Computational thinking ability becomes a predictor of mathematical critical thinking ability
Abstract
This research aims to determine the relationship between computational thinking ability and mathematical critical thinking ability of seventh-grade students at SMPN 49 Jakarta. Computational thinking ability is skills or processes in solving problems effectively, while mathematical critical thinking ability is a process of analyzing problems to make an accurate decision. This research used correlation research with research subjects consisting of 14 female students and 16 male students. The instrument in this study is a test in the form of a description, which is measured using indicators. This study used decomposition, pattern recognition, abstraction, and algorithm thinking as indicators of computational thinking ability. This study uses elementary clarification, essential support, inference, advanced clarification, strategy, and tactics as indicators of mathematical critical thinking. The outcome of this research showed a positive correlation between computational thinking ability and students’ mathematical critical thinking ability. The relationship analysis shows a simultaneous and significant relationship between computational thinking and essential mathematical thinking abilities. The correlation test results using Pearson Product Moment obtained a result of 0.897 with a coefficient of determination of 80.5%. The magnitude of the correlation indicates that the two abilities have a solid relationship. If computational thinking ability is high, then mathematical critical thinking ability is also high, and if computational thinking ability is low, then mathematical critical thinking ability is also low.
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Angeli, C., Voogt, J., Fluck, A., Webb, M., Cox, M., Malyn-Smith, J., & Zagami, J. (2016). A K-6 computational thinking curriculum framework: implications for teacher knowledge. Journal of Educational Technology & Society, 3(19), 47–57. http://www.jstor.org/stable/jeductechsoci.19.3.47
Angraini, L. M., Arcat, A., & Sohibun, S. (2022). Pengaruh bahan ajar berbasis multimedia interaktif terhadap kemampuan computational thinking matematis mahasiswa [The influence of interactive multimedia-based teaching materials on students' mathematical computational thinking abilities]. JNPM (Jurnal Nasional Pendidikan Matematika), 6(2), 370. https://doi.org/10.33603/jnpm.v6i2.6937
Apriani, A., Ismarmiaty, I., Susilowati, D., Kartarina, K., & Suktiningsih, W. (2021). Penerapan computational thinking pada pelajaran matematika di Madratsah Ibtidaiyah Nurul Islam Sekarbela Mataram [Application of computational thinking in mathematics lessons at Madrasah Ibtidaiyah Nurul Islam Sekarbela Mataram]. ADMA : Jurnal Pengabdian Dan Pemberdayaan Masyarakat, 1(2), 47–56. https://doi.org/10.30812/adma.v1i2.1017
Badawi, A., Richmad, & Agoestanto, A. (2016). Analisis kemampuan berpikir aljabar dalam matematika pada siswa SMP kelas VIII [Analysis of algebraic thinking abilities in mathematics in class VIII junior high school students]. Unnes Journal of Mathematics Education, 5(3), 182–189. https://doi.org/10.15294/ujme.v5i3.13100
Cahdriyana, R. A., & Richardo, R. (2020). Berpikir komputasi dalam pembelajaran matematika [Computational thinking in mathematics learning]. LITERASI (Jurnal Ilmu Pendidikan), 11(1), 50. https://doi.org/10.21927/literasi.2020.11(1).50-56
Danindra, L. S., & Masriyah. (2020). Proses berpikir komputasi siswa SMP dalam memecahkan masalah pola bilangan ditinjau dari perbedaan jenis kelamin [The computational thinking process of junior high school students in solving number pattern problems in terms of gender differences]. MATHEdunesa, 9(1), 95–103. https://doi.org/10.26740/mathedunesa.v9n1.p95-103
Diantary, V. A., & Akbar, B. (2022). Perbandingan keterampilan computational thinking antara sekolah dasar akreditasi a dengan Sekolah Dasar akreditasi B pada mata pelajaran matematika [Comparison of computational thinking skills between elementary schools with accreditation A and elementary schools with accreditation B in mathematics subjects]. Jurnal Cendekia : Jurnal Pendidikan Matematika, 6(3), 2749–2756. https://doi.org/10.31004/cendekia.v6i3.1576
Dores, O. J., Wibowo, D. C., & Susanti, S. (2020). Analisis kemampuan berpikir kritis siswa pada mata pelajaran matematika [Analysis of students' critical thinking abilities in mathematics subjects]. Scaffolding: Jurnal Pendidikan Islam Dan Multikulturalisme, 2(2), 242–254. https://doi.org/10.37680/scaffolding.v4i1.1331
Fajri, M., Yurniawati, & Utomo, E. (2019). Computational thinking, mathematical thinking berorientasi gaya kognitif pada pembelajaran matematika di sekolah dasar [Computational thinking, mathematical thinking is cognitive style oriented in mathematics learning in elementary schools]. Dinamika Matematika Sekolah Dasar, 1(1), 1–18.
