Journal article
Authors list: Bär, Dominik; Pröllochs, Nicolas; Feuerriegel, Stefan
Publication year: 2025
Journal: PNAS Nexus
Volume number: 4
Issue number: 3
eISSN: 2752-6542
Open access status: Gold
DOI Link: https://doi.org/10.1093/pnasnexus/pgaf073
Publisher: Oxford University Press
Abstract:
Social media ads have become a key communication channel in politics. However, the relationship between political ads from social media and election outcomes is not fully understood. Here, we aim to estimate the association between online political advertising and election outcomes during the 2021 German federal election. For this, we analyze a large-scale dataset of 21,641 political ads from Facebook and Instagram that received approximate to 126 million impressions. Using regression analysis, we show that political advertising on social media has a positive relationship with a candidate's election outcome and may even sway elections. All else equal, approximate to 200,000 additional impressions are predicted to increase a candidate's votes by 2.1%. We further use a causal sensitivity analysis to evaluate how unobserved confounding may affect our estimates. We find that the estimated impact of ads cannot be reasonably explained away, highlighting the significance of social media for election outcomes.
Citation Styles
Harvard Citation style: Bär, D., Pröllochs, N. and Feuerriegel, S. (2025) The role of social media ads for election outcomes: Evidence from the 2021 German election, PNAS Nexus, 4(3), Article pgaf073. https://doi.org/10.1093/pnasnexus/pgaf073
APA Citation style: Bär, D., Pröllochs, N., & Feuerriegel, S. (2025). The role of social media ads for election outcomes: Evidence from the 2021 German election. PNAS Nexus. 4(3), Article pgaf073. https://doi.org/10.1093/pnasnexus/pgaf073