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Journal : journal of information technology and computer science

Sentiment Anlysis On Customer Reviews Using Support Vector Machine and Usability Scoring Using System Usability Scale Azpiranda, Novira; Supianto, Ahmad Afif; Setiawan, Nanang Yudi; Suryawati, Endang; Yuwana, R. Sandra; Febriandirza, Arafat
Journal of Information Technology and Computer Science Vol. 6 No. 3: December 2021
Publisher : Faculty of Computer Science (FILKOM) Brawijaya University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25126/jitecs.202163330

Abstract

Al-Ghiff Steak is a restaurant located in Cirebon City that offers quality steaks at affordable prices. For maintaining a competitive Al-Ghiff Steak advantage and reputation, it is important to build a good relationship with customers and have a business strategy that considers customer opinions. However, in its implementation, Al-Ghiff Steak has difficulty when collecting and processing customer review data manually. Therefore, it is necessary to conduct sentiment analysis by utilizing Google Reviews to determine customer perspectives regarding Al-Ghiff Steak products and services. This analysis was conducted on 968 Google Review reviews from 2016 to 2020 using the Support Vector Machine (SVM) and Term Frequency-Inverse Document Frequency (TF-IDF) methods. Classification testing is done with a confusion matrix against four parameters: accuracy, precision, recall, and f1-score. SVM with TF-IDF gets accuracy value 83%, precision 64%, recall 60% and f1-score 59%. The sentiment classification result is then visualized in the form of a dashboard. We utilize the System Usability Scale (SUS) for usability testing, which produces a value of 77.5. This result achieve the Acceptable category and an Excellent rating.
Dashboard Design for Monitoring Health, Safety, and Security as Part of Social Sustainability in the Mining Industry Holding Group Aqsho, Ziq Izza El; Maghfiroh, Intan Sartika Eris; Setiawan, Nanang Yudi
Journal of Information Technology and Computer Science Vol. 11 No. 1: April 2026
Publisher : Faculty of Computer Science (FILKOM) Brawijaya University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25126/jitecs.111805

Abstract

Social sustainability is a critical aspect of sustainable development, particularly in the mining industry, which carries high risks related to occupational health and safety. This study aims to design a Health, Safety, and Security (HSS) dashboard to support data-driven decision-making within a mining industry holding group. The development follows a User-Centered Design (UCD) approach and is evaluated using the Dashboard Assessment Usability Model (DATUS). The dashboard was developed iteratively by applying principles of the Visual Information Seeking Mantra (VISM), Gestalt, and Data Storytelling. It comprises 32 HSS indicators grouped into four main modules: KPI, Health, Safety, and Security. Testing results show high effectiveness, with a task completion rate of 98.9%, an error rate of 1.1%, and an 18.04% improvement in task completion time during the second session. User satisfaction scored 88.3 out of 100. These results indicate that the dashboard effectively enhances monitoring and strategic decision-making related to social sustainability in the mining sector.
Co-Authors Abhirama, Fauzan Akbar Adristi, Tikta Ahmad Afif Supianto Al-Hafidz, Jundullah Alfi Nur Rusydi Alfian Hakim Almas, Muhammad Fikri Almira Syawli Alyaa Nadira Amal, Muhammad Ikhlasul Amira, Nabila Noor Anandia, Nazwa Andi Reza Perdanakusuma, Andi Reza Anwar, Novriani Dewi Aqsho, Ziq Izza El Asiyah, Noor Leona Asyrofi, Moh. Yuslam Azpiranda, Novira Bayu Rahayudi Berliani, Afridha Bonaventura Julio Putra Nandika Damahindra, Rangga Andhito Diamanta, Ananda Dian Eka Ratnawati diniyah, zubaidah Djoko Pramono Dwija Wisnu Brata Edmund Pierre Purba, Geoffrey Fadhil, Adam Ghirvan Fadhilah, Irsya Salim Fajr, Saifulloh Achmad Faranisa, Puspa Ayu Febriandirza, Arafat Firdaus, Muhammad Fariz Fitra Abdurrachman Bachtiar Fuadi, Muh. Rofif Rahman Hamas, radityo Haniyah, Rania Jilan Haq, Muhammad Arienal Hilal, Khaliffman Rahmat Husalie, Levin Vinnu Intan Sartika Eris Maghfiroh Jannah, Nisa Usrifatul Khairani, Nadia Raisa Kirana, Melshita Ardia Kusuma, Salsabila Azzahra' Zulfa Listyawan, Bagas Raditya Nur Mahardika, Fawwaz Roja Marzuq, Rafly Dwi Maulana, M. Ighfar Maulidiyah Rizqiyani, Erlis Mochamad Chandra Saputra, Mochamad Chandra Mushowwiru, Mochammad Faza Pramudya Nadian, Muhammad Azhar Putra Niken Hendrakusma Wardani Niken Hendrakusuma Wardani, Niken Hendrakusuma Nur, Iqbal Taufiq Ahmad Prabandari, Putu Ayu Purnama Dyah Prakoso, Bondan Sapta Pramathalia Wulandari, Adila Pramudita, Julina Larasati Purnomo, Welly Putra, Muhammad Ishadireza Putri, Rizka Saudah Yunida Rahmadina, Alishza Putri Rahmandita, Prasetya Naufal Ramadhani, T. Zalfa Raynaldy, Jerico Willy Reza Andria S Riswan Septriayadi Sianturi Rizquna, Rania Aulia Ryandra, Muhammad Salsabillah, Dinar Fairus Salwa, Shafa Nathaniela Saputra, Dion Ricky Saragih, Imanuel Nathaliando Sartika Eris Maghfiroh, Intan Sartika, Intan Sarwosri Sarwosri Satrio Agung Wicaksono Satrio Hadi Wijoyo Sembiring, Wira Tarumta Timothy Shakira, Talitha Agus Sihite, Steven Hot Asi Sitepu, Mikha Aziel Christian Sormin, Hartati Penta Angelina Suryawati, Endang Tambing, Nathania Maerella Arungla'bi' Taqiyuddin, Ammar Yazid Vania Malinda Wibowo Viriya, Aurelius Alexaner Welly Purnomo Wibisono, Nusa Seldi Wibowo, Shinta Dewi Putri Widya Azzahra, Shellen Widyadhana, Fawwaz Kumudani Yanuardhana, Anugrah Daffa Yuditama, Alvan Alif Yusi Tyroni Mursityo Yuwana, R. Sandra Yuwana, Raden Sandra Zatmiko, Celvin Fahryan Dwi