Farida, N. (2022). Dampak pola berpikir kritis mahasiswa pada kemampuan literasi matematika di era new normal [The impact of students' critical thinking patterns on mathematical literacy skills in the new normal era]. RAINSTEK: Jurnal Terapan Sains &Teknologi, 4(4), 264–273. https://doi.org/10.21067/jtst.v4i4.8159
Fauzi, A. M., & Abidin, Z. (2019). Analisis keterampilan berpikir kritis tipe kepribadian thinking-feeling dalam menyelesaikan soal PISA [Analysis of critical thinking skills of thinking-feeling personality types in solving PISA questions]. Suska Journal of Mathematics Education, 5(1), 1. https://doi.org/10.24014/sjme.v5i1.6769
Firdaus, N., & Rustina, R. (2019). Analisis kemampuan berpikir kritis matematis ditinjau dari gaya belajar [Analysis of mathematical critical thinking skills in terms of learning styles]. Prosiding Seminar Nasional & Call For Papers, 432–437. https://jurnal.unsil.ac.id/index.php/sncp/article/view/1071
Fridanianti, A., Purwati, H., & Murtianto, Y. H. (2018). Analisis kemampuan berpikir kritis dalam menyelesaikan soal aljabar kelas VII SMP N 2 pangkah ditinjau dari gaya kognitif reflektif dan kognitif impulsif [Analysis of critical thinking skills in solving class VII algebra questions at SMP N 2 Pangkah in terms of reflective cognitive and impulsive cognitive styles]. AKSIOMA : Jurnal Matematika Dan Pendidikan Matematika, 9(1), 11. https://doi.org/10.26877/aks.v9i1.2221
Hartanti, N. (2019). Pengaruh kecerdasan logis matematis dan kemampuan berpikir kritis terhadap kemampuan pemecahan masalah matematika. Alfarisi: Jurnal Pendidikan MIPA, 2(3), 267–274. https://journal.lppmunindra.ac.id/index.php/alfarisi/article/view/5744
Ilhamsyah, I., Syafii, A., & Akib, I. (2021). Analisis kemampuan pemecahan masalah matematis siswa dalam menyelesaikan soal cerita [Analysis of students' mathematical problem solving abilities in solving story problems]. Infinity: Jurnal Matematika Dan Aplikasinya, 2(1), 33–39. https://doi.org/10.30605/27458326-60
Inganah, S., Darmayanti, R., & Rizki, N. (2023). Problems, solutions, and expectations: 6C integration of 21st century education into learning mathematics. JEMS (Journal of Mathematics and Science Education), 11(1), 220–238. http://doi.org/10.25273/jems.v11i1.14646
John Lemay, D., Basnet, R. B., Doleck, T., Bazelais, P., & Saxena, A. (2021). Instructional interventions for computational thinking: Examining the link between computational thinking and academic performance. Computers and Education Open, 2, 100056. https://doi.org/10.1016/j.caeo.2021.100056
Karakoc, M. (2016). The significance of critical thinking ability in terms of education. International Journal of Humanities and Social Science, 6(7), 81–84. https://www.ijhssnet.com/journals/Vol_6_No_7_July_2016/10.pdf
Kawuri, K. R., Budiharti, R., & Fauzi, A. (2019). Penerapan computational thinking untuk meningkatkan kemampuan berpikir kritis siswa Kelas X MIA 9 SMA Negeri 1 Surakarta pada materi usaha dan energi 6 [Application of computational thinking to improve critical thinking skills of Class X MIA 9 students at SMA Negeri 1 Surakarta on business and energy 6]. Jurnal Materi Dan Pembelajaran Fisika (JMPF), 9(2), 116–121. https://jurnal.uns.ac.id/jmpf/article/view/38623
