{"title":"酒店客房特征分析中自变量的选择","authors":"P. Mitsis","doi":"10.1177/13567667231152939","DOIUrl":null,"url":null,"abstract":"The hedonic pricing method has been applied in the analysis of hotel room rates since the early 1990s and ever since has become the norm in the investigation of hotel room price determinants. A usual problem in the specific literature is that there are no theoretical guidelines in selecting the explanatory variables in hedonic pricing models. Therefore, scholars employed in such kind of research face the challenge of which of the numerous price determinants proposed in the literature should they include in their own analysis, with the hazard of multicollinearity complicating the issue even further. The current article proposes a strategy where both the variable selection problem and the potential multicollinearity are faced by utilizing a combination of stepwise regression techniques with a proper categorization of the candidate regressors. This procedure is used in analysing the determining factors of the hotel accommodation prices in Cyprus, a country whose economy is highly dependent on tourism, for 12 consecutive months, in order to account for the inherent seasonality. The main findings suggest that adding some attributes to the advertisements of the hotels significantly increase hoteliers’ remunerations, but advertising certain other features may be actually sending negative signals, therefore hoteliers should consider excluding them from their brochures.","PeriodicalId":47859,"journal":{"name":"Journal of Vacation Marketing","volume":null,"pages":null},"PeriodicalIF":4.5000,"publicationDate":"2023-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Selecting independent variables in the hedonic analysis of hotel rooms\",\"authors\":\"P. Mitsis\",\"doi\":\"10.1177/13567667231152939\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The hedonic pricing method has been applied in the analysis of hotel room rates since the early 1990s and ever since has become the norm in the investigation of hotel room price determinants. A usual problem in the specific literature is that there are no theoretical guidelines in selecting the explanatory variables in hedonic pricing models. Therefore, scholars employed in such kind of research face the challenge of which of the numerous price determinants proposed in the literature should they include in their own analysis, with the hazard of multicollinearity complicating the issue even further. The current article proposes a strategy where both the variable selection problem and the potential multicollinearity are faced by utilizing a combination of stepwise regression techniques with a proper categorization of the candidate regressors. This procedure is used in analysing the determining factors of the hotel accommodation prices in Cyprus, a country whose economy is highly dependent on tourism, for 12 consecutive months, in order to account for the inherent seasonality. The main findings suggest that adding some attributes to the advertisements of the hotels significantly increase hoteliers’ remunerations, but advertising certain other features may be actually sending negative signals, therefore hoteliers should consider excluding them from their brochures.\",\"PeriodicalId\":47859,\"journal\":{\"name\":\"Journal of Vacation Marketing\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":4.5000,\"publicationDate\":\"2023-02-03\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Vacation Marketing\",\"FirstCategoryId\":\"91\",\"ListUrlMain\":\"https://doi.org/10.1177/13567667231152939\",\"RegionNum\":3,\"RegionCategory\":\"管理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BUSINESS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Vacation Marketing","FirstCategoryId":"91","ListUrlMain":"https://doi.org/10.1177/13567667231152939","RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS","Score":null,"Total":0}
Selecting independent variables in the hedonic analysis of hotel rooms
The hedonic pricing method has been applied in the analysis of hotel room rates since the early 1990s and ever since has become the norm in the investigation of hotel room price determinants. A usual problem in the specific literature is that there are no theoretical guidelines in selecting the explanatory variables in hedonic pricing models. Therefore, scholars employed in such kind of research face the challenge of which of the numerous price determinants proposed in the literature should they include in their own analysis, with the hazard of multicollinearity complicating the issue even further. The current article proposes a strategy where both the variable selection problem and the potential multicollinearity are faced by utilizing a combination of stepwise regression techniques with a proper categorization of the candidate regressors. This procedure is used in analysing the determining factors of the hotel accommodation prices in Cyprus, a country whose economy is highly dependent on tourism, for 12 consecutive months, in order to account for the inherent seasonality. The main findings suggest that adding some attributes to the advertisements of the hotels significantly increase hoteliers’ remunerations, but advertising certain other features may be actually sending negative signals, therefore hoteliers should consider excluding them from their brochures.
期刊介绍:
Journal of Vacation Marketing is a fully peer reviewed international journal that publishes original research and review articles on topics relating to the marketing of destinations and businesses/organisations involved in the wider tourism, hospitality and events industries. Its objective is to provide a forum for the publication of refereed academic papers and reviewed practitioner papers which are of direct relevance to industry, while meeting the highest standards of intellectual rigour.