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Journal : International Journal Software Engineering and Computer Science (IJSECS)

Sentiment Analysis of Kredivo App Users Using the K-Nearest Neighbor Algorithm Saepudin; Sutisna
International Journal Software Engineering and Computer Science (IJSECS) Vol. 4 No. 3 (2024): DECEMBER 2024
Publisher : Lembaga Komunitas Informasi Teknologi Aceh (KITA)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35870/ijsecs.v4i3.3056

Abstract

In today's technological era, the internet has played an important role in all aspects of human life. This is also what drives various mobile applications to develop very rapidly. Kredivo is an instant credit solution that provides convenience to buy now pay later in a 1-month tenor or 3-month installment tenor with 0% interest. In addition, Kredivo is not only used for shopping purposes, but borrowers can also make withdrawals in the form of cash. However, not all users are satisfied with the service of the application. and the many comments submitted through the Kredivo application review feature on the Google Play Store. Therefore, in this study, researchers tried to conduct a sentiment analysis of Kredivo application users using the K-Nearest Neighbor algorithm. The purpose of this study was to determine the accuracy value produced by the K-Nearest Neighbor algorithm. From testing 1880 data using the cross-validation model, it was found that reviews containing positive sentiment were 62.55% and containing negative sentiment were 37.45%. Evaluation of the classification results using the Confusion Matrix test obtained an accuracy value of 79.36%, with a recall value of 83.08%, precision of 72.15%, and recall (Specificity) of 73.15%, so it can be concluded that the K-Nearest Neighbor algorithm can classify sentiments well using review data on Kredivo application users
Co-Authors . Hamsiah Abdul Fatah Abdul Haris Sunubi Abdul Khalik Achmad Sochabat Acuviarta, Acuviarta Ahdar Ahmad Mubarok Ahmad R Ai Nurhayati Aldebaran Raihan Revidy Ambo Dalle Anandha Budiantoro ANDRIANSYAH Apriliani, Afmi Apriliyani , Neng Virly Armita Sari, Siti Asep Supriatna Ayu Andini Bayan, Zubaidah Bela Ardila Buhaerah Darmawati Dede Sarim Dede Syahrudin Denny Hermawan, Denny Denny Hernawan, Denny Desi Fitriyana, Desi Dicky Fauzi Firdaus edy Ending Solehudin Euis Salbiah Fadhilla Kashmir Fadli Rais Firman Firman, Firmansyah Gotfridus Goris Seran Hadira Gustina Hamdanah Hamzah, Ari Muhamad Hani Nurhayanti Harun, Sabariah Noor Herdah Hisam Ahyani Iim Suryahim Iis Suryatini Ika Kartika Juliana Kasmiati Laode Muhamad Fathun Lisnawati, Retno Lukman Kato Lumumba, Patrice M. Asep Rahmatullah M. Ilham Gilang Masrur Umar Mifatahudin Mudzakkir, Muhammad Muh. Akib Muh. Akib D Muh. Aslan Muhammad Husein Maruapey Muhammad Saleh Mujahidah Munawaroh Munawaroh Munawaroh Mustofa, Syifa Aulia Al Mustopa Nanda Wulandari, Nanda Nur Asya, Said Salihin Nurfarah Nidatya Nurul Ramadhani Nurwati Panduwiguna, Ivans Purnamasari, Irma Puspita, Salma Fajar R. Akhmad Munjin Rahman Tanjung Ramdani, Faisal Tri Raodhatul Jannah Ratnawati, Aryanti Revidy, Aldebaran Raihan Rian Permana Riki Faisal Rini Novianti Yusuf Rita Rahmawati Rohman Heryana Sa'diah, Halimatu Saddam Husein Salsabila, Vidya Zahra Samadi, Mochammad Ramdan Sanin Sudrajat Savitri, Shela Indah Sepri Yunarman Setiawan, Koesworo Sinatria, Arifi Bhakti Solly Aryza St. Aminah St. Nurhayati Sudrajat, Sanin Surya Ramadhon, Taufiq Sutisna Syifa Aulia Al Mustofa Therasari, Anita Usman Wahyudin, Cecep Wiko Pibi Hardian Wiwi Uswatiyah Yumarni, Ani Zahra Aulia, Febria Zakiyah Zulfa, Agra Alfin zulfah fakhruddin