Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : MASALIQ: Jurnal Pendidikan dan Sains

Pemanfaatan Google ML Kit untuk Face Recognition sebagai Mekanisme Monitoring CBT Edu Mobile Putra, I Kadek Dwi Gitayana; Sunarya, I Made Gede; Arthana, I Ketut Resika
MASALIQ Vol 6 No 1 (2026): JANUARI
Publisher : Lembaga Yasin AlSys

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.58578/masaliq.v6i1.8349

Abstract

Mobile-based academic evaluation systems, such as Computer-Based Tests (CBT), are vulnerable to cheating, including impersonation (proxy test-taking) and illegal collaboration, thereby necessitating more reliable monitoring mechanisms to safeguard exam validity. This study aimed to develop and implement a Face Recognition feature utilizing Google ML Kit as a monitoring system in the CBT Edu application and to examine user responses to its implementation. The research employed a research and development (R&D) method using the ADDIE model (Analyze, Design, Development, Implementation, Evaluation), with exam participants and prospective users as the subjects and Google ML Kit as the research object. Data were collected through questionnaires used to assess system functionality and user experience. The results show that the Face Recognition-based exam monitoring system was successfully designed and implemented in the CBT Edu application. Functional testing using white-box and black-box methods validated all features, while device compatibility and bandwidth consumption testing demonstrated stable performance across various devices and network conditions. User responses measured using the User Experience Questionnaire (UEQ) fell into the “very good” category, with the six dimensions of Attractiveness (5.93), Perspicuity, Efficiency, Dependability, Stimulation, and Novelty (5.72) achieving average scores above 5.7. These findings indicate that the integration of Face Recognition in the CBT Edu application is effective in enhancing exam validity and provides a practical solution to minimize cheating in mobile-based academic evaluation systems, while simultaneously delivering a positive user experience.
Co-Authors ., Anak Agung Istri Pradnya Utham ., Dewa Ayu Andita Sari Garjita ., Gede Bagus Sukawirya ., Gede Bayu Pratama ., I Dewa Putu Adi Pranayoga ., I Gde Aditya Wicaksana ., I Gede Sudarma ., I Made Agus Oka Wijaya ., I Made Dwi Indrasanjaya ., I Made Lasmana Wijaya ., I Made Windu Segara ., I Wayan Dedy Budiarta ., Ida Ayu Ratnasari Kemenuh ., Isna Mildayanti ., Ketut Adi Ardipa Sutrisna ., Made Astradanta ., Putu Krisnayani ., Putu Mardiyasa Adi Saputra ., Putu Virgo Sastrawan ., Riftika Rizawanti A. A. Istri Ita Paramitha A.A Istri Dewi Adhi Utami Agung Ayu Hanna Cahyani Agus Seputra I Ketut Anak Agung Istri Pradnya Utham . antari, kadek widya Arisandi, Ni Made Desi Aryadi, Made Waradiana Aryasih, Putu Putri Cahyadi, Made Windu Cahyani, Agung Ayu Hanna Darma, Nyoman Trisna Adi Desak Putu Yulita Kurniati Dessy Seri Wahyuni Detut Indra S. A. N. Detut Indra S. A. N., Detut Indra Devi, Kadek Jeny Femila Devi, Made Diah Arista Dewa Ayu Andita Sari Garjita . Dewa Ayu Puteri Handayani Dewa Ayu Putu Ari Widhiani Dewa Dewa Gede Firstia Wirabrata Dewa Gede Hendra Divayana, Dewa Gede Hendra Dewa Nyoman Suartama Ariawan Dewi, Chandra Dewi, Ni Putu Novita Puspa Dharma, Kadek Yuda Dika Prasetya, I Putu Dwi Maya Sari Dwi Maya Sari, Dwi Maya Ella Silviasasmi erawati, ni wayan erna Gde Ari Kusuma Gde Ari Kusuma, Gde Ari Gede Aditra Pradnyana Gede Arna Jude Saskara Gede Bagus Sukawirya . Gede Bayu