利用决策树分析法研究影响顾客满意度的酒店特点和设施

IF 3 Q2 HOSPITALITY, LEISURE, SPORT & TOURISM
Ali Pişirgen, Ali Mert Erdoğan, Serhat Peker
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引用次数: 0

摘要

目的 本研究旨在根据谷歌评论得分,找出对顾客满意度有重大影响的关键酒店特征和设施。通过应用决策树分析法,本研究试图确定服务质量、酒店设施和地理位置等哪些方面在塑造客户体验方面起着关键作用。研究使用了从 Hotels.com 收集的数据集,其中包含伊兹密尔省 802 家酒店的各种特征。研究结果分析表明,房间数量是影响酒店评分的主要因素,距离机场的远近和酒店分类也是重要因素。公共交通距离和洗衣服务等其他因素也很重要,而自动取款机、海滩和水疗中心等设施对顾客满意度没有显著影响。这些发现强调了核心设施和可达性的重要性。它为酒店管理者提供了实际意义,使他们能够以数据为导向进行改进,以实现顾客满意度。将决策树模型创建的规则整合到酒店管理系统中,可以提高酒店业的运营效率和竞争优势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Examining hotel characteristics and facilities influencing customer satisfaction using decision tree analysis

Purpose

This study aims to identify the key hotel characteristics and facilities that significantly influence customer satisfaction based on Google review scores. By applying decision tree analysis, the research seeks to determine which aspects, such as service quality, hotel facilities and location, play pivotal roles in shaping customer experiences. The objective is to provide professional with practical recommendations to improve service quality and cultivate enduring customer loyalty.

Design/methodology/approach

The research used a data set collected from Hotels.com, featuring various characteristics of 802 hotels in Izmir Province. Decision tree analysis was conducted using Classification and Regression Tree algorithm to explore the relationship between hotel characteristics and facilities with customer satisfaction.

Findings

The analysis revealed that the number of rooms is the primary factor influencing hotel ratings, with proximity to the airport and hotel classification also being significant. Additional factors such as public transportation distance and laundry services were important, while facilities such as ATMs, beach access and spas showed no significant impact on customer satisfaction. These findings emphasize the importance of core facilities and accessibility.

Originality/value

This study contributes to the literature by offering a novel approach, using decision tree analysis to assess hotel customer satisfaction with structured data. It provides practical implications for hotel managers, enabling them to make data-driven improvements to achieve customer satisfaction. The integration rules created by the decision tree model into hotel management systems can enhance operational efficiency and competitive advantage in the hospitality industry.

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来源期刊
International Journal of Tourism Cities
International Journal of Tourism Cities HOSPITALITY, LEISURE, SPORT & TOURISM-
CiteScore
5.90
自引率
11.50%
发文量
47
期刊介绍: A peer-reviewed journal, the International Journal of Tourism Cities provides an international forum for the critical study of urban tourism and tourism cities. The journal aims to be inter-disciplinary in its appreciation of tourism cities and tourism in urban areas, and welcomes original, theoretically-informed articles from those involved in the planning, management or marketing of tourism in city destination or places adjoining urban areas. Urban tourism and travel cover many disciplines and impinge on numerous aspects of daily life within cities. Moreover, they play a key role in domestic and international tourism in most countries, and cities often function as key travel gateways and tourism destinations. The International Journal of Tourism Cities contents include primary research articles, expert discussions on current urban tourism issues, and tourism city case studies. Articles are selected that are relevant to both academics and practitioners. The journal particularly encourages contributions on contemporary topics and issues in urban tourism including smart cities and tourism, environmental impact and sustainable tourism development in cities, citizen and stakeholder involvement in tourism, city destination governance, and the development of policies and standards for city tourism development. The International Journal of Tourism Cities has four distinct purposes: To encourage greater research and scholarship related to tourism in urban settings. To stimulate more interdisciplinary research on tourism in cities, particularly the integration of tourism and urban studies theories and principles. To generate more research studies on tourism at the edge of cities, where urban and rural areas converge. To create more literature on best practices in city tourism worldwide through in-depth analyses and the production of exemplary case studies.
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