基于LDA主题建模的无线耳机消费者购买意愿与满意度对比分析——以Coupang的三星和苹果无线耳机评测为例

Yondon Tuul, Tae-Gu Kang
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引用次数: 0

摘要

消费者评论分析对产品开发、客户满意度、竞争优势和有效营销都很重要。随着生活方式的增长,无线耳机的使用量预计将在2026年达到457亿美元。因此,考虑到市场的增长和重要性,我们分析了消费者对苹果和三星无线耳机的评价。本研究收集了苹果和三星在Coupang上销售的11320条无线耳机评论,通过分析频率、灵敏度和文本挖掘的LDA主题模型,分析消费者的购买意向和消费者满意度。通过主题建模,得出16个主题,分别为音质、连接、商场服务、购买意愿、电池、配送、价格。在品牌对比中,三星购买了大量的礼品,对价格的评价很高,而苹果对电池、音质、连接、服务、交货的评价很高。本研究的结果可以作为相关行业的研究结果的数据,可以获得改进和洞察客户满意度,质量和市场趋势,包括制造业,零售业,营销商和消费者。
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Wireless Earphone Consumers Using LDA Topic Modeling Comparative Analysis of Purchase Intention and Satisfaction : Focused on Samsung and Apple wireless earphone reviews in Coupang
ㅤ Consumer review analysis is important for product development, customer satisfaction, competitive advantage, and effective marketing. Increased use of wireless earphones is expected to reach $45.7 billion by 2026 with growth in lifestyle. Therefore, in consideration of the growth and importance of the market, consumer reviews of wireless earphones from Apple and Samsung were analyzed. In this study, 11,320 wireless earphone reviews from Apple and Samsung sold on Coupang were collected to analyze consumers' purchase intentions and analyze consumer satisfaction through analysis of the frequency, sensitivity, and LDA topic model of text mining. As a result of topic modeling, 16 topics were derived and classified into sound quality, connection, shopping mall service, purchase intention, battery, delivery, and price. As a result of brand comparison, Samsung purchased a lot for gift purposes, had a high positive sentiment for price, and Apple had a high positive sentiment for battery, sound quality, connection, service, and delivery. The results of this study can be used as data for related industries as a result of research that can obtain improvements and insights on customer satisfaction, quality and market trends, including manufacturing, retail, marketers, and consumers.
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