Hotel demand;
Modeling and forecasting;
Data source;
Methodological development;
Literature review;
TOURISM DEMAND;
REVENUE MANAGEMENT;
OCCUPANCY RATE;
NEURAL-NETWORKS;
GUEST NIGHTS;
BIG DATA;
BUSINESS;
ACCURACY;
MODELS;
UNCERTAINTY;
D O I:
10.1108/TR-07-2022-0367
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
Purpose - This study aims to provide a comprehensive review of hotel demand forecasting to identify its key fundamentals and evolution and future research directions and trends to advance the field.Design/methodology/approach - Articles on hotel demand modeling and forecasting were identified and rigorously selected using transparent inclusion and exclusion criteria. A final sample of 85 empirical studies was obtained for comprehensive analysis through content analysis.Findings - Synthesis of the literature highlights that hotel forecasting based on historical demand data dominates the research, and reservation/cancellation data and combined data gradually attracted research attention in recent years. In terms of model evolution, time series and AI-based models are the most popular models for hotel demand forecasting. Review results show that numerous studies focused on hybrid models and AI-based models.Originality/value - To the best of the authors' knowledge, this study is the first systematic review of the literature on hotel demand forecasting from the perspective of data source and methodological development and indicates future research directions.
机构:
Univ Algarve, Res Ctr Tourism Sustainabil & Well Being CinTurs, Escola Super Gestao Hotelaria & Turismo, Faro, PortugalUniv Algarve, Res Ctr Tourism Sustainabil & Well Being CinTurs, Escola Super Gestao Hotelaria & Turismo, Faro, Portugal
Henriques, Henrique
Pereira, Luis Nobre
论文数: 0引用数: 0
h-index: 0
机构:
Univ Algarve, Res Ctr Tourism Sustainabil & Well Being CinTurs, Escola Super Gestao Hotelaria & Turismo, Faro, PortugalUniv Algarve, Res Ctr Tourism Sustainabil & Well Being CinTurs, Escola Super Gestao Hotelaria & Turismo, Faro, Portugal
机构:
Hong Kong Polytech Univ, Sch Hotel & Tourism Management, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Sch Hotel & Tourism Management, Kowloon, Hong Kong, Peoples R China
Goh, Carey
Law, Rob
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Sch Hotel & Tourism Management, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Sch Hotel & Tourism Management, Kowloon, Hong Kong, Peoples R China
机构:Univ Appl Sci & Art Western Switzerland, EHL Hospitality Business Sch, HES SO, Windisch, Switzerland
Viverit, Luciano
Heo, Cindy Yoonjoung
论文数: 0引用数: 0
h-index: 0
机构:
Univ Appl Sci & Art Western Switzerland, EHL Hospitality Business Sch, HES SO, Windisch, SwitzerlandUniv Appl Sci & Art Western Switzerland, EHL Hospitality Business Sch, HES SO, Windisch, Switzerland
Heo, Cindy Yoonjoung
Pereira, Luis Nobre
论文数: 0引用数: 0
h-index: 0
机构:
Univ Algarve, Res Ctr Tourism Sustainabil & Well Being, Faro, Portugal
Univ Algarve, Escola Super Gestao Hotelaria & Turismo, Faro, PortugalUniv Appl Sci & Art Western Switzerland, EHL Hospitality Business Sch, HES SO, Windisch, Switzerland
机构:
Dongbei Univ Finance & Econ, Sch Data Sci & Artificial Intelligence, Dalian 116025, Peoples R ChinaDongbei Univ Finance & Econ, Sch Data Sci & Artificial Intelligence, Dalian 116025, Peoples R China
Xu, Jian
Zhang, Wei
论文数: 0引用数: 0
h-index: 0
机构:
Dongbei Univ Finance & Econ, Sch Data Sci & Artificial Intelligence, Dalian 116025, Peoples R ChinaDongbei Univ Finance & Econ, Sch Data Sci & Artificial Intelligence, Dalian 116025, Peoples R China
Zhang, Wei
Li, Hengyun
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Sch Hotel & Tourism Management, Hong Kong, Peoples R ChinaDongbei Univ Finance & Econ, Sch Data Sci & Artificial Intelligence, Dalian 116025, Peoples R China
Li, Hengyun
Zheng, Xiang
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Sch Hotel & Tourism Management, Hong Kong, Peoples R ChinaDongbei Univ Finance & Econ, Sch Data Sci & Artificial Intelligence, Dalian 116025, Peoples R China
Zheng, Xiang
Zhang, Jing
论文数: 0引用数: 0
h-index: 0
机构:
Dongbei Univ Finance & Econ, Sch Data Sci & Artificial Intelligence, Dalian 116025, Peoples R ChinaDongbei Univ Finance & Econ, Sch Data Sci & Artificial Intelligence, Dalian 116025, Peoples R China