美国国会议员如何宣传气候变化:Meta平台上的广告分析

Laurenz Aisenpreis, Gustav Gyrst, Vedran Sekara
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摘要

确保气候变化政治沟通的透明度和完整性可以说从未像今天这样重要。然而,我们对政治家如何在社交媒体上关注、谈论和描绘气候变化知之甚少。本文从政治广告的角度对其进行研究。我们使用Meta的广告库收集了自2018年年中以来美国国会议员发布的602,546个广告。其中只有19176起(3.2%)与气候有关。分析这些数据,我们发现民主党人比共和党人更关注气候变化,99.7%的气候相关广告来自民主党政客。特别是,我们发现这是由一小部分民主党政客推动的,其中72%的印象可以归因于10位政治家。有趣的是,我们发现双方每一美元的平均印象量存在显著差异。共和党在气候广告上的平均印象比民主党高出188%。我们建立模型来解释差异,发现人口因素只能部分解释差异。我们的研究结果显示了美国国会议员的气候相关广告的差异,并揭示了两党广告特征的差异。我们希望我们的工作能够成为Meta平台上与气候相关的广告进一步研究的起点。
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How Do US Congress Members Advertise Climate Change: An Analysis of Ads Run on Meta’s Platforms
Ensuring transparency and integrity in political communication on climate change has arguably never been more important than today. Yet we know little about how politicians focus on, talk about, and portray climate change on social media. Here we study it from the perspective of political advertisement. We use Meta’s Ad Library to collect 602,546 ads that have been issued by US Congress members since mid-2018. Out of those only 19,176 (3.2%) are climate-related. Analyzing this data, we find that Democrats focus substantially more on climate change than Republicans, with 99.7% of all climate-related ads stemming from Democratic politicians. In particular, we find this is driven by a small core of Democratic politicians, where 72% of all impressions can be attributed to 10 politicians. Interestingly, we find a significant difference in the average amount of impressions generated per dollar spent between the two parties. Republicans generate on average 188% more impressions with their climate ads for the same money spent as Democrats. We build models to explain the differences and find that demographic factors only partially explain the variance. Our results demonstrate differences of climate-related advertisements of US congress members and reveal differences in advertising characteristics between the two political parties. We anticipate our work to be a starting point for further studies about climate-related ads on Meta’s platforms.
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