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All Journal Jurnal Ilmu Pendidikan Journal of Education and Learning (EduLearn) Pedagogia: Jurnal Pendidikan Scientiae Educatia: Jurnal Pendidikan Sains Script Journal: Journal of Linguistic and English Teaching SEJ (Science Education Journal) Jurnal Penelitian Pendidikan IPA (JPPIPA) Jurnal IPA Terpadu MODELING: Jurnal Program Studi PGMI JPM (Jurnal Pemberdayaan Masyarakat) Jurnal Penelitian dan Pengkajian Ilmu Pendidikan: e-Saintika JPPS (Jurnal Penelitian Pendidikan Sains) JPPIPA (Jurnal Penelitian Pendidikan IPA) Jurnal Abdi: Media Pengabdian Kepada Masyarakat Edunesia : jurnal Ilmiah Pendidikan Academia Open Indonesian Journal of Cultural and Community Development Eduproxima : Jurnal Ilmiah Pendidikan IPA JURNAL PENDIDIKAN DASAR FLOBAMORATA MURHUM : JURNAL PENDIDIKAN ANAK USIA DINI Jurnal Kependidikan: Jurnal Hasil Penelitian dan Kajian Kepustakaan di Bidang Pendidikan, Pengajaran dan Pembelajaran JURNAL PENGABDIAN KEPADA MASYARAKAT CAHAYA MANDALIKA (ABDIMANDALIKA) IJORER : International Journal of Recent Educational Research APPLICATION: Applied science in Learning Research Indonesian Journal of Education Methods Development Inovasi Pendidikan Fisika Proceedings of The ICECRS Procedia of Social Sciences and Humanities Journal of Islamic and Muhammadiyah Studies Inquest Journal International Journal of Research and Community Empowerment International Conference on Education for All Emergent: Journal of Educational Discoveries and Lifelong Learning (EJEDL) Jurnal Biologi Prosiding Seminar Nasional Unimus Journal of Social Science Edu Komputika Journal Journal of Research and Educational Research Evaluation Proceeding of International Conference on Biology Education, Natural Science, and Technology Jurnal Pendidikan Fisika Indonesia IJIS Edu : Indonesian Journal of Integrated Science Education
Noly Shofiyah
Universitas Muhammadiyah Sidoarjo
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Computer Science & IT Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Engineering Environmental Science Health Professions Immunology & microbiology Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Medicine & Pharmacology Nursing Physics Public Health Social Sciences Other

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Journal : International Journal of Research and Community Empowerment

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Building Scientific Reasoning Using a Data Literacy Module in Higher Education Shofiyah, Noly; Wulandari, Fitria Eka; Aulina, Choirun Nisak; Prihatiningtyas, Suci; Nisa’, Khoirun; Nuzula, Janatul Firdausi
International Journal of Research and Community Empowerment Vol. 3 No. 2 (2025): August 2025
Publisher : Mitra Edukasi dan Publikasi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58706/ijorce.v3n2.p110-124

Abstract

Scientific reasoning is a fundamental skill that must be developed in higher education, particularly in science-related disciplines. However, existing learning resources often lack an explicit focus on data interpretation and evidence-based analysis, both essential for scientific reasoning. This study aimed to develop and evaluate the validity, practicality, and effectiveness of a data literacy-based e-module designed to enhance undergraduate students’ scientific reasoning skills. Employing a design and development approach based on the ADDIE model, the research included analysis, design, development, implementation, and evaluation stages. The e-module was developed by aligning curriculum needs, scientific reasoning indicators, and core data literacy principles. Content and construct validity were assessed through expert reviews, yielding high validity scores (above 3.7) and strong reliability (α = 0.83-0.94). Small-scale trials with undergraduate science education students demonstrated high levels of learning activity (72%-94%) and consistent student engagement throughout the learning phases. Students' scientific reasoning improved significantly, with N-Gain scores ranging from 0.49 to 0.74, categorized as moderate to high, particularly in indicators such as proportional thinking. Statistical tests indicated no significant differences between class groups, suggesting consistent effectiveness across cohorts. Student feedback was overwhelmingly positive, with agreement levels reaching 100% on most evaluation indicators. This research contributes to the advancement of pedagogical design by integrating data literacy into the scientific reasoning process, offering a replicable learning resources that can be adapted across science disciplines to better prepare students for data-driven scientific inquiry in the digital era.
Co-Authors ., BINAR AYU DEWANTI AA Sudharmawan, AA Abdullah Makhrus Adi Jufriansah Agustin, Lely Dwi Ahmad Fauzi Hendratmoko Ahmad Iqbal Hidayat Ainun Jariah Akbar Wiguna Alfania Citra, Aulia Anwari, Ihsan Budi Jatmiko Budi Jatmiko Cheng, Tsung-Hui Choirun Nisak Aulina Dinda Diansah Fatmawati Djauharoh, Ainin Dwi Prastyo Eka Lestari Eka Wulandari, Fitria Enik Setiyawati Faizah, Nova Auliyatul Faridhotul Khoiriroh Fika Megawati Fitri Eka Wulandari Fitria Eka Wulandari Fitria Eka Wulandari Fitria Febrianti, Fitria Fitria Nur Hasanah Handayani, Nuri Fitri Heny Ekawati Haryono Ihsan Anwari Indrakurniawan, Machful Ino Angga Putra Intan Mauliana, Metatia istiqomah istiqomah Istiqomah Istiqomah Jannah, Sabrina Firdatul Khoirotin, Alvi KIKI SEPTARIA Lailatul Maghfiroh LAILATUL MAGHFIROH Larasati, Faninda Latif, Ahmad Adil Machful Indra Kurniawan Mahmud, Randy Saputra Maratus, Fitri Maulana, Mahesa Mauliana, Metatia Intan Ma’arif, Iin Baroroh Mega Resida Meiramova, Saltanat Miftahul Jannah Miluningtias, Siti Nadi Suprapto Nisa', Khoirun Nisa’, Khurotun Nisa’, Khoirun Nisful Laili Nurjanah Nur Efendi NUR EFENDI Nur Hasanah, Fitria Nuzula, Janatul Firdausi Pravita Agustin, Sofyanora Puspitasari Putri Pambayun Rahma, Azizatur Rahmania Sri Untari Rahmawati Antinie Ramadhani, Mifta Aulia Ria Wulandari Rindiani Rindiani Rizky Habibur Rohman Saputra, Yofanka Eko Ardian Sari, Mita Merinda Septi Budi Sartika Sholikhah, Ulfiyatus Siti Miluningtias Solikha, Regina Atya Gading Balgis Suci Prihatiningtyas Tamara , Pasya Rahma Ummah, Munfiathul Vidya Mandarani Wachidah, Nafa Amalia Wahyuni, Akhtim Wahyuni Wijaya , M. Rizal Setia Wulandari , Ria Yuli Astutik Yunita, Oktamira Yunus, Sitti Rahma Z. A. Imam Supardi Z. A. Imam Supardi