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Karmila
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Journal : Information Technology Education Journal

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The Effect of Peer Instruction with Concept Tests on Model Evaluation Topics (Confusion Matrix, ROC-AUC) in Reducing Student Misconceptions: A Quasi-Experimental Study Hilda Suci Ramadhani; Angel Casey Ampulembang; Eva Ulfiani; Fina Maulina; Era Fasira; Karmila
Information Technology Education Journal Vol. 3, No. 2, Mei (2024)
Publisher : Jurusan Teknik Informatika dan Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59562/intec.v3i2.2403

Abstract

This study aims to examine the effect of Peer Instruction combined with Concept Tests on reducing students’ misconceptions in model evaluation topics, specifically Confusion Matrix and ROC-AUC. Students frequently misinterpret evaluation metrics, particularly in imbalanced datasets, leading to flawed analytical reasoning. This study argues that structured peer discussion and targeted conceptual questioning significantly reduce such misconceptions compared to conventional lecture-based instruction. Design/methods/approach – A quasi-experimental non-equivalent control group pretest–posttest design was employed involving 68 undergraduate students (35 experimental, 33 control) enrolled in a Machine Learning course. A validated two-tier diagnostic test consisting of 20 items was used to measure misconceptions. The experimental group received Peer Instruction with 15 Concept Tests across three sessions, while the control group received conventional lectures. Data were analyzed using paired and independent samples t-tests and normalized gain (α = 0.05). Findings – The experimental group’s misconception level decreased from 58.43% to 21.57%, while the control group decreased from 56.88% to 39.64%. The normalized gain was significantly higher in the experimental group (g = 0.74) compared to the control group (g = 0.38), t(66) = 11.62, p < 0.001, with a large effect size (d = 1.82). Research implications/limitations – The study was limited to one institution and short-term intervention, which may restrict generalizability and long-term retention conclusions. Originality/value – This study provides empirical evidence supporting the effectiveness of Peer Instruction in machine learning education and introduces a diagnostic framework for measuring misconception reduction in Confusion Matrix and ROC-AUC topics.
Co-Authors A. Asdar Abdul Hamid Adrean, Heppy Maulizar Afro , Maulina Nafsiatil Agus Ariadi Aini, Echa Alfira , Zahra Amanda, Asty Andardinata, Ady Andi Asrina Andi Hallang Lewa Andi Jumardi Andi Muhammad Iqbal Akbar Asfar Andi Muhammad Irfan Taufan Asfar Andi Mustika Amin Andi Srimularahmah Andi Sukainah Andi, Andi_Ermita_Sari Andria, Andria Andriana Andriyani, Bunga Putri Angel Casey Ampulembang Anwar Ramli Aqsha Anugrah Abu Putra Arief Budiman Aries Setiawan Arifudin Arwin Sanjaya Asfar, A.M.Irfan Taufan Asfar, Andi Muhamad Iqbal Akbar Aslan Abidin, Aslan Astika Sari Baharuddin Basri, Surya Kelana Boby Surya Putra Boby Yasman Purnama Cerriansyah Ramadhan Darmiyati, Iin Dedi Joko Purnomo Dewi, Sasmita Dhian Ririn Lestari, Dhian Ririn Dian Andika , Arditya Dian Prawitasari Dina Selvia Ningsih Elma Eltimeyansi Chrisye Randanan Emmi Azis Era Fasira Eva Ulfiani evy noorhasanah, evy Faisal Faisal Farihah Muhsanah Fariza Yulianti Saputri, Aulia Fauzah, Nuril Feija Heirani Fifti, Dinda Aura Fina Maulina Hallang Lewa, Andi Harlita Harpiana Rahman Hasjad Henny Anastasya Meilani Herawati Herawati Hilda Suci Ramadhani I Nyoman Triana Suskendar I Nyoman Triana Suskendari Ian Sagita Ichwan Setiarso Ika Kania Fatdo Wardani Ipan Sampe IRA TASKIRAWATI Ismira Amusaputri Jabaruddin Jaka Prasetya jamil, Siti hanifah Nurasiah Jannah, Nadiatul Jannah, Raodahtul Jaya Satria Lahadi Joko Wiyono Juliana, Darma Julita karmila karmila Khatami, Husain Muhammad Komang Juntika Kusumaningrum, Lely Lely Kusumaningrum Leni Marlina Linda Suryani Mariani Marwan Kamaruddin Maryani, Eny Masriani . Massara, Asma Mathuridy, Roly Marwan Moch. Sjamsul Hidajat Mubtadin Ali Mulia Muhamad Iqbal Akbar Asfar, Andi Muhammad Abdillah Rahmat, Muhammad Abdillah Muhammad Alief Fahdal Imran Oemar Muhammad Irfan Taufan Asfar, Andi Mukhlis Bakri Musdawati Musran, Mutmainna Mustafa Naimah Nita Novitasari, Ervi Nur, Abustan Nurannisa, Andi Nurman Nurmawilis, Nova Nursapriana Prastiyanto, Wahyu Prawitasari, Dian Purwati, Diana Puteri, Violita Dianatha Putra Karta Rajasa Putra, Masaradi Putra, Rifki Mahesa Putri Cahyani, Yolanda Putri, Aliyah Putri, Dava Delistiana Putri, Yuriska Rahma Daniati Rahman Rahmat Hidayat Rahmawati Rahmi, Afdinda Ramadhan, Syarifurrizal Rianti, Marlia Ririn Anggraini Rukmana, Lisma Hardianti Rumi Tri Hastani SABRI GUNTUR Saepul Anwar Safitri, Mira Sakti, Dwi Putra Buana Salim Sari, Sartika Ratna Sayidiman Setiawan, Aries Sianturi, Rismalia Br siti nurkhasanah Siti Zakiah Zulva Sjamsul Hidajat, Moch Sofwandi Noor SOFYAN RAUF Subhiani, Azzahra Zettira Sudarijati Sumirah Suwandi, Memen Syaiful Arfin Syaiful Arpin Syamsuria Syarkawi, Syarkawi Taslim H.M. Yasin Tjandra Rahardja, Conny Wahdania Winarti Winasari, Aliya Wulan Sari Wulandari, Fani Yasin, Ilyas Yuliana Sari Yuyun Bewelli Fahmi Zaifuddin Zainal Ruma Zulhajji