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Journal : International Journal of Advances in Intelligent Informatics

Machine learning-based B2C software project success prediction model in Indonesia Setiawan, Rudi; Rahman, Titik Khawa Abdul
International Journal of Advances in Intelligent Informatics Vol 11, No 3 (2025): August 2025
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26555/ijain.v11i3.2123

Abstract

The success of a software project is a crucial factor in the information technology industry, but it is often difficult to predict due to its complexity and high dynamics. This research aims to develop a model for predicting the success of software projects, particularly B2C e-business software in Indonesia, utilizing a machine learning approach. This study involved 28 variables that affect the success of software projects obtained from previous research. The dataset was compiled from the historical records of software projects from various software development companies in Indonesia. The predictive model was developed using Support Vector Machine and Artificial Neural Network algorithms, with hyperparameter tuning performed via Grid Search. The modelling process includes the pre-processing stage of data, which involves synthetic data generation due to inadequate data collection, as well as the application of several dataset mining techniques (SMOTE, ADASYN, SMOTE Tomek Links, and ADASYN Tomek Links). Additionally, model training and performance evaluation are conducted using a confusion matrix. The search for important features using the Shapley Additive Explanations method is also conducted to develop an automated recommendation system based on key factors that require improvement. The results showed that the SVM model with Grid Search tuning of hyperparameters in the SMOTE Tomek Links data test yielded the best performance, with an accuracy of 87.8%, demonstrating the significant potential of machine learning in identifying project success factors from the early stages. This study contributes to the development of decision-support tools for B2C project managers in Indonesia by providing accurate early predictions and interpretable recommendations.
Co-Authors Adi Pamungkas Agustiany, Fifin Arifiani Aisyah Rahmawati Alamri, Sazili Mustofa Amani, Risca Andreas N, R Djoko Anggraeni, Ellya ANGGRAENI, RENI Ani Haryani, Ani Annas Alkhowarizmi Aprianti, Penti Arif Setiawan , Andi Aris Wahyu Murdiyanto Aritonang, Sovian Aryani, Wiwik Dyah Asep Ahmad Sopandi Asnani Asnani Aulia Safitri, Aulia Azdy, Rezania Agramanist Azzahra, Haliza Bartolomeus Samho Bartoven Vivit Nurdin Beni, Muhammad Bernard Dehaan, Yeovan Naufal Capah, Agitha Casanova Chairunnisa, Devina Azzahra Chatarina Umbul Wahyuni Cristofer, Fernando Daulay, Okky Freeza Dede Hertina Dedet Erawati Denis Pramudia Putra Dermawijaya, Boyke Iskandarsyah Dewi Utami Dewi, Fitria Dewi, Manda Iska Eddy, Syaiful Elsa Efrina Elvi Yenie, Elvi Embunsari, Nur Enggar Alfianto Erdyvania Apritrycia Etty Puji Lestari Fahruzi, Akhmad Faisal, Amir Fatmawati, Fatmawati Fitria, Suci Gifari, Muhammad W. Grahita Kusumastuti, Grahita Hadia Sukma, Yoga Hakim Santoso, Abdul Hamada Zein Handayani, Kiki Yuli Hardi, Rahmat Sulhan Hari Agus Sujono Hartono, Ahmat Dwi Hayatou Oumarou Heri Sutanto Herninda, Amalia Revy Hong, Lim Zhen I Ketut Sutapa Ida Zahrina Imam, Asep Indiriani, Dini Irawan, Ghani Rafif Irwansyah, Defi Iskandar Mirza Istiqomah, Hilmi Aulia Jamaluddin, Bahman Janizal jannah, lailatul Jarwinda, Jarwinda Jayawarsa, A.A. Ketut Juhana, Riyadi Kadir Parewe, Andi Maulidinnawati Abdul Kamal, Ahmad Syazwan Ahmad Kholida, Putri Kisman, Zainul Komala, Yulia Laksono, Muharram Budi Latipah, Asslia Johar Madi, Madi Maharani, Nabilla Mahdi, Arisul Mansurudin, Mansurudin Margianto, Tofik Marlina Marlina Mashud, Mustain Mega Iswari Miati, Iis Muhammad Nur Ihsan, Muhammad Nur Muhartini Salim Muslimin, Ahmad Novi Mustagfirin Mustagfirin Nabila, Laila Nova Resfita Nugroho, Widianto Nuhan, Hudan Khalish Nur Aida Wassi`atu Sakdiah Nurhasan Nugroho Nurwijayanti Oscar Yasunari Pambudi, Wisnu Setyo Pingki Novita Berliana Pratama, Gerald Untirtha Prayuda, Peggy Ivana Priyanto, Rachmat Puji Astuti, Nur Rochmah Dyah Purwoko, Agus Putra, Fajri Profesio Putri Kholida Putri, Natasya Armelia Putri, Sherlyana Hardiyandeffi Raditia Fath Kharomatudzaky Rahmadi, Isnaini Rahmahtrisilvia Rahmahtrisilvia Rahman, Fikri Aulia Rahman, Rabiatul Adawiah Abdul Rahman, Titik Khawa Abdul Rahman, Yusuf A. Ramayanti, Rizka Renaldy, Rexsa Resfita, Nova Rio Febrianto Arifendi, Rio Febrianto Riyadl, Ahmad Ronny Durrotun Nasihien, Ronny Durrotun Rozak, Abd Rumondang, Rumondang Rupiarti, Riski Mini Saadah, Neng Siti Nur Sabar Sabar Sdarmin Sudarmin, Sdarmin Sekar Ambarsari Sujatmiko Putri Sepiah Dwi Cahyani Setiawan, Agung W. Setiawan, Cahya Heru Shamsuddin, Syamimi Siagian, Apriansyah Dharmawan Siburian, Marsudi siregar, umaiyu Siti Khumayah Sparingga, Daniel Sri Ernawati Sulistyowati Sulistyowati Sumarmi Supriyadi Supriyadi Supriyanto, Adolf Asih Susilo Susilo Sutikno Sutikno Syah, Yogi Darman Syahputra, Ahmad Reynaldi Syahrizal Nasution Syaripudin Syaripudin Thahyo Subroto, Thahyo Triharjanto, Robertus Heru Umar Al Faruq Wahyuningtyas, Amalia Wibowo, Nanang Roni Widodo Widodo, Panut Widodo, Teguh Heri Y. H. Yogaswara, Y. H. YOSAN, R BAGUS Yoseptry, Ricky Yulianti, Wayan Rifa Zaenal Arifin Zulmiyetri Zulmiyetri