Designing an Chatbot with NLP Technology in a Website-Based New Student Admission Information System

  • Muhammad Fathan Fauzan Universitas Muhammadiyah Prof.Dr Hamka
  • Rahmi Imanda Universitas Muhammadiyah Prof.Dr Hamka
  • Muhammad Adryan Hasbi Universitas Muhammadiyah Prof.Dr Hamka
Keywords: Academic System,, Chatbot, Natural Language processing, New Student Admission

Abstract

In the fast pace of digitalization, student admission information system websites face the challenge of providing responsive and quality services to applicants. One emerging solution is the use of chatbots, which enable automated interaction with customers. Technology continues to transform over time.  At SMK Insan Teknologi (InTek), the service process is still manual, such as physical archives for student registration, incomplete information, and the absence of an official website. To improve administration and data access, a web-based information system is offered. While the Chatbot helps in interactive services and time efficiency to answer registrants' questions, NLP is used to make the conversation in the chat more natural and easy to understand by registrants. The results of testing the system show that the system functions properly in responding to messages sent through the chatbot on the website both from the message text according to the intent, as well as abstract text and not according to the pattern with an accuracy rate of 87,5%. It is hoped that this research can improve the quality of service and administrative efficiency at SMK Insan Teknologi and can be applied in other educational institutions.

Downloads

Download data is not yet available.

References

K. Abror, T. Wahyuwono, C. Alfianti Oktavia, and M. Kartikasari, “ELANG: Journal of Interdisciplinary Research Development Of An Information And Academic Service System With Chatbot Feature Using Dialogflow Informasi Artikel Abstrak,” no. S1.

D. Made, D. U. Putra, G. S. Mahendra, and E. Mulyadi, “Sistem Informasi Penerimaan Siswa Baru Pada Smp Negeri 3 Cibal Berbasis Web,” Inser. Inf. Syst. Emerg. Technol. J., vol. 3, no. 1, 2022.

F. Saputra, R. M. Handoko, W. Putra, R. Priskila, and V. H. Pranatawijaya, “Chatbot Berbasis Whatsapp Teknik Informatika Universitas Palangkaraya: Rules Based System,” Jurnal Teknlogi Informatika dan Komputer MH. Thamrin , vol. 10, no. 1, pp. 296–308, 2024, doi: 10.37012/jtik.v10i1.2111.

A. Simorangkir, P. I. Sihite, C. L. Kiareni, R. Priskila, and V. Handrianus Pranatawijaya, “Pemodelan Chatbot Rekomendasi Hotel Dengan Menggunakan Natural Language Processing,” Jurnal Sistem Informasi Dan Teknik Komputer, vol. 9, no. 1, pp. 46–50, 2024.

Haidir, T. Muhamad, Roviati, and Deka, “Penerapan Chat-Gpt Dalam Pembelajaran Biologi,” Jurnal Sosial dan Teknologi (SOSTECH) , vol. 4, no. 3, pp. 182–189, 2024.

R. P. Yuwan, R. Soelistijadi, and E. Zuliarso, “Implementasi Chatbot Telegram untuk Meningkatkan Kualitas Layanan Jaringan Internet Pada Layanan ICONNET Menggunakan Penerapan Metode Action Research (AR),” Jurnal Teknologi Informasi dan Komunikasi, vol. 8, no. 1, pp. 40–48, 2024.

K. Darmaastawan, “Penerapan Chatbot Telegram pada Sistem Pakar untuk Mendeteksi Kerusakan Sepeda Motor dengan Metode Depth-first Search,” G-Tech: Jurnal Teknologi Terapan, vol. 8, no. 1, pp. 603–614, Jan. 2024, doi: 10.33379/gtech.v8i1.3913.

Ardiansyah, “Pendampingan Perancangan Chatbot Sebagai Media Interaktif Dalam Menghadapi Tantangan Era Digitalisasi,” Lamahu: Jurnal Pengabdian Masyarakat Terintegrasi, vol. 2, no. 1, pp. 44–55, Feb. 2023, doi: 10.34312/ljpmt.v2i1.18078.

C. Wahyu Kusuma, D. Gilang Lukito, and I. Made Suraharta, “Perancangan Sistem ETLE Berbasis Web dengan Metode SDLC (System Development Life Cycle) Waterfall (Studi Kasus: Kota Tegal),” vol. 4, no. 8, Aug. 2024.

P. Intani Sihite, A. Simorangkir, N. Noor Kamala Sari, and V. Handrianus Pranatawijaya, “Integrasi Chatbot Custom Chatgpt Dengan Chatbase Dalam Meningkatkan Pengalaman Pengguna Dan Efisiensi Layanan Dalam Website E-Commerce,” Jurnal Mahasiswa Teknik Informatika, vol. 8, no. 3, pp. 3532–3536, 2024.

T. Destiany, Y. Iskandar, and kasman, “Analisis Customer Service Menggunakan Chatbot Berbasis Artificial Intelligence (Suatu Studi pada Daya Motor Honda Ciamis),” Business Management And Entrepreneurship Journal, vol. 4, no. 4, pp. 103–112, 2022.

