reddit上过去十年公众对电动汽车的看法

IF 12.5 Q1 TRANSPORTATION
Tao Ruan, Qin Lv
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引用次数: 15

摘要

了解公众对电动汽车的看法对于增加电动汽车的采用至关重要,这可以显著减少温室气体(GHG)排放,从而减缓气候变化和全球变暖。虽然大多数现有研究都是在调查、问卷调查或访谈的背景下描述公众对电动汽车的看法,但我们的研究利用Reddit在线社交网络(OSN)数据来捕捉更大规模的电动汽车公众看法。我们收集了2011年1月至2020年12月期间Reddit上与电动汽车相关的3437917条帖子(包括274979条提交和3162938条评论),并沿着几个轴对其进行分析,通过以下研究问题来了解Reddit上公众对电动汽车的看法:(1)Reddit用户讨论了哪些与电动汽车相关的话题?Reddit用户对不同话题的兴趣在2011-2020年间是否发生了变化?(2) Reddit用户对电动汽车的看法是什么?在过去的10年里,Reddit上的公众情绪是否发生了变化?(3)各个Reddit社区(即子Reddit)对电动汽车的看法是否/如何不同?我们的分析证明了利用大规模OSN数据集展示公众感兴趣的话题范围比以前的研究显示的更广泛的潜力,揭示了包括r/conspiracy在内的边缘社区有许多(有争议的)关于电动汽车的讨论,特别是关于电动汽车的环境影响,一个政治社区(r/The_Donald)在情感和话题方面与边缘社区有相似的模式。通过回答这些研究问题,我们的目标是更全面地了解过去十年公众对电动汽车的看法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Public perception of electric vehicles on reddit over the past decade

Understanding public perception of electric vehicles (EVs) is imperative for increasing EV adoption, which can significantly reduce greenhouse gas (GHG) emissions, thereby mitigating climate change and global warming. While most existing research characterizes public perception of EV in the context of surveys, questionnaires, or interviews, our study leverages Reddit online social network (OSN) data to capture EV public perception at a much larger scale. We have collected 3,437,917 Reddit posts (including 274,979 submissions and 3,162,938 comments) between January 2011 and December 2020 relevant to EVs and analyzed them along several axes to understand how EVs are perceived by the public on Reddit through the following research questions: (1) What EV-related topics have been discussed by Reddit users? Whether/how Reddit users’ interest in different topics has changed during 2011–2020? (2) What sentiment do Reddit users hold towards EVs? Whether public sentiment on Reddit has shifted over the past 10 years? (3) Whether/how do various Reddit communities (i.e., subreddits) have different perceptions of EVs? Our analysis evinces the potential of utilizing a large-scale OSN dataset for demonstrating a much wider spectrum of topics that the public is interested in than previous studies show, reveals fringe communities including r/conspiracy have many (controversial) discussions on EVs, especially on the environmental impacts of EVs, and one political community (r/The_Donald) has similar patterns with fringe communities in both sentiment and topic aspects. By answering these research questions, we aim to develop a more comprehensive understanding of the public perception of EVs in the past decade.

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CiteScore
15.20
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