The Facebook Algorithm's Active Role in Climate Advertisement Delivery

08/06/2023
by   Aruna Sankaranarayanan, et al.
0

Communication strongly influences attitudes on climate change. Within