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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 Majid Abdul Majid Agfianto Eko Putra Agfianto Eko Putra Agfianto Eko Putra Agus Harjoko Agus Harjoko Akbar, Rully Anggi Andi Dharmawan Aris Tundung Armaidy Armawi Artianingsih, Mahasika Dian Awaludin Nugraha Azhari SN Bayu Sutikno Budi Rahmani Budiawan, Budiawan Cika Fauziyah Cornelis Frederik Junifer Latupapua Cornellia, Ayu Helena Danu Kusuma Wardhana De-Ron Liang Dewi, Roels Ni Made Sri Puspa Dian Arymami Dyah Mutiarin, Dyah Edi Sofyan Endra Pitowarno Faisal Fajri Rahani Fajar Rinto Hadiputra Gamantyo Gamantyo Gunawan S Prabowo Gusriza, Fondina Heddy Shri Ahimsa Putra Heddy Shri Ahimsa-Putra Hendrie Adjie Kusworo Janianton Damanik Janianton Damanik Janianton Damanik John Soeprihanto John Soeprihanto, John Ketut Bayu Yogha Bintoro Khabib Mustofa Lisadewi, Isna Luthfi Aprilianto M Zacky Faluti M. Baiquni Maura Widyaningsih, Maura Meidy Putri Utami Mugenzi Thierry Muh. Asvial Muhammad Baiquni Muhammad Fadhlil Hadi Muhammad Kamal Mukti, Bentar Sagara Nugraheni, Agusta Ika Prihanti Nugraheni, Agusta Ika Prihanti Nur Rokhman Pradipta, Made Prasta Yostitia Pramusita, Arina Putro, Nur Achmad Sulistyo Qori' Bayyinaturrosyi Raden Sumiharto Rahani, Faisal Fajri Retnaningtyas Susanti Retnaningtyas Susanti Ridanto Eko Putro Rina Widiastuti, Rina Sardjono, Yadie Prasetyo Shouran, Zaied Saad Salem Siti Chalifatullah Siti Nurul Rofiqo Irwan Son Kuswadi Sri Rum Giyarsih Sudarmadji Sudarmadji Tonny Suhendra Unggul Wahyu Tri Purnomo Putro Untung Rahardja Venant Uzayisenga Wahyuni Reksoatmodjo Wibowo, Moh Edi Zaied Saad Shouran Zhofron, Nafis