Predictive potential of the bankruptcy global models in the tourism industry

IF 2.6 Q2 HOSPITALITY, LEISURE, SPORT & TOURISM Tourism & Management Studies Pub Date : 2021-10-31 DOI:10.18089/tms.2021.170402
Agustín Del Castillo García, Sergio Manuel Fernández Miguélez
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引用次数: 1

Abstract

The globalisation process and the recent economic crises have increased the development of models to identify the factors related to business bankruptcy. The tourism industry is not immune to this concern, and in the previous literature, bankruptcy prediction models are generally focused on hotels or restaurants. However, there are no experiences of global models for tourism companies. This study develops a global bankruptcy prediction model capable of predicting any activities carried out in the tourism industry with high precision. To this end, a sample of 406 Spanish companies that have developed their activity in three tourism industry sectors (hotels, restaurants, and travel agencies) in the period 2017-2019 has been used. This sample includes bankrupt and non-bankrupt corporations and has allowed the comparison between a global model and various focused models applying artificial neural network techniques. The results have confirmed the superiority of the global model and provide different sample selection and cost minimisation solutions for bankruptcy prediction modelling in the tourism industry
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旅游业破产全球模型的预测潜力
全球化进程和最近的经济危机增加了识别企业破产相关因素的模型的开发。旅游业也不能免受这种担忧的影响,在以前的文献中,破产预测模型通常侧重于酒店或餐馆。然而,旅游公司还没有全球模式的经验。本研究开发了一个全球破产预测模型,能够高精度预测旅游业的任何活动。为此,使用了2017-2019年期间在三个旅游业部门(酒店、餐馆和旅行社)开展活动的406家西班牙公司的样本。该样本包括破产和未破产的公司,并允许在全局模型和应用人工神经网络技术的各种重点模型之间进行比较。研究结果证实了全球模型的优越性,并为旅游业破产预测模型提供了不同的样本选择和成本最小化解决方案
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来源期刊
Tourism & Management Studies
Tourism & Management Studies HOSPITALITY, LEISURE, SPORT & TOURISM-
CiteScore
3.70
自引率
13.60%
发文量
16
审稿时长
24 weeks
期刊最新文献
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