ANALISIS STATISTIK HUBUNGAN KECEMASAN MATEMATIKA DAN SELF-EFFICACY TERHADAP PRESTASI BELAJAR KALKULUS MAHASISWA TEKNIK INFORMATIKA
DOI: https://doi.org/10.30605/pedagogy.v10i4.7569
Kecemasan matematika, Self-efficacy, Prestasi belajar, Kalkulus, Teknik Informatika
Abstract
Kecemasan matematika dan self-efficacy merupakan faktor afektif yang dapat memengaruhi kemampuan mahasiswa dalam memahami materi Kalkulus. Penelitian ini bertujuan menganalisis hubungan antara kecemasan matematika dan self-efficacy dengan prestasi belajar Kalkulus pada mahasiswa Program Studi Teknik Informatika. Penelitian ini menerapkan metode kuantitatif yang memanfaatkan rancangan ex post facto. Penelitian melibatkan 53 mahasiswa semester tiga yang tengah menjalani perkuliahan Kalkulus serta telah melalui proses Ujian Tengah Semester. Data dikumpulkan melalui kuesioner kecemasan matematika dan kuesioner Self-efficacy berbasis skala Likert, serta nilai Ujian Tengah Semester sebagai indikator prestasi belajar. Analisis yang digunakan meliputi uji statistik deskriptif, uji korelasi Pearson dan uji regresi linier berganda. Berdasarkan hasil analisis data, diperoleh bahwa kecemasan matematika berhubungan negatif signifikan dengan prestasi belajar (r = –0.781, p = 0.000), sedangkan self-efficacy berhubungan positif signifikan dengan hasil belajar (r=0.762, p=0.000). Secara simultan, kedua variabel terbukti memiliki dampak signifikan terhadap prestasi belajar Kalkulus (F = 48.112; p = 0.000, R² = 0.658). Temuan ini menunjukkan bahwa aspek afektif perlu diperhatikan dalam pembelajaran Kalkulus khususnya pada mahasiswa Teknik Informatika, sehingga strategi pengajaran yang mampu mengurangi rasa cemas serta memperkuat self-efficacy perlu diintegrasikan dalam proses perkuliahan.
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References
Astuti, L. S., & Munasiah. (2022). Pengaruh Kecemasan Matematika saat Pembelajaran Daring terhadap Hasil Belajar Mata Kuliah Kalkulus. Jurnal Pendidikan Matematika, 5(2), 479–486. DOI: https://doi.org/10.31537/laplace.v5i2.791
Auliya, R. N., & Munasiah. (2016). Hubungan Antara Self-Efficacy, Kecemasan Matematika dan Pemahaman Matematis. Pasundan Journal of Mathematics Education, 6(2), 81–90. DOI: https://doi.org/10.23969/pjme.v6i2.2655
Barroso, C., Ganley, C. M., McGraw, A. L., Geer, E. A., Hart, S. A., & Daucourt, M. C. (2022). A Meta-analysis of the Relation Between Math Anxiety and Math Achievement. Psychol Bull, 147(2), 134–168. https://doi.org/10.1037/bul0000307.A DOI: https://doi.org/10.1037/bul0000307
Feihong, Z., Agustini, K., & Parwati, N. N. (2025). Pengaruh Dukungan Dosen Pendidikan Tinggi terhadap Keterlibatan Belajar Mahasiswa dengan Academic Self-Efficacy sebagai Variabel Mediasi. Jurnal Teknologi Pembelajaran Indonesia, 15(1), 51–63. DOI: https://doi.org/10.23887/jurnal_tp.v15i1.4824
Fifari, M. R. Al, & Winarso, W. (2020). Kecemasan dan Kebiasaan Belajar Matematika terhadap Keterampilan Berpikir Kritis Siswa. Suska Journal of Mathematics Education, 6(1), 47–60.
Fitriani, R. N., & Pujiastuti, H. (2021). Pengaruh Self-efficacy Terhadap Hasil Belajar Matematika. 05(03), 2793–2801. DOI: https://doi.org/10.31004/cendekia.v5i3.803
Hartati, P., Saputra, E., Danim, S., Susanta, A., Yensy, N. A., & Yanti, F. A. (2024). Kecemasan matematika dan pencapaian akademik siswa: tinjauan literatur sistematis. Jurnal Konseling Dan Pendidikan, 12(4), 418–432. DOI: https://doi.org/10.29210/1132300
Jasmi, H. I., Sugilar, H., & Rosyid, A. (2024). Hubungan Antara Self Efficacy dan Pemahaman Konsep Kalkulus Diferensial pada Mahasiswa. 8(1), 32–45. DOI: https://doi.org/10.15575/jp.v8i1.276
Purnomo, M. E. R., Sari, C. K., Rejeki, S., & Machromah, I. U. (2018). Efikasi Diri Mahasiswa pada Perkuliahan Kalkulus Integral. Jurnal Riset Pendidikan Matematika, 5(2), 181–189. DOI: https://doi.org/10.21831/jrpm.v0i0.20271
Putri, N. S., & Rezeki, S. (2025). Pengaruh Kecemasan Matematis terhadap Kemampuan Pemecahan Masalah Siswa. Kognitif: Jurnal Riset HOTS Pendidikan Matematika, 5(2), 681–696. DOI: https://doi.org/10.51574/kognitif.v5i2.3157
Sari, A. A. I., & Lutfi, A. (2024). Pengaruh Self Efficacy dan Kecemasan Matematis terhadap Hasil Belajar Mahasiswa Mata Kuliah Statistika Ekonomi. 14(2), 134–144.
Sugito, Suyitno, Y., & Kuntoro. (2019). Pengaruh Masa Kerja dan Motivasi Kerja Terhadap Kinerja Guru Sekolah Dasar di Desa Samudra dan Samudra Kulon. Jurnal Dinamika Pendidikan Dasar, 11(1), 1–18. DOI: https://doi.org/10.30595/dinamika.v11i1.5980
Wewe, M. (2020). The Profile of Students’ Learning Difficulties in Concepts Mastery in Calculus Course. Desimal: JournalMath, 3(2), 161–168. https://doi.org/10.24042/djm.v3i2.6421 DOI: https://doi.org/10.24042/djm.v3i2.6421
Živković, M., Pellizzoni, S., Doz, E., Cuder, A., Mammarella, I., & Chiara, M. (2023). Math self ‑ efficacy or anxiety ? The role of emotional and motivational contribution in math performance. Social Psychology of Education, 26(3), 579–601. https://doi.org/10.1007/s11218-023-09760-8 DOI: https://doi.org/10.1007/s11218-023-09760-8
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