建立基于在线评论的绿色产品消费者满意度评估指数系统
Changlu Zhang1,2, Zihao Wei2,3, Jian Zhang1,3
1School of Economic & Management, Beijing Information Science & Technology University, Beijing, China.
PloS one
|April 29, 2025
概括
消费者对绿色产品的反揭示了功能和安装等关键满意度驱动因素. 制造商应该专注于改进这些方面,以促进绿色产品的采用,并支持碳中和目标.
科学领域:
- 环境科学 环境科学
- 消费者行为 消费者行为
- 数据科学数据科学数据科学
背景情况:
- 促进绿色产品消费对于新的发展范式和实现碳中和至关重要.
- 了解消费者对绿色产品的满意度对于推动市场向低碳替代品转型至关重要.
研究的目的:
- 用电子商务用户评论的文本挖掘来分析消费者对绿色产品的满意度.
- 为节能空调产品开发一个消费者满意度评估指数系统.
主要方法:
- 应用文本挖掘技术来分析来自电子商务平台的在线用户评论.
- KeyBert模型提取了相关的关键词,Word2Vec训练了关键词向量.
- 使用K-means集群来构建消费者满意度评估指数系统.
主要成果:
- 在评估绿色产品时,消费者优先考虑功能,服务质量,美学吸引力,定价,物流和安装.
- 该研究确定了改善消费者对节能空调满意度的具体领域.
结论:
- 制造商应该加强安装程序,完善美学设计,并强调功能优势,以提高消费者满意度.
- 建议对更广泛的数据集和各种绿色产品类别进行进一步的研究,以验证研究结果.
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