Pratama . Gede Beny Indrawan Gede Rasben Dantes Gede Saindra Santyadiputra Gede Saindra Santyadiputra Gede Saindra Santyadiputra, Gede Saindra Gede Saindra Santyadiputra, S.T., M.Cs . Hanna Cahyani, Agung Ayu I Dewa Putu Adi Pranayoga . I Gde Aditya Wicaksana . I Gede Agus Pebriana I Gede Astawan I Gede Mahendra Darmawiguna I Gede Margunayasa I Gede Pande Yogianto Sutanaya I Gede Sudarma . I Gede Widya Raharja I Gusti Ayu Agung Diatri Indradewi I Gusti Bagus Hari Sastrawan I Kadek Dede Permana I Kadek Dede Permana, I Kadek Dede I Kadek Juniastha I Kadek Rai Suwena I Made Agus Oka Wijaya . I Made Agus Wirawan I Made Ardwi Pradnyana I Made Dwi Indrasanjaya . I Made Edy Listartha I Made Gede Sunarya I Made Lasmana Wijaya . I Made Leo Suandinatha I Made Purwa Nugraha . I Made Purwa Nugraha ., I Made Purwa Nugraha I Made Putrama I Made Windu Segara . I Nyoman Laba Jayanta I Nyoman Tri Anindia Putra I Putu Dika Prasetya I PUTU PASEK SURYAWAN I Putu Wijaya Merta I Wayan Dedy Budiarta . I Wayan Eka Arta Wibawa I Wayan Eka Arta Wibawa, I Wayan Eka Arta I Wayan Gede Kesuma Dana . I Wayan Gede Kesuma Dana ., I Wayan Gede Kesuma Dana I Wayan Putu Adi Wiguna Ida Ayu Asritya Utami Ida Ayu Asritya Utami, Ida Ayu Asritya Ida Ayu Ratnasari Kemenuh . Isna Mildayanti . Jeny Femila Devi, Kadek Juniastha, I Kadek Kadek Angga Wira Prayudi Kadek Angga Wira Prayudi, Kadek Angga Wira Kadek Eva Krishna Adnyani Kadek Jeny Femila Devi Kadek Krisna kadek widya antari Kadek Yoga Wira Putra Kadek Yota Ernanda Aryanto Kadek Yuda Dharma Ketut Adi Ardipa Sutrisna . Ketut Agustini Ketut Purnamawan Ketut Purnamawan Komang Aditya Pratama Komang Aditya Pratama Komang Setemen Komang Trya Chandra Resmawan . Komang Wisnu Adi Putra Komang Wisnu Adi Putra, Komang Wisnu Adi Krisna Sedana, Ngakan Made Kusuma, Thadeo Angga Leo Suandinatha, I Made Luh Ayu Tirtayani Luh Joni Erawati Dewi Luh Putu Eka Damayanthi, Luh Putu Eka M.Cs ., Gede Saindra Santyadiputra, S.T., M.Cs M.Cs S.Kom I Made Agus Wirawan . M.Pd. S.Pd. Luh Indrayani . Made Astradanta . Made Windu Antara Kesiman Made Windu Cahyadi Made Yudana Putra Made Yudana Putra, Made Yudana Mandiasa, Putu Natha, Teddy Wirahardi Natha, Teddy Wirahardi Nengah Widya Utami Ni Ketut Catur Wahyu Puspitawati Ni Komang Arie Suwastini Ni Made Desi Arisandi Ni Made Rai Wisudariani Ni Nyoman Sugihartini Ni Putu Tina Resdiana ni wayan erna erawati Ni Wayan Marti Ni Wayan Surya Mahayanti Nice Maylani Asril Nikova, Kartika Nyoman Ari Dwismara Putra Nyoman Ari Dwismara Putra, Nyoman Ari Nyoman Dantes Nyoman Dini Andiani Nyoman Jaya Wardhana Nyoman Putri Rustrini Nyoman Putri Rustrini Nyoman Putri Rustrini, Nyoman Putri Nyoman Trisna Adi Darma Padma Nyoman Crisnapati Padma Nyoman Crisnapati Pebriana, I Gede Agus Putra, Decky Pratama Putra, I Kadek Dwi Gitayana Putu Hendra Suputra Putu Krisnayani . Putu Mardiyasa Adi Saputra . Putu Nanci Riastini Putu Putri Aryasih Putu Virgo Sastrawan . Putu Yudia Pratiwi Raharja, I Gede Widya Resmiantini, Ni Luh Riftika Rizawanti . S.Pd. ., Putu Ari Dharmayanti, S.Pd. Saindra Santyadiputra, Gede Saputra, Made Hendra Yudha Saputra, Made Hendra Yudha Sedana, Ngakan Made Krisna Sindu, I Gede Partha Suputera, I Dewa Nyoman Mastri Sutanaya, I Gede Pande Yogianto Thadeo Angga Kusuma UNDIKSHA . Utami, Nengah Widya Wahyuni, Luh Putu Ari Sri Wardhana, Nyoman Jaya Widhiani, Dewa Ayu Putu Ari Widiantika, Made Widyasari, Ni Putu Anisa Marta Wiguna, I Wayan Putu Adi Wijaya Merta, I Putu Wijaya, I Nyoman Saputra Wahyu Wirabrata, Dewa Gede Firstia Yoga Wira Putra, Kadek Yuliyana, Tifani