Jingsong Ji , Xiaoxiao Xu , Vivian W.Y. Tam , Yangzi Zhang
{"title":"揭示中国公众对“以竹代塑”的态度:基于社交媒体数据的情绪和话题分析","authors":"Jingsong Ji , Xiaoxiao Xu , Vivian W.Y. Tam , Yangzi Zhang","doi":"10.1016/j.forpol.2025.103508","DOIUrl":null,"url":null,"abstract":"<div><div>Public attitudes play a critical role in the successful implementation of national policies. However, there is a scarcity of systematic research presenting the Chinese public's sentiments regarding the “substituting plastic with bamboo” policy. With the increasing use of social media platforms for expressing views on policies, this research employs web crawler technology to collect public data from TikTok, Bilibili, and Sina Weibo, and uses statistical analysis and text mining techniques for investigation. The findings indicate that public discourse is strongly influenced by the announcement of related national policies. Commonly identified keywords in the analysis include “plastic bag,” “cut,” “chopsticks,” “moldy,” “single use,” “garbage,” and “buy.” Sentiment analysis reveals that neutral sentiments account for more than one-third of all comments, with positive sentiments marginally outnumbering the negative ones. The negative sentiments predominantly express concerns about the quality and cost of bamboo wares, environmental repercussions, and policy implementation challenges. Using Latent Dirichlet Allocation topic analysis, six key topics were identified based on Coherence and Jensen-Shannon Divergence metrics: economic environmental impact, the feasibility of substitution, impact on daily life, utilization of bamboo wares, production challenges, and policy implications. This research concludes with several policy recommendations. The insights gained from this research can assist the Chinese government and bamboo ware manufacturers in understanding market dynamics and in crafting more effective policies and strategies.</div></div>","PeriodicalId":12451,"journal":{"name":"Forest Policy and Economics","volume":"176 ","pages":"Article 103508"},"PeriodicalIF":4.0000,"publicationDate":"2025-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Revealing public attitudes toward ‘substituting plastic with bamboo’ in China: Sentiment and topic analyses using social media data\",\"authors\":\"Jingsong Ji , Xiaoxiao Xu , Vivian W.Y. Tam , Yangzi Zhang\",\"doi\":\"10.1016/j.forpol.2025.103508\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Public attitudes play a critical role in the successful implementation of national policies. However, there is a scarcity of systematic research presenting the Chinese public's sentiments regarding the “substituting plastic with bamboo” policy. With the increasing use of social media platforms for expressing views on policies, this research employs web crawler technology to collect public data from TikTok, Bilibili, and Sina Weibo, and uses statistical analysis and text mining techniques for investigation. The findings indicate that public discourse is strongly influenced by the announcement of related national policies. Commonly identified keywords in the analysis include “plastic bag,” “cut,” “chopsticks,” “moldy,” “single use,” “garbage,” and “buy.” Sentiment analysis reveals that neutral sentiments account for more than one-third of all comments, with positive sentiments marginally outnumbering the negative ones. The negative sentiments predominantly express concerns about the quality and cost of bamboo wares, environmental repercussions, and policy implementation challenges. Using Latent Dirichlet Allocation topic analysis, six key topics were identified based on Coherence and Jensen-Shannon Divergence metrics: economic environmental impact, the feasibility of substitution, impact on daily life, utilization of bamboo wares, production challenges, and policy implications. This research concludes with several policy recommendations. The insights gained from this research can assist the Chinese government and bamboo ware manufacturers in understanding market dynamics and in crafting more effective policies and strategies.</div></div>\",\"PeriodicalId\":12451,\"journal\":{\"name\":\"Forest Policy and Economics\",\"volume\":\"176 \",\"pages\":\"Article 103508\"},\"PeriodicalIF\":4.0000,\"publicationDate\":\"2025-05-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Forest Policy and Economics\",\"FirstCategoryId\":\"97\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1389934125000875\",\"RegionNum\":2,\"RegionCategory\":\"农林科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ECONOMICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Forest Policy and Economics","FirstCategoryId":"97","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1389934125000875","RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ECONOMICS","Score":null,"Total":0}
Revealing public attitudes toward ‘substituting plastic with bamboo’ in China: Sentiment and topic analyses using social media data
Public attitudes play a critical role in the successful implementation of national policies. However, there is a scarcity of systematic research presenting the Chinese public's sentiments regarding the “substituting plastic with bamboo” policy. With the increasing use of social media platforms for expressing views on policies, this research employs web crawler technology to collect public data from TikTok, Bilibili, and Sina Weibo, and uses statistical analysis and text mining techniques for investigation. The findings indicate that public discourse is strongly influenced by the announcement of related national policies. Commonly identified keywords in the analysis include “plastic bag,” “cut,” “chopsticks,” “moldy,” “single use,” “garbage,” and “buy.” Sentiment analysis reveals that neutral sentiments account for more than one-third of all comments, with positive sentiments marginally outnumbering the negative ones. The negative sentiments predominantly express concerns about the quality and cost of bamboo wares, environmental repercussions, and policy implementation challenges. Using Latent Dirichlet Allocation topic analysis, six key topics were identified based on Coherence and Jensen-Shannon Divergence metrics: economic environmental impact, the feasibility of substitution, impact on daily life, utilization of bamboo wares, production challenges, and policy implications. This research concludes with several policy recommendations. The insights gained from this research can assist the Chinese government and bamboo ware manufacturers in understanding market dynamics and in crafting more effective policies and strategies.
期刊介绍:
Forest Policy and Economics is a leading scientific journal that publishes peer-reviewed policy and economics research relating to forests, forested landscapes, forest-related industries, and other forest-relevant land uses. It also welcomes contributions from other social sciences and humanities perspectives that make clear theoretical, conceptual and methodological contributions to the existing state-of-the-art literature on forests and related land use systems. These disciplines include, but are not limited to, sociology, anthropology, human geography, history, jurisprudence, planning, development studies, and psychology research on forests. Forest Policy and Economics is global in scope and publishes multiple article types of high scientific standard. Acceptance for publication is subject to a double-blind peer-review process.