Kurniawati, D., & Ekayanti, A. (2020). Pentingnya berpikir kritis dalam pembelajaran matematika [The importance of critical thinking in mathematics learning]. Jurnal Penelitian Tindakan Kelas Dan Pengembangan Pembelajaran, 3(2), 107–114. http://jurnal.um-tapsel.ac.id/index.php/ptk/article/view/1892
Kusaka, S. (2021). Systematizing ICT education curriculum for developing computational thinking: Case studies of curricula in the United States, Australia, and the United Kingdom. Journal of Education and Learning, 10(5), 76. https://doi.org/10.5539/jel.v10n5p76
Lestari, A. C., & Annizar, A. M. (2020). Proses berpikir kritis siswa dalam menyelesaikan masalah PISA ditinjau dari kemampuan berpikir komputasi [Students' critical thinking processes in solving PISA problems are viewed from computational thinking abilities]. Jurnal Kiprah, 8(1), 46–55. https://doi.org/10.31629/kiprah.v8i1.2063
Lisnawita, L., Taslim, T., & Musfawati, M. (2021). Pengenalan computational thinking untuk meningkatkan kemampuan problem solving [Introduction to computational thinking to improve problem-solving abilities]. Dinamisia : Jurnal Pengabdian Kepada Masyarakat, 5(4), 928–932. https://doi.org/10.31849/dinamisia.v5i4.4238
Magdalena, Z., & Muslim, M. A. B. (2023). Identifikasi profil kesalahan siswa dalam menyelesaikan soal keterampilan berpikir kritis menggunakan newman's error analysis. Jurnal Literasi Pendidikan Fisika (JLPF), 4(1), 82-87. https://doi.org/10.30872/jlpf.v4i1.2018
Maharani, A. (2020). Computational thinking dalam pembelajaran matematika menghadapi era society 5.0. Euclid, 7(2), 86. https://doi.org/10.33603/e.v7i2.3364
Makhmudah, S. (2018). Analisis literasi matematika terhadap kemampuan berpikir kritis matematika dan pendidikan karakter mandiri [Analysis of mathematical literacy on critical thinking skills in mathematics and independent character education]. Prisma, Prosiding Seminar Nasional Matematika, 1(1), 318–325. https://journal.unnes.ac.id/sju/index.php/prisma/article/view/20125
Mauliani, A. (2020). Peran penting computational thinking terhadap masa depan bangsa Indonesia [The important role of computational thinking in the future of the Indonesian nation]. Jurnal Informatika Dan Bisnis, 9(2), 1–9. https://jurnal.kwikkiangie.ac.id/index.php/JIB/article/view/694
Memolo, T. (2022). Pembelajaran matematika berpikir komputasi materi pola bilangan dengan media kalkulator web berbasis javascript [Learning mathematics, computational thinking, number pattern material using a javascript-based web calculator]. Jurnal Didaktika Pendidikan Dasar, 6(3), 815–826. https://doi.org/10.26811/didaktika.v6i3.854
Mubarokah, H. R., Pambudi, D. S., Diah, N., & Lestari, S. (2023). Kemampuan berpikir komputasi siswa dalam menyelesaikan soal numerasi tipe akm materi pola bilangan [Students' computational thinking abilities in solving numeracy problems of the AKM type in number pattern material]. JNPM (Jurnal Nasional Pendidikan Matematika), 7(2), 343–355. https://doi.org/10.33603/jnpm.v7i2.8013
Muslimawati, I., Kafi, E. M., Aprinastuti, C., & Wadina, M. (2023). Implementasi computational thinking pada pembelajaran tematik gerak keseharian dan alam dalam tari serta mengukur berat benda dalam satuan baku kelas 2 tema 6 subtema [Implementation of computational thinking in thematic learning of daily movement and nature in dance and measuring the weight of objects in standard units class 2 theme 6 subthemes]. Indonesian Journal of Elementary Education and Teaching Innovation, 2(2), 72-86. http://doi.org/10.21927/ijeeti.2023.2(2).72-86
