Monitoring advertising around controversial issues is an important step in ensuring accountability and transparency of political processes. To that end, we use the Facebook Ads Library to collect 2312 migration-related advertising campaigns in Italy over one year. Our pro- and anti-immigration classifier (F1=0.85) reveals a partisan divide among the major Italian political parties, with anti-immigration ads accounting for nearly 15M impressions. Although composing 47.6% of all migration-related ads, anti-immigration ones receive 65.2% of impressions. We estimate that about two thirds of all captured campaigns use some kind of demographic targeting by location, gender, or age. We find sharp divides by age and gender: for instance, anti-immigration ads from major parties are 17% more likely to be seen by a male user than a female. Unlike pro-migration parties, we find that anti-immigration ones reach a similar demographic to their own voters. However their audience change with topic: an ad from anti-immigration parties is 24% more likely to be seen by a male user when the ad speaks about migration, than if it does not. Furthermore, the viewership of such campaigns tends to follow the volume of mainstream news around immigration, supporting the theory that political advertisers try to "ride the wave" of current news. We conclude with policy implications for political communication: since the Facebook Ads Library does not allow to distinguish between advertisers intentions and algorithmic targeting, we argue that more details should be shared by platforms regarding the targeting configuration of socio-political campaigns.
翻译:围绕有争议的问题监测广告是确保政治进程问责制和透明度的一个重要步骤。 为此,我们利用Facebook Ads 图书馆收集意大利境内与移民有关的2 312 个广告运动。我们的亲移民和反移民分类(F1=0.85)揭示了意大利主要政党之间的党派分歧,其中反移民广告占了近15M的印象。尽管在所有与移民有关的广告中,反移民广告占47.6%,但反移民广告却得到65.2%的印象。我们估计,在所有被捕获的竞选活动中,大约三分之二的人使用某种按地点、性别或年龄分列的人口目标。我们发现按年龄和性别划分的社会政治运动有明显差异:例如,来自主要政党的反移民广告比女性的男性用户更有可能看到17%的反移民广告。与亲移民政党不同,我们发现反移民的广告与自己的选民有着类似的人口结构。然而,在谈论移民的广告中,男性用户在谈论移民时,比不支持这种政治动机的平台更有可能看到24 %。此外,我们从主流的广告运动开始,我们倾向于这样的广告运动。