克罗地亚酒店业社交媒体内容的情感分析

IF 0.3 Q3 SOCIAL SCIENCES, INTERDISCIPLINARY
Jelena Mušanović, Jelena Dorčić, T. Baldigara
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引用次数: 1

摘要

虽然社交媒体已经成为现代社会的日常生活,但品牌沟通和与客户的互动已经成为旅游和酒店业营销策略和成功的基本要素。在旅游和酒店营销领域,社交媒体的革命促进了一种基于机器学习和自然语言处理的新型情感分析的兴起。该研究的目的是:提供Facebook页面关注者发布的评论的一般描述性概述;识别社交媒体上酒店品牌帖子的特定文本属性,并将情感分析应用于克罗地亚四星级和五星级酒店品牌的Facebook评论,以识别和比较客户对酒店品牌通过在Facebook页面上发布消息来推广的员工、服务和产品的感受和态度。为了分析酒店品牌情绪,作者收集了4248条评论和2373条用英语、德语和意大利语发布的帖子。结果显示,对四星级和五星级酒店品牌的评论主要表达了积极的情绪。尽管评论中有积极的情绪,但Facebook页面的关注者主要是被动的用户,不倾向于积极地评论。研究结果可以被旅游和酒店业的营销人员用来规划他们未来的社交媒体传播策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Sentiment analysis of social media content in Croatian hotel industry
While social media have become a daily routine in modern society, brand communication and engagement with customers have become essential elements of marketing strategy and success in the tourism and hotel industry. This revolution of social media, in tourism and hospitality marketing, contributed to the rise of a novel sentiment analysis from a machine learning and natural language processing point of view. The purpose of the study is: to provide a general descriptive overview of comments posted by Facebook page followers; to identify specific textual attributes of hotel brand posts on social media and to apply the sentiment analysis to Facebook comments from four- and five-star hotel brands in Croatia to identify and compare customers’ feelings and attitudes towards the staff, services and products that hotel brands promote by posting messages on Facebook pages. To analyse hotel brand sentiments, the authors collected a total of 4,248 comments and 2,373 postings in English, German and Italian. The results showed that the comments on four- and five-star hotel brands expressed predominantly positive sentiments. Despite the positively oriented sentiments in the comments, Facebook page followers are predominantly passive users and do not tend to comment actively. The results can be used by marketers in the tourism and hospitality industry to plan their future social media communication strategies.
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