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Journal : International Journal of Informatics, Information System and Computer Engineering (INJIISCOM)

Seeing the Unseen? Opportunities and Challenges in Understanding Tourist Behaviors from UGC using Large Language Models (LLMs) Gusriza, Fondina; Priyambodo, Tri Kuntoro; Mustofa, Khabib; Mutiarin, Dyah
International Journal of Informatics, Information System and Computer Engineering (INJIISCOM) Vol. 8 No. 1 (2027): INJIISCOM: VOLUME 8, ISSUE 1, JUNE 2027 (Online First)
Publisher : Universitas Komputer Indonesia

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Abstract

The era of digital tourism has resulted in various of User-Generated Content (UGC), such as online reviews, social media, and travel blogs. UGC is an important source of data for understanding tourist behaviours but often overlooked. This study explores the opportunities and challenges of using Large Language Models (LLMs) as a new approach to analyse UGC. The data were collected from TripAdvisor, focusing on 15 cultural heritage sites in Yogyakarta, Indonesia, with more than 13,000 user reviews. OpenAI’s Large Language Model was applied through API integration in Python, and a Natural Language Processing (NLP) approach was used to analyse tourist motivations, experiences, and satisfaction. The analytical process includes web scraping, text pre-processing, theory-driven classification, prompt engineering, and lexicon mapping. This paper contributes to the emerging discourse on the use of Artificial Intelligence in tourism studies, particularly in understanding tourist behaviours through textual data.
Co-Authors Abdul Manaf, Halimah binti Achmad Nurmandi Agus Sugiarto Akbar, Paisal Akhmad Kurniawan Albakeri, Norsyaza Husna Alva Beriansyah Andi Nur Fiqhi Utami, Andi Nur Fiqhi Andri Putra Kesmawan Apriliyanti, Kiki Arie Saputra, Herdin Arip Suprianto, Arip Aryanti, Ni Nyoman Sri Asiah, Uswatun Astuti, Laras Bambang Irawan Bernadet Sihombing binti Abdul Manaf, Halimah DENI SETIAWAN Divantika, Helmi Satriananda Eko Atmojo, Muhammad Eko Priyo Purnomo Eni Harmayani Fathani, Aqil Teguh Febty, Inggi Miya Firmanto Latief, Firmanto Gowinda, Ida Bagus Gusriza, Fondina Hadmar, Ahmad Muhardin Halimah Halimah Herman Rante, Herman Ibrahim, Adil Hassan Ikhwan Rahmatika Latif Irsya Latif, M. Daud Iskandar Iskandar Isolana, Jack B. Janianton Damanik Jasmine, Asyifa Nadia Jovita, Hazel D. Jubba, Hasse Kamaludin, Nurul Kharismawati Khabib Mustofa Lestari, Riski Puspita Lianawati, Fitri M. Rafi Made Kutanegara, Pande Maharani, Putri Widiyana Malawani, Ajree Ducol Michel, Diana Misran mito, sarmito Muchamad Zaenuri, Muchamad Muhamad Fajar Pramono Muhammad Eko Atmojo, Muhammad Eko Muhammad Fikar, Muhammad Muhammad Hakam Ulfi Ikfina, Muhammad Hakam Ulfi Muhammad Khozin Muttaqien, Muhammad Nambassa, Gloria Nasrulhaq Nasrulhaq, Nasrulhaq Naz, Samra Nur Khaerah, Nur Nur, Utami Nurhidayanti, Nadia Tri Nurul Huda Nyssa, Andi Visca Irfa Palomares, Perla P. Pangestu, Dita Idfi Prabawa, Windhi Gita Prambudi, Yogi Purwaningsih, Titin Putri Pratiwi, Vindhi Putri, Indah Ameylia Rahmat, Al Fauzi Rahmawati, DE Ramadlan, Benny - Rizal Khadafi, Rizal Rochma Bertiana, Rochma Rofi, Muhammad Naufal Rofi Ruanda, Romi Ruhullah, Mohammad Eisa Sakir Sakir, Sakir Saputra, Herdin Arie Saputri, Rivi Saputro, Muhammad Noor Cahyadi Eko SATAPORN ROENGTAM, SATAPORN SLAMET HARIYANTO, SLAMET Sri Utami Suardi, Wahdania Sukarno, Mohamad Sunyoto Usman Supriyani Supriyani Suranto Suranto Suswanta Tamzis Sarwana, Tamzis Titik Sunarti Widyaningsih Tri Kuntoro Priyambodo Ulung Pribadi, Ulung Wahyudi Kumorotomo Wahyuni, Herpita Wening Udasmoro Younus, Muhammad Yuniarti, Shintia Zamani, Muhammad Bagus Zulkifli, Zarina Zuly Qodir