Journal of Trends in Mathematics Education Research. SAINTIS Publishing, 2022. https://doi.org/10.33122/ijtmer.v5i4.166.

Basu, Satabdi, Gautam Biswas, Pratim Sengupta, Amanda Dickes, John S. Kinnebrew, dan Douglas Clark. “Identifying Middle School Students’ Challenges in Computational Thinking-Based Science Learning.” Research and Practice in Technology Enhanced Learning 11, no. 1 (Desember 2016): 13. https://doi.org/10.1186/s41039-016-0036-2.

Brackmann, Christian P., Marcos Román-González, Gregorio Robles, Jesús Moreno-León, Ana Casali, dan Dante Barone. “Development of Computational Thinking Skills through Unplugged Activities in Primary School.” Dalam Proceedings of the 12th Workshop on Primary and Secondary Computing Education, 65–72. Nijmegen Netherlands: ACM, 2017. https://doi.org/10.1145/3137065.3137069.

Chan, Shiau Wei, Zaleha Ismail, dan Bambang Sumintono. “A Rasch Model Analysis on Secondary Students’ Statistical Reasoning Ability in Descriptive Statistics.” Procedia - Social and Behavioral Sciences 129 (Mei 2014): 133–39. https://doi.org/10.1016/j.sbspro.2014.03.658.

Dagienė, Valentina, dan Sue Sentance. “It’s Computational Thinking! Bebras Tasks in the Curriculum.” Dalam Informatics in Schools: Improvement of Informatics Knowledge and Perception, disunting oleh Andrej Brodnik dan Françoise Tort, 9973:28–39. Lecture Notes in Computer Science. Cham: Springer International Publishing, 2016. https://doi.org/10.1007/978-3-319-46747-4_3.

Dong, Yihuan, Veronica Catete, Robin Jocius, Nicholas Lytle, Tiffany Barnes, Jennifer Albert, Deepti Joshi, Richard Robinson, dan Ashley Andrews. “PRADA: A Practical Model for Integrating Computational Thinking in K-12 Education.” Dalam Proceedings of the 50th ACM Technical Symposium on Computer Science Education, 906–12. Minneapolis MN USA: ACM, 2019. https://doi.org/10.1145/3287324.3287431.

Engelhard Jr, George. Invariant measurement: Using Rasch models in the social, behavioral, and health sciences. Routledge, 2013.

Esteve-Mon, Francesc M., M. Ángeles Llopis, dan Jordi Adell-Segura. “Digital Competence and Computational Thinking of Student Teachers.” International Journal of Emerging Technologies in Learning (iJET) 15, no. 02 (29 Januari 2020): 29. https://doi.org/10.3991/ijet.v15i02.11588.

Faradillah, Ayu, dan Sabila Adlina. “Validity of critical thinking skills instrument on prospective Mathematics teachers.” Jurnal Penelitian dan Evaluasi Pendidikan. Universitas Negeri Yogyakarta, 2021. https://doi.org/10.21831/pep.v25i2.40662.

Fatia Rahmanita, Durrotun Nashihah, dan M. F. Ramadhan. “Al-Khawarizmi Serta Kontribusinya Untuk Perkembangan Sains Modern.” Ulumuddin : Jurnal Ilmu-ilmu Keislaman, 2023.

Gretter, Sarah, dan Aman Yadav. “Computational Thinking and Media & Information Literacy: An Integrated Approach to Teaching Twenty-First Century Skills.” TechTrends 60, no. 5 (September 2016): 510–16. https://doi.org/10.1007/s11528-016-0098-4.

Harjo, B. “Development of critical thinking skill instruments on mathematical learning high school.” International Journal of Instruction, 2019. https://doi.org/10.29333/iji.2019.12410a.

Imaduddin, Muhamad, Muhammad Mujahidus Shofa, Muhammad Fatkhur Riza, dan Achmad Ali Fikri. “Exploring the Pre-Service Basic Science Teachers’ Misconceptions Using the Six-Tier Diagnostic Test.” International Journal of Evaluation and Research in Education (IJERE) 12, no. 3 (1 September 2023): 1626. https://doi.org/10.11591/ijere.v12i3.24603.