F. Saputra, R. M. Handoko, W. Putra, R. Priskila, and V. H. Pranatawijaya, “Chatbot Berbasis Whatsapp Teknik Informatika Universitas Palangkaraya: Rules Based System,” Jurnal Teknlogi Informatika dan Komputer MH. Thamrin , vol. 10, no. 1, pp. 296–308, 2024, doi: 10.37012/jtik.v10i1.2111.

Rosidin, D. A. Sulaeman, Sukarsa, A. Kohar, and M. I. Habibi, “Pengembangan Algoritma Pemrosesan Bahasa Alami Untuk Aplikasi Chatbot Dalam Pelayanan Pelanggan,” Jurnal Review Pendidikan dan Pengajaran, vol. 7, no. 3, pp. 7409–7414, 2024.

Nurhapiza, N. S. Harahap, M. Fikry, and M. Affandes, “Penerapan Chatbot pada Aplikasi Web Tanya Jawab Tentang Fiqih,” Journal of Computer System and Informatics (JoSYC) , vol. 5, no. 3, pp. 548–557, 2024.

D. Damayanti and A. K. Nuzuli, “Studi Kasus Implementasi Teknologi Chatbot sebagai Asisten Virtual dalam,” Reslaj: Religion Education Social Laa Roiba Journal, vol. 6, no. 3, pp. 1178–1792, 2024, doi: 10.47476/reslaj.v6i3.4858.

I. Amirulloh, M. W. Pertiwi, and T. Wibisono, “Rancang Bangun Chatbot Whatsapp Menggunakan Node Js Dan Model Natural Languange Processing Untuk Layanan Ppdb Smk Ypc Tasikmalaya,” Jurnal Informatika dan Teknik Elektro Terapan, vol. 12, no. 1, Jan. 2024, doi: 10.23960/jitet.v12i1.3846.

F. Rizki, A. Sutiyo, N. S. Harahap, S. Agustian, and R. M. Candra, “Implementasi Question Answering Berbasis Chatbot Telegram Pada Tafsir Al-Jalalain Menggunakan Langchain dan LLM,” KLIK: Kajian Ilmiah Informatika dan Komputer, vol. 4, no. 5, pp. 2464–2472, 2024, doi: 10.30865/klik.v4i5.1784.

A. Anam and S. N. Anwar, “Telegram Chatbot Implementation Using Rasa Framework to Recommend Tourism in Semarang City,” Jurnal Ilmiah Komputasi, vol. 23, no. 1, pp. 121–130, 2024.

D. T. Ndomaina, S. Esabella, I. Made Widiarta, and N. Dery Sofya, “Sumbawa University Of Technology Infomatrix : Enhancing University Engagement Through An Intelligent Chatbot System,” Bulletin of Information Technology (BIT), vol. 5, no. 1, pp. 1–8, 2024, doi: 10.47065/bit.v5i1.1125.

U. Kalsum and B. Rakhim, “Implementasi Framework Flutter untuk Chatbot Informasi Sistem Berbasis Aplikasi Mobile,” INNOVATIVE: Journal Of Social Science Research, vol. 4, no. 2, pp. 6272–6286, 2024, [Online]. Available: https://j-innovative.org/index.php/Innovative

A. Rachman, I. Mardhiyah, and M. Jannah, “KLIK: Kajian Ilmiah Informatika dan Komputer Implementasi Chatbot FAQ pada Aplikasi Monev Kinerja Direktorat Jenderal Anggaran Menggunakan Framework Rasa Open Source,” Media Online, vol. 4, no. 1, pp. 62–72, 2023, doi: 10.30865/klik.v4i1.1020.

L. Swastiko and A. Fauzi, “Implementasi Teknologi Chatbot Pada Contact Center Kring Pajak 1500200: Dampak Terhadap Kapasitas Layanan,” JURNAL JAMAN, vol. 3, no. 1, pp. 111–120, 2023, [Online]. Available: www.pajak.go.id

A. Isma, Rosidah, S. Sahalik Rahman, Nasrullah, A. Setiawan Syam, and N. Sari, “Analisis Penggunaan Chatbot Berbasis AI pada Model Hybrid di Jurusan Teknik Informatika dan Komputer,” Journal of Vocational, Informatics and Computer Education, vol. 1, no. 2, pp. 79–92, 2023, doi: 10.61220/voice.

R. Ady Sanjaya and E. Winarno, “Pengembangan Chatbot Informasi Pariwisata di Kabupaten Pati Menggunakan Metode Natural Language Processing Berbasis Dialogflow,” Jutisi: Jurnal Ilmiah Teknik Informatika dan Sistem Informasi, vol. 13, no. 1, pp. 368–378, 2024.

K. Abror, T. Wahyuwono, C. Alfianti Oktavia, and M. Kartikasari, “Development Of An Information And Academic Service System With Chatbot Feature Using Dialogflow Informasi Artikel Abstrak,” ELANG: Journal of Interdisciplinary Research , vol. 1, no. 2, pp. 141–153, 2024.

Published
2024-11-05
How to Cite
[1]
M. F. Fauzan, R. Imanda, and M. Hasbi, “Designing an Chatbot with NLP Technology in a Website-Based New Student Admission Information System”, JAIC, vol. 8, no. 2, pp. 358-366, Nov. 2024.
Section
Articles