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http://hdl.handle.net/10071/18203
acessibilidade
Title: Are the States United? An analysis of US hotels’ offers through TripAdvisor’s eyes
Authors: Moro, S.
Batista, F.
Rita, P.
Oliveira, C.
Ribeiro, R.
Keywords: Hotel offer
Customer satisfaction
Customer feedback
TripAdvisor
United States
Issue Date: 2019
Publisher: SAGE
Abstract: This empirical data-driven research aims to unveil thought-provoking insights on the U.S. hotel offer across its 50 states. Information of more than 30,000 hotels was collected through web scraping from TripAdvisor. Using such data, 50 support vector machine models were trained to model the TripAdvisor score, one per state, to assess the convergent and divergent factors in customer satisfaction across all the U.S. states. A conceptual model is proposed and validated through the data-driven support vector machine models developed for each state to identify convergent features across the states to explain customer satisfaction (here represented by TripAdvisor score). Hotel size, price, and stars are not moderated by the location, expressed by the corresponding state, although these highly influence satisfaction, whereas both hotel number of published photos and the amenities are affected by the location. Thus, adaptation issues were found regarding amenities and published photos within each state’s offer.
Peer reviewed: yes
URI: http://hdl.handle.net/10071/18203
DOI: 10.1177/1096348019854793
ISSN: 1096-3480
Ciência-IUL: https://ciencia.iscte-iul.pt/id/ci-pub-59039
Appears in Collections:IT-RI - Artigo em revista internacional com arbitragem científica
ISTAR-RI - Artigos em revistas científicas internacionais com arbitragem científica

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