Indri Mahmudah dan Muqowim Muqowim. “Integration Of Islamic Values In Mathematics Learning In Class IV Stud ents Of Madrasah Ibtidaiyah.” Al-Madrasah: Jurnal Pendidikan Madrasah Ibtidaiyah, 2022.

Kale, Ugur, Mete Akcaoglu, Theresa Cullen, Debbie Goh, Leah Devine, Nathan Calvert, dan Kara Grise. “Computational What? Relating Computational Thinking to Teaching.” TechTrends 62, no. 6 (November 2018): 574–84. https://doi.org/10.1007/s11528-018-0290-9.

Kusno Kusno, M. Marsigit, dan M. Yaakob. “Integration of islamic spiritual values with mathematics teaching,” 2020.

Liya Khaulah Asy-Syaimaa’ Hussain dan A. Ramli. “Contributions of Islamic Civilization to The Mathematics Development,” 2017.

M. Majid. “Angka Nol sebagai Kontribusi Muslim terhadap Matematika Modern.” Kalimah, 2019.

Moreno-León, Jesús, Marcos Román-González, Casper Harteveld, dan Gregorio Robles. “On the Automatic Assessment of Computational Thinking Skills: A Comparison with Human Experts.” Dalam Proceedings of the 2017 CHI Conference Extended Abstracts on Human Factors in Computing Systems, 2788–95. Denver Colorado USA: ACM, 2017. https://doi.org/10.1145/3027063.3053216.

Mulyati, Tita, Wahyudin Wahyudin, Tatang Herman, dan Tatang Mulyana. “Effect of Integrating Children’s Literature and SQRQCQ Problem Solving Learning on Elementary School Student’s Mathematical Reading Comprehension Skill.” International Electronic Journal of Mathematics Education 12, no. 3 (29 Mei 2017): 217–32. https://doi.org/10.29333/iejme/610.

Nardelli, Enrico. “Do We Really Need Computational Thinking?” Communications of the ACM 62, no. 2 (28 Januari 2019): 32–35. https://doi.org/10.1145/3231587.

Nuraisa, Diah, Amalina Nur Azizah, Dian Nopitasari, dan Swasti Maharani. “Exploring Students Computational Thinking Based on Self-Regulated Learning in the Solution of Linear Program Problem.” JIPM (Jurnal Ilmiah Pendidikan Matematika) 8, no. 1 (27 September 2019): 30. https://doi.org/10.25273/jipm.v8i1.4871.

Othman, Norasmah Binti, Suria Mohd Salleh, dan Haliza Hussein. “Assessing Construct Validity And Reliability Of Competitiveness Scale Using Rasch Model Approach,” 2014.

ÖZYURT, Özcan. “Examining the Critical Thinking Dispositions and the Problem Solving Skills of Computer Engineering Students.” EURASIA Journal of Mathematics, Science and Technology Education. Modestum Publishing Ltd, 2015. https://doi.org/10.12973/eurasia.2015.1342a.

Plomp, Tjeerd. “Educational design research: An introduction.” Educational design research, 2013, 11–50.

Primi, Caterina, Kinga Morsanyi, Francesca Chiesi, Maria Anna Donati, dan Jayne Hamilton. “The Development and Testing of a New Version of the Cognitive Reflection Test Applying Item Response Theory (IRT).” Journal of Behavioral Decision Making 29, no. 5 (Desember 2016): 453–69. https://doi.org/10.1002/bdm.1883.

Putra, Ali Musri Semjan, dan Kardina Engelina Siregar. “Challenges and Opportunities for Madrasah in Improving The Competence of Graduate Students.” Al-Tanzim: Jurnal Manajemen Pendidikan Islam 7, no. 2 (19 April 2023): 492–505. https://doi.org/10.33650/al-tanzim.v7i2.4696.

Putri, Dini Palupi. “Peran Dan Kontribusi Ilmuwan Muslim Dalam Pembelajaran Matematika.” Arithmetic 1, no. 1 (1 Mei 2019): 63–82. https://doi.org/10.29240/ja.v1i1.822.

