通过基于词典的文本挖掘探索全球时尚可持续发展实践

IF 2.4 4区 管理学 Q3 BUSINESS Clothing and Textiles Research Journal Pub Date : 2021-03-05 DOI:10.1177/0887302X21998268
Muzhen Li, Li Zhao
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引用次数: 2

摘要

如今,越来越多的时尚公司开始采用各种可持续发展实践,并通过年度社会责任公开报告来传达这些实践。本研究旨在提供时尚企业可持续发展的整体视角,并探讨全球时尚企业的可持续发展实践。共收集了来自29家时尚企业的181份企业社会责任报告。采用字典式文本分类方法,结合计算机辅助主题建模算法潜狄利克雷分配(Latent Dirichlet Allocation, LDA),对企业社会责任报告中披露的详细实践主题和关键词进行检测和汇总。根据三重底线理论和企业可持续发展的道德责任理论,研究结果确定了12个主要的可持续发展实践主题。总的来说,废物管理和人权是最常提到的主题。研究结果还表明,全球时装公司根据其产品类别和竞争优势采取了不同的可持续发展战略。
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Exploring Global Fashion Sustainability Practices through Dictionary-Based Text Mining
Nowadays, more fashion companies have started to adopt various sustainability practices and communicate these practices through their annual public CSR reports. In this study, we aim to provide a holistic perspective of fashion companies’ sustainable development and investigate the sustainability practices of global fashion companies. A total of 181 CSR reports from 29 fashion companies were collected. A Dictionary approach text classification method, combined with Latent Dirichlet Allocation (LDA), a computer-assisted topic modeling algorithm, was implemented to detect and summarize the themes and keywords of detailed practices disclosed in CSR reports. The findings identified 12 main sustainability practices themes based on the triple bottom line theory and the moral responsibility of corporate sustainability theory. In general, waste management and human rights are the most frequently mentioned themes. The findings also suggest that global fashion companies adopted different sustainability strategies based on their product categories and competitive advantages.
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来源期刊
CiteScore
5.30
自引率
5.30%
发文量
12
期刊介绍: Published quarterly, Clothing & Textiles Research Journal strives to strengthen the research base in clothing and textiles, facilitate scholarly interchange, demonstrate the interdisciplinary nature of the field, and inspire further research. CTRJ publishes articles in the following areas: •Textiles, fiber, and polymer science •Aesthetics and design •Consumer Theories and Behavior •Social and psychological aspects of dress or educational issues •Historic and cultural aspects of dress •International/retailing/merchandising management and industry analysis
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