Nasiba, U. (2022). Brankas rahasia: Media pembelajaran numerasi berbasis berpikir komputasi untuk meningkatkan kemampuan pemecahan masalah [Secret safe: Numeracy learning media based on computational thinking to improve problem solving abilities]. Jurnal Didaktika Pendidikan Dasar, 6(2), 521–538. https://doi.org/10.26811/didaktika.v6i2.764
Ningsih, P. (2016). Pengaruh komitmen, kompetensi, dan lingkungan kerja terhadap kinerja guru di kecamatan pasangkayu kabupaten mamuju utara (study kasus pada SMA Negeri 1 Pasangkayu dan MA DDI Pasangkayu) [The influence of commitment, competence, and work environment on teacher performance in the Pasangkayu sub-district, North Mamuju Regency (Case study at SMA Negeri 1 Pasangkayu and MA DDI Pasangkayu)]. Jurnal Katalogis, 4(11), 127–137. http://jurnal.untad.ac.id/jurnal/index.php/Katalogis/article/view/7148
Noor, F., & Ranti, M. G. (2019). Hubungan antara kemampuan berpikir kritis dengan kemampuan komunikasi matematis siswa SMP pada pembelajaran matematika [The relationship between critical thinking skills and mathematical communication skills of junior high school students in mathematics learning]. Math Didactic: Jurnal Pendidikan Matematika, 5(1), 75–82. https://doi.org/10.33654/math.v5i1.470
Nuvitalia, D., Saptaningrum, E., Ristanto, S., & Putri, M. R. (2022). Profil kemampuan berpikir komputasional (computational thinking) Siswa SMP Negeri Se-Kota Semarang Tahun 2022 [Profile of computational thinking abilities of state middle school students throughout Semarang City in 2022]. Jurnal Penelitian Pembelajaran Fisika, 13(2), 211–218. https://doi.org/10.26877/jp2f.v13i2.12794
Oktavia, B. (2020). Analisis kemampuan berpikir kritis siswa kognitif field dependent dan field independent dalam pemecahan masalah matematika materi segiempat di kelas VII SMPN 4 Tungkal Ulu [Analysis of field dependent and field independent cognitive students' critical thinking abilities in solving mathematical problems on quadrilateral material in class VII SMPN 4 Tungkal Ulu]. Doctoral dissertation, FKIP. https://repository.unja.ac.id/15228/
Paf, M., & Dincer, B. (2021). A study of the relationship between secondary school students’ computational thinking skills and creative problem-solving skills. TOJET: The Turkish Online Journal of Educational Technology, 20(4), 1–15. https://www.tojet.net/volumes/v20i4.pdf
Pratama, H. Y., Tobia, M. I., Saniyati, S. L., & Yuginanda, A. S. (2023). Integrasi computational thinking pada mata pelajaran Bahasa Indonesia materi pantun kelas IV Sekolah Dasar [Integration of computational thinking in Indonesian language subjects, grade IV elementary school rhyme material]. Jurnal Penelitian, Pendidikan dan Pengajaran: JPPP, 4(1), 68-74. https://doi.org/10.30596/jppp.v4i1.14564
Purwanto, W. R., Waluya, S. B., Rochmad, & Wardono. (2020). Analysis of mathematical critical thinking ability in student learning style. Journal of Physics: Conference Series, 1511(1). https://doi.org/10.1088/1742-6596/1511/1/012057
Rahmaton. (2018). Meningkatkan kemampuan berpikir kritis matematis melalui strategi REACT pada siswa kelas VII MTsN 6 Aceh Besar [Improving mathematical critical thinking skills through the REACT strategy in class VII students at MTsN 6 Aceh Besar]. (Skripsi). UIN AR-Raniry Darussalam, Banda Aceh.
