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How Campaign Experiments Give Well-Financed Campaigns a Persuasion Edge

Insights from the Field
persuasion
advertising
experiments
Swayable
campaign finance
Voting and Elections
APSR
1 Archives
Dataverse
How Experiments Help Campaigns Persuade Voters: Evidence from a Large Archive of Campaigns' Own Experiments was authored by Luke Hewitt, David Broockman, Alexander Coppock, Ben M. Tappin, James Slezak, Valerie Coffman, Nathaniel Lubin and Mohammad Hamidian. It was published by Cambridge in APSR in 2024.

Political campaigns increasingly run experiments to learn what persuades voters, but the consequences for elections and democratic influence remain unclear.

🧾 What the Archive Contains

  • 146 advertising experiments run by U.S. campaigns in 2018 and 2020 using the Swayable platform
  • 617 unique advertisements produced by 51 campaigns
  • Over 500,000 respondents who evaluated the ads
  • Analysis of the complete archive, avoiding publication bias

πŸ”Ž What Was Measured

  • Variation in the persuasive effects of advertisements across the full archive
  • The predictive power of common theories about what makes advertising persuasive

πŸ“Œ Key Findings

  • Persuasive effects vary: there is small but meaningful variation in how much different ads persuade voters
  • Predictive limits: common theories about advertising have limited and context-dependent power to predict which ads will be persuasive

πŸ› οΈ Why It Matters

  • Experiments reduce uncertainty about which messages work, but it is difficult to predict ex ante which ads will persuade
  • Because experiments identify effective ads, campaigns that can afford to test and then deploy those ads at scale gain an advantage
  • These patterns suggest that experimental learning can compound money’s influence in elections by turning uncertain creative differences into actionable, scalable advantages
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