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首页> 外文期刊>Journal of Air Transport Management >Voice of airline passenger: A text mining approach to understand customer satisfaction
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Voice of airline passenger: A text mining approach to understand customer satisfaction

机译:航空公司的声音乘客:一种了解客户满意度的文本挖掘方法

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摘要

This paper investigates the key drivers of customer satisfaction and dissatisfaction towards both, full-service and low-cost carriers and also towards, economy and premium cabins. Latent Semantic Analysis - a text mining and categorisation technique is applied to analyse online user-generated airline reviews. Over five thousand passenger reviews for fifty (50) airlines were collected from the online review site, TripAdvisor. Findings show that there are fundamental differences in the drivers of passenger satisfaction depending on the class of air travel purchased, and whether the airline is a low cost or a full service carrier. Friendliness and helpfulness of staff are the key factors for those travelling in Economy Class, product value is key for those in premium cabins, and a low price is the key satisfaction driver for those that choose to travel on a low cost airline. The research also shows that the service attributes seat comfort and legroom, luggage/flight disruptions and staff behaviours are the main reasons for passengers' dissatisfaction among all groups. This study provides an alternative customer satisfaction analysis for managers to hear the voice of their customers by using a well-established text mining technique and by analysing the reviews of satisfied and dissatisfied customers.
机译:本文调查了客户满意度的关键驱动因素,并对全方位服务和低成本的运营商以及经济和优质舱进行了不满。潜在语义分析 - 用于分析在线用户生成的航空公司评论的文本挖掘和分类技术。从在线评论网站,TripAdvisor收集超过五十(50)航空公司的五千千万乘客评论。调查结果表明,根据购买的航空旅行类,乘客满意度的驱动因素存在根本差异,以及航空公司是低成本还是全方位服务载体。友好和乐于助人的工作人员是经济舱旅行的关键因素,产品价值是高级舱室里的产品的关键,低价格是那些选择在低成本航空公司旅行的人的关键满足司令。该研究还表明,服务属性座椅舒适和核心,行李/飞行中断和员工行为是乘客在所有群体中不满的主要原因。本研究为管理人员提供了通过使用完善的文本挖掘技术来听取客户声音的替代客户满意度分析,并通过分析满意和不满意的客户的评论。

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