Sa’diyyah, F. N., Mania, S., & Suharti. (2021). Pengembangan instrumen tes untuk mengukur kemampuan berpikir komputasi siswa [Development of test instruments to measure students' computational thinking abilities]. JPMI (jurnal pembelajaran matematika inovatif), 4(1), 17–26. https://doi.org/10.22460/jpmi.v4i1.17-26
Sari, E. N. I., Nursanti, E. D. R., Fadholi, M., Aprinastuti, C., & Rismiyati, Y. (2023). Penerapan pendekatan computational thinking terhadap kemampuan pondasi pada materi energi dan perubahannya kelas 3 SD Negeri Bhaktikarya [Application of the computational thinking approach to foundational capabilities in energy materials and changes in class 3 of SD Negeri Bhaktikarya]. EDUKASI:Jurnal Penelitian & Artikel Pendidikan, 15(1), 1–12. https://doi.org/10.31603/edukasi.v15i1.9072
Setyautami, C. (2020). Fungsi berpikir komputasional, kritis dan matematis dalam pembelajaran abad 21 [The function of computational, critical and mathematical thinking in 21st century learning]. Seminar Nasional Matematika dan Pendidikan Matematika. Prodi Pendidikan Matematika FKIP UMP. https://seminarmat.ump.ac.id/index.php/semadik/article/view/298
Silitonga, H. P., Sianipar, R. T., Putri, J. A., Siregar, R. T., & Sudirman, A. (2022). Determinant improving the quality of financial reports pematangsiantar city government. E-Jurnal Akuntansi, 32(2), 521-533. https://doi.org/10.24843/EJA.2022.v32.i02.p18
Syarifuddin, M., Risa, D. F., Hanifah, A. I., & Nurussa’adah. (2019). Experiment computational thinking: Upaya meningkatkan kualitas problem solving anak melalui permainan gorlids. Jurnal Mitra Pendidikan, 3(6), 807–822.
Ünveren Bilgiç, E. N., Çam, E., & Hamutoğlu, N. B. (2021). The effects of lifelong learning tendencies on critical thinking and computational thinking skills. Eskişehir Teknik Üniversitesi Bilim ve Teknoloji Dergisi B - Teorik Bilimler. https://doi.org/10.20290/estubtdb.1022748
Wing, J. M. (2006). Computational thinking. Communications of the ACM, 49(3), 33–35. https://doi.org/10.1145/1118178.1118215
Wing, J. M. (2010). Computational thinking: What and why?. The link-The Magazine of the Carnegie Mellon University School of Computer Science, 1–6. https://www.cs.cmu.edu/~CompThink/resources/TheLinkWing.pdf
Yasin, M., Huda, S., Komarudin, Suherman, Septiana, R., & Palupi, E. K. (2020). Mathematical critical thinking ability: The effect of scramble learning model assisted by Prezi in Islamic school. Journal of Physics: Conference Series, 1467(1). https://doi.org/10.1088/1742-6596/1467/1/012007
Yasinta, P., Meirista, E., & Rahman Taufik, A. (2020). Studi literatur: peningkatan kemampuan berpikir kritis matematis siswa melalui pendekatan contextual teaching and learning (CTL) [Literature study: Increasing students' mathematical critical thinking skills through the contextual teaching and learning (CTL) approach]. Asimtot : Jurnal Kependidikan Matematika, 2(2), 129–138. https://doi.org/10.30822/asimtot.v2i2.769
Yuntawati, Sanapiah, & Aziz, L. A. (2021). Analisis kemampuan computational thinking mahasiswa dalam menyelesaikan masalah matematika [Analysis of students' computational thinking abilities in solving mathematical problems]. Media Pendidikan Matematika, 9(1), 34–42. https://doi.org/10.33394/mpm.v9i1.3898
Ziarati, I., Hayati, L., Salsabila, N. H., & Turmuzi, M. (2022). Deskripsi kemampuan berpikir kritis siswa dalam pemecahan masalah bentuk aljabar di kelas VII MTs Al-Aziziyah Putra tahun ajaran 2021/2022 [Description of students' critical thinking abilities in solving algebraic problems in class VII MTs Al-Aziziyah Boys for the 2021/2022 academic year]. Griya Journal of Mathematics Education and Application, 2(4), 1099-1116. https://doi.org/10.29303/griya.v2i4.246
Zuhair, M. (2021). Telaah kerangka kerja PISA 2021: Era integrasi computational thinking dalam bidang matematika [Review the PISA 2021 framework: The era of the integration of computational thinking in the field of mathematics. In PRISMA, Proceedings of the National Mathematics Seminar]. In PRISMA, Prosiding Seminar Nasional Matematika, 3(2020), 706–713. https://journal.unnes.ac.id/sju/index.php/prisma/article/view/37991
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