Romadiastri, Y. “Mathematical critical thinking ability: The effect of scale difference on integral.” IOP Conference Series: Earth and Environmental Science, 2021. https://doi.org/10.1088/1742-6596/1796/1/012120.

Rosyadi, Imron, Andika Aprilianto, dan Muhammad Husnur Rofiq. “Development of Islamic Educational Institutions in Increasing Competitiveness in Madrasah Tsanawiyah.” Chalim Journal of Teaching and Learning 3, no. 1 (18 September 2023): 52–63. https://doi.org/10.31538/cjotl.v3i1.723.

Saidi, Siti Shahirah, dan Nyet Moi Siew. “Reliability and Validity Analysis of Statistical Reasoning Test Survey Instrument Using the Rasch Measurement Model.” International Electronic Journal of Mathematics Education 14, no. 3 (29 April 2019). https://doi.org/10.29333/iejme/5755.

Sholikhin, Anwar. “Innovation of Islamic Education (Multisite Study at Madrasah Aliyah Pesantren Al-Amin and Madrasah Aliyah Darul Hikmah, Mojokerto Regency).” Journal of World Science 2, no. 1 (16 Januari 2023): 75–88. https://doi.org/10.58344/jws.v2i1.114.

So, Hyo-Jeong, Morris Siu-Yung Jong, dan Chen-Chung Liu. “Computational Thinking Education in the Asian Pacific Region.” The Asia-Pacific Education Researcher 29, no. 1 (Februari 2020): 1–8. https://doi.org/10.1007/s40299-019-00494-w.

Sodik, Jakfar. “Strategy For Increasing The Competitiveness Of Madrasah” 1, No. 1 (2023).

Sumanti, Solihah Titin, Nunzairina Nunzairina, dan Salminawati Salminawati. “The Evolution of Islamic Educational Institutions in North Sumatra Indonesia.” Nazhruna: Jurnal Pendidikan Islam 7, no. 1 (7 Februari 2024): 1–19. https://doi.org/10.31538/nzh.v7i1.4419.

Szabo, Zsuzsanna Katalin, Péter Körtesi, Jan Guncaga, Dalma Szabo, dan Ramona Neag. “Examples of Problem-Solving Strategies in Mathematics Education Supporting the Sustainability of 21st-Century Skills.” Sustainability 12, no. 23 (3 Desember 2020): 10113. https://doi.org/10.3390/su122310113.

Wei, Silin, Xiufeng Liu, dan Yuane Jia. “Using Rasch Measurement To Validate The Instrument Of Students’ Understanding Of Models In Science (Sums).” International Journal of Science and Mathematics Education 12, no. 5 (Oktober 2014): 1067–82. https://doi.org/10.1007/s10763-013-9459-z.

Widihastut, Supahar, Syukrul Hamdi, dan Edi Istiyono. “Measuring Creative Thinking Skills of Senior High School Male and Female Students in Physics (CTSP)Using the IRT-Based PhysTCreTS.” Turkish Journal of Science Education 17, no. 4 (21 Juli 2020): 578–90. https://doi.org/10.36681/tused.2020.46.

Ye, Huiyan, Biyao Liang, Oi-Lam Ng, dan Ching Sing Chai. “Integration of computational thinking in K-12 mathematics education: a systematic review on CT-based mathematics instruction and student learning.” International Journal of STEM Education. Springer Science and Business Media LLC, 2023. https://doi.org/10.1186/s40594-023-00396-w.

Zahid, Muhammad Zuhair. “Telaah kerangka kerja PISA 2021: era integrasi computational thinking dalam bidang matematika” 3 (2020).

Published
2024-07-23
How to Cite
Istiqlal, M., Istiyono, E., Widihastuti, W., Sari, D., Danni, R., & Safitri, I. (2024). Construction of Mathematics Cognitive Test Instrument of Computational Thinking Model for Madrasah Aliyah Students. Nazhruna: Jurnal Pendidikan Islam, 7(2), 475-492. https://doi.org/10.31538/nzh.v7i2.4425