Tourism intelligence and online emotions: Sentiment analysis in boutique hotels of Puebla
DOI:
https://doi.org/10.61273/neyart.v3i3.148Keywords:
Tourist intelligence, Sentiment Analysis, Opinion Mining, Boutique Hotels, Web User ExperiencesAbstract
In a context of digitalized and highly competitive tourism, Tourism Intelligence (TI) leverages big data from online reviews to improve strategic decision-making and promote sustainability in the hotel sector. This study quantitatively analyzes tourist satisfaction in 20 boutique hotels in Puebla (Mexico), characterized by their unique design and deep cultural roots, through the examination of the emotional dimensions of the digital experience (web UX). Using a non-experimental, cross-sectional, and correlational quantitative design, 1,464 reviews collected between June and July 2025 from TripAdvisor, Booking.com, and Google Reviews were processed. Through natural language processing (NLP) techniques based on transformer models (RoBERTuito and BETO), predominant sentiments and emotions were classified.
The results reveal a clear predominance of positive sentiments (69.7%; n=1,021), compared to negative (16.3%) and neutral (14.0%) ones. The most frequent emotion was joy (52.4%), while disgust and anger together accounted for 18.2%. The average review length was only 16.3 words. Significant correlations were identified between dissatisfaction and aspects such as accessibility and service quality.
The study validates the use of sentiment analysis within Tourism Intelligence to generate predictive insights, confirm predominantly positive perceptions, and strengthen emotional bonds with boutique hotels. It is recommended to implement real-time monitoring with ReviewPro and longitudinal studies to reduce seasonal biases, thus contributing to a more responsible, competitive, and sustainable tourism model in Mexico.
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Albazzaz, A. B. (2003). Lifestyles of the Rich and Almost Famous: The Boutique Hotel Phenomenon in the United States. Boutique Hotel Strategy Analysis, 48. Obtenido de SCRIBD: https://es.scribd.com/document/619755220/Lifestyles-of-the-Rich-and-Almost-Famous-The-Boutique-Hotel
Álvarez, L. L. (16 de Junio de 2019). Software de analisis de sentimiento en la evaluacion de la satisfaccion de los visitantes del sector turismo de Trujillo,2018. Thesis, Universidad Privada del Norte. Obtenido de SOFTWARE DE ANÁLISIS DE SENTIMIENTO EN: https://es.scribd.com/document/539986672/Alvarez-Linch-Luis-Alonzo-Rios-Chacon-Miguel-Angel
Anhar, L. (12 de diciembre de 2001). The Definition of Boutique Hotels. Obtenido de Hospitality Net: https://www.hospitalitynet.org/editorial/4010409.html
Arhippainen, L. & Tähti, M. (2003). Empirical evaluation of user experience in two adaptive mobile application prototypes. Proceedings of the 2nd International Conference on Mobile and Ubiquitous Multimedia (MUM 2003), 011, Linköping University Electronic Press, 27-34. (I. B. Hansen, Ed.) Obtenido de VTT: http://www.ep.liu.se/ecp/011/007/ecp011007.pdf
Asociación de Marketing Promocional de Chile. (28 de Octubre de 2024). Asociación de Marketing Promocional de Chile. Obtenido de Asociación de Marketing Promocional de Chile: https://www.amdd.cl/glosario/
Balekjian, C. & Sarheim, L. (septiembre de 2011). BOUTIQUE HOTELS SEGMENT. Obtenido de HVS: https://www.hvs.com/content/3171.pdf
Bou, B. G. (2003). El guión multimedia (Anaya Multimedia ed.). Madrid, España: 2003. Obtenido de https://latam.casadellibro.com/libro-el-guion-multimedia-edicion-2003/9788441514591/876805
Boutique hotel. (25 de julio de 2025). Boutique hotel. Obtenido de Boutique hotel: https://boutiquehotel.me/mexico-df/
Bruhn, M. S. (2013). Antecedents and consequences of the quality of e-customer-to-customer interactions in B2B brand communities. Industrial Marketing Management, 43(1), 164-176. doi:10.1016/j.indmarman.2013.08.008 DOI: https://doi.org/10.1016/j.indmarman.2013.08.008
Buhalis, D. (2015). Destinos turísticos inteligentes: Mejorando la experiencia turística mediante la personalización de servicios. En I. I. Tussyadiah (Ed.), Tecnologías de la información y la comunicación en el turismo 2015 (Springer, Cham ed.). doi:https://doi.org/10.1007/978-3-319-14343-9_28
Butler, B. S. (2001). communication activity, and sustainability: A resource-based model of online social structures, Information Systems Research. Information Systems Research, 12(4), 346-362. doi:https://doi.org/10.1287/isre.12.4.346.9703 DOI: https://doi.org/10.1287/isre.12.4.346.9703
Casa del Poeta. (01 de ectubre de 2016). Casa del Poeta. Obtenido de https://casadelpoeta.es/que-es-un-hotel-boutique/
Celdrán, B. M. (2018). Smart tourism. Un estudio de mapeo sistemático. Cuadernos de Turismo(41). doi:https://doi.org/10.6018/turismo.41.326971
Chan, C. (21 de marzo de 2012). Lodging subsector report: boutique hotels. Accommodation subsector report, University of Guelph, Department of Hospitality and Tourism Management. Obtenido de https://atrium.lib.uoguelph.ca/server/api/core/bitstreams/f9e261e9-5f4c-4922-9022-147aef6bc812/content
Correia, S. M., Rita, P. & Moraes, S. E. (03 de Octubre de 2019). What is the core essence of small city boutique hotels? International Journal of Culture, Tourism and Hospitality Research. doi:10.1108/IJCTHR-01-2019-0007
D´Hertefelt, S. (2002). Emerging and future usability challenges: designing user experiences and user communities. Obtenido de Interaction Architect.: http://www.interactionarchitect.com/future/vision20000202shd.htm
Day, J. (2013). Emerging definitions of boutique and lifestyle hotels: A Delphi study. Journal of Travel & Tourism Marketing, 30, 715-731. doi:https://doi.org/10.1080/10548408.2013.827545 DOI: https://doi.org/10.1080/10548408.2013.827549
El sueño. (2024). El sueño hotel + spa. Obtenido de El sueño hotel + spa: https://www.elsueno-hotel.com/aviso-legal.html?_gl=1*1gr8h5q*_up*MQ..*_gs*MQ..&gclid=CjwKCAjwup3HBhAAEiwA7euZumEJ0Kry8U6LsYFdAw3uTrJh3_rtYKnE0dT6Z34vqlgXlkYgo2tZRhoCytQQAvD_BwE&gbraid=0AAAAADtzc6tpde6OYNhYplmC_D-JklAMB
Femenia, S. F., & Baidal, J. (2021). Do smart tourism destinations really work? The case of Benidorm. Asia Pacific Journal of Tourism Research. doi:10.1080/10941665.2018.1561478
Gallego, G. C. (2022). Inteligencia artificial y desarrollo sostenible del turismo: El valor de los acuerdos de colaboración. ESIC Market. Economics and Business Journal, 53(3), e281-e281. doi:https://doi.org/10.7200/esicm.53.281 DOI: https://doi.org/10.7200/esicm.53.281
George, O. A. (2024). Sentiment analysis applied to tourism: exploring tourist-generated content in the case of a wellness tourism destination. International Journal of Spa and Wellness, 7(2), 139-161. doi:https://doi.org/10.1080/24721735.2024.2352979 DOI: https://doi.org/10.1080/24721735.2024.2352979
Ghomi, V. G. (2021). Antecedents and consequences of customer flexibility: Establishing the link to firm competitive advantage. Journal of Retailing and Consumer Services, 62, 102609. doi:https://doi.org/10.1016/j.jretconser.2021.102609 DOI: https://doi.org/10.1016/j.jretconser.2021.102609
Giménez, A. (10 de octubre de 2025). Hoteles boutique: La nueva tendencia en arquitectura experiencial. Obtenido de Alejandro Giménez ARCHITECTS: https://alejandrogimenez.net/es/hoteles-boutique-nueva-tendencia-arquitectura-experiencial/
Gössling, S. (2016). Tourism, information technologies and sustainability: an exploratory review. Journal of Sustainable Tourism, 25(7), 1024-1041. doi:https://doi.org/10.1080/09669582.2015.1122017 DOI: https://doi.org/10.1080/09669582.2015.1122017
Grossmann, W., Hudec, M. & Kurzawa, R. (05 de enero de 2005). Web usage mining in e-commerce. International Journal of Electronic Business, 2(5), 480-492. doi:10.1504/IJEB.2004.005881 DOI: https://doi.org/10.1504/IJEB.2004.005881
Gu, B. & Jarvenpaa, S. (2003). Online discussion boards for technical support: the effect of token recognition on customer contributions. ICIS 2003 Proceedings, (pág. 10). Obtenido de https://aisel.aisnet.org/icis2003/10
Guindo Design. (2025). UX case study: Defining and designing ReviewPro. Obtenido de Guindo Design: https://www.guindo.com/es/portfolio/reviewpro.php#:~:text=Acerca%20de%20ReviewPro,para%20el%20sector%20hotelero%20chino.
Hanif, N. (2022). Competitive intelligence process and strategic performance of banking sector in Pakistan. International Journal of Business Information Systems, 39(1), 52-75. doi:https://doi.org/10.1504/IJBIS.2022.120368 DOI: https://doi.org/10.1504/IJBIS.2022.120368
Hotel tech report. (2020). ForwardKeys. Obtenido de hoteltechreport.com: https://hoteltechreport.com/es/revenue-management/business-intelligence/forwardkeys
IBM. (2025). User experience IBM. Obtenido de IBM: https://www.ibm.com/mx-es/think/topics/user-experience
Ivanov, S. G. (2019). Progress on robotics in hospitality and tourism: a review of the literature. Journal of Hospitality and Tourism Technology, 10(4), 489-521. doi:https://doi.org/10.1108/JHTT-08-2018-0087 DOI: https://doi.org/10.1108/JHTT-08-2018-0087
Johns, N., Teare, R. & Aggett, M. (13 de marzo de 2007). What has influenced growth in the UK's boutique hotel sector? International Journal of Contemporary Hospitality Management, 19(2), 169-177. doi:https://doi.org/10.1108/09596110710729274 DOI: https://doi.org/10.1108/09596110710729274
Kang, J. (2011). Social media marketing in the hospitality industry: the role of benefits in increasing brand community participation and the impact of participation on consumer trust and commitment toward hotel and restaurant brands, Dissertations & Theses Global. Thesis, Iowa State University. doi:https://doi.org/10.31274/etd-180810-4449
Kankainen, A. (9 de Diciembre de 2002). Emotional experience of using digital products and services. Thesis, Helsinki University of Technology. Obtenido de http://lib.tkk.fi/Diss/2002/isbn9512263076/
Knapp, B. A. (2003). La Experiencia del Usuario (Anaya Multimedia ed.). Madrid, España: 2003. Obtenido de https://latam.casadellibro.com/libro-la-experiencia-del-usuario/9788441514799/877956
Kurgun, H., Bağıran, D., Maral, B. & Ozeren, E. (01 de diciembre de 2011). Entrepreneurial Marketing-The Interface between Marketing and Entrepreneurship: A Qualitative Research on Boutique Hotels. European Journal of Social Sciences, 26(3), 340-357. Obtenido de https://www.researchgate.net/publication/235651974_Entrepreneurial_Marketing-The_Interface_between_Marketing_and_Entrepreneurship_A_Qualitative_Research_on_Boutique_Hotels
Leung, X. B. (2015). The marketing effectiveness of social media in the hotel industry: A comparison of Facebook and Twitter, Journal of Hospitality & Tourism Research. Journal of Hospitality & Tourism Research, 39(2), 147-169. doi:10.1177/1096348012471381 DOI: https://doi.org/10.1177/1096348012471381
Liu, B. (2015). Sentiment Analysis: Mining Opinions, Sentiments, and Emotions. doi:10.1017/CBO9781139084789 DOI: https://doi.org/10.1017/CBO9781139084789
Luque, G. A. (2015). Los destinos turísticos inteligentes en el marco de la inteligencia territorial: conflictos y oportunidades. Investigaciones Turísticas, 10, 1-25. doi:https://doi.org/10.14198/INTURI2015.10.01 DOI: https://doi.org/10.14198/INTURI2015.10.01
Mabrian. (2024). Inteligencia turística potenciada por big data, ia y expertos humanos en turismo. Obtenido de mabrian.com: https://mabrian.com/es/sobre-nosotros/
Mahlke, S. (2002). Factors influencing the experience of website usage. Conference on Human Factors in Computing Systems - Proceedings, 846-847. doi:10.1145/506443.506628 DOI: https://doi.org/10.1145/506443.506628
Melo, P. L., Barrera, C. M., & Franconetti, M. J. (1 de octubre de 2021). BOUTIQUE HOTELS AS A FORM OF ACTIVE RECOVERY OF THE HISTORICAL-CULTURAL HERITAGE IN PALMA DE MALLORCA, SPAIN. Journal of Tourism and Heritage Research, 4(4), 87-102. Obtenido de https://jthr.es/index.php/journal/article/view/317?utm_source=chatgpt.com
Morville, P. (24 de Junio de 2004). User experience design. Obtenido de Semantic Studios: http://semanticstudios.com/publications/semantics/000029.php
Naumann, K. (11 de Marzo de 2015). Exploring the process of customer engagement, self-brand connections and loyalty, Problems and perspectives in management. Problems and Perspectives in Management, 13(1), 55-66. doi:https://doi.org/10.21511/ppm.13(1).2015.06
Newton, J. (4 de mayo de 2021). A New Wave of Boutique Hotels Is Establishing Mérida as Mexico's New Cultural Capital. Obtenido de Architectural Digest: https://senseable.mit.edu/news/pdfs/20210331_MSN.pdf
Norman, D. A. (2004). Emotional design: Why we love (or hate) everyday things. Obtenido de JND.org: https://jnd.org/emotional-design-why-we-love-or-hate-everyday-things/
Pang, B. &., & Lee, L. (2008). Opinion Mining and Sentiment Analysis. Foundations and Trends® in Information Retrieval, 2(1-2), 1-135. doi:10.1561/1500000001 DOI: https://doi.org/10.1561/1500000011
Răbonţu, C. I., & Niculescu, G. (2009). Boutique Hotels - New Appearances in Hotel Industry in Romania. Annals of the University of Petroşani, Economics., 9(2), 209-214. Obtenido de https://www.upet.ro/annals/economics/pdf/2009/20090227.pdf
Rosenbrock, G., Trosero, S., & Pascal, A. (2 de Febrero de 2022). Técnicas de Análisis de Sentimientos Aplicadas. Trabajo Final de Grado, Universidad Nacional de San Agustín de Arequipa, Repositorio Institucional SEDICI - Universidad Nacional de La Plata. Obtenido de Técnicas de Análisis de Sentimientos Aplicadas: https://sedici.unlp.edu.ar/bitstream/handle/10915/130344/Documento_completo.pdf-PDFA.pdf?sequence=1&isAllowed=y
Shidore, M. M., Machh, J., P. M., & Barmade, M. (26 de Octubre de 2015). Survey on Aspect-Level Sentiment Analysis. RSC Advances, 5, 91908–91921. doi:10.1039/c5ra17718a DOI: https://doi.org/10.1039/C5RA17718A
Sigala, M. (2018). New technologies in tourism: From multi-disciplinary to anti-disciplinary advances and trajectories. Tourism management perspectives, 25, 151-155. doi:https://doi.org/10.1016/j.tmp.2017.12.003 DOI: https://doi.org/10.1016/j.tmp.2017.12.003
STR. (2022). Acerca de STR. Obtenido de str.com: https://str.com/es/about
TourMIS. (2006). Definitions in city tourism. Obtenido de TourMIS: https://www.tourmis.info/material/Ostertag.pdf
Tripadvisor. (2025). Hoteles boutique en Puebla. Obtenido de Tripadvisor: https://www.tripadvisor.com.mx/HotelsList-Puebla-Hoteles-Boutique-zfp141625.html
Unsal, A. B., & Zeytinoglu, I. U. (18 de Junio de 2018). We are like a family! Flexibility and Intention to stay in Boutique Hotels in Turkey. Relations industrielles / Industrial Relations, 73(2), 319-342. doi:https://doi.org/10.7202/1048573 DOI: https://doi.org/10.7202/1048573ar
Villar, G. M. (2024). Ventajas y barreras en la creación del sistema de iteligencia turística en los destinos turísticos inteligentes. Cuadernos de turismo(53), 133-156. doi:https://doi.org/10.6018/turismo.616421 DOI: https://doi.org/10.6018/turismo.616421
Vivek, S. D. (2012). Customer engagement: Exploring customer relationships beyond purchase, Journal of Marketing Theory and Practice. Journal of Marketing Theory and Practice, 20(2), 122-146. doi:https://doi.org/10.2753/MTP1069-6679200201 DOI: https://doi.org/10.2753/MTP1069-6679200201
Wang, Y. Y. (2002). Defining the virtual tourist community: implications for tourism marketing. Tourism Management, 23(4), 407-417. doi:https://doi.org/10.1016/S0261-5177(01)00093-0 DOI: https://doi.org/10.1016/S0261-5177(01)00093-0
Webber, C. G. (01 de septiembre de 2017). Extração de Conhecimento em Texto: Interpretando Opiniões, Percebendo Sentimentos. Revista Eletrônica Argentina-Brasil de Tecnologias da Informação e da Comunicação, 1. doi:10.5281/zenodo.887417
Zhang, Q. (01 de diciembre de 2008). Web Mining: A survey of current research, techniques, and software. International Journal of Information Technology & Decision Making, 7. doi:10.1142/S0219622008003150
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Copyright (c) 2025 Vidal Armas Torres , Ramón Sebastián Acle Mena , Franco Rojas López , Salin Armas Torres , Wendy Berenice López Torres

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