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Rafiantika Megahnia Prihandini
Program Studi Pendidikan Matematika, Universitas Jember, Indonesia
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Effectiveness of Digital Simulation-Based Learning Approach in Optimizing Students’ Understanding of Queueing Models Using Real-Life Data Angrenani, Arin Berliana; Kurniati, Dian; Setiawani, Susi; Prihandini, Rafiantika Megahnia; Afifah, Ngizatul
(IJCSAM) International Journal of Computing Science and Applied Mathematics Vol. 11 No. 2 (2025)
Publisher : LPPM Institut Teknologi Sepuluh Nopember

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12962/j24775401.ijcsam.v11i2.8850

Abstract

This study examines indications of the effectiveness of a digital simulation-based learning approach in supporting students’ understanding of queueing models using real-life data. Aquasi-experimental one-group pretest–posttest design, supported by qualitative interview data, was conducted with 31 undergraduate mathematics education students at the University of Jember. The ExtendSim software was used to create interactive queueing simulations that allowed students to explore parameters such as arrival rate, service rate, and waiting time. Validity and reliability tests were conducted using item–total (Pearson) correlations and Cronbach’s alpha, with results indicating high validity (r > 0.5, p < 0.05) and high internal consistency (a > 0.80). A paired ttest showed a statistically significant increase in scores within this sample (t = 8.89, p < 0.001). Students’ perceptions of the simulation were highly positive, with an average Likert score of 3.23 (very high). Qualitative interviews further indicated that the simulations helped students visualize queue dynamics and relate theoretical concepts to real-life contexts. There were also indications of increased motivation, engagement, and computational thinking skills; however, these findings are limited by the single-site sample and the one-group study design.
Co-Authors Abdurrahman Salim Afifah, Ngizatul Afni, Anis Nur Agatha, Alvian Bagus Ahmad Musyaffa&#039; Hikamuddin Alfin Nabila Taufik Angrenani, Arin Berliana Arif Fatahillah Arika Indah Kristiana Asari, Okta Endri Bea Hana Siswati CahyaPrihandoko, Antonius D. Dafik Dafik Dana, Lusita Risma Deddy Setyawan Dewi, Mayra Fadhilla Dian Kurniati Ermita Rizki Albirri Hidayatullah, Arfan Ika Hesti Agustin, Ika Hesti Kusumawati, Nurita Lestari, Deninta Dwi Ayu Lioni Anka Monalisa, Lioni Anka Muhammad Usaid Hudloir Orel Revo Sackhi Usdelivian Pradista, Vyke Triawilly Prahastiwi, Lusi Rizzami Putri, Inge Wiliandani Setya Ridho Alfarisi Ridho Alfarisi, Ridho Rizki Aulia Akbar Robiatul Adawiyah Robiatul Adawiyah Rohini, A Saddam Hussen Saranta, Nira Nityasa Setiawanai, Susi Siddiqui, M. Kamran Susi Setiawani Toto Bara Setiawan WIHARDJO, EDY Yunta, Girlyas Rasta Zulnaidi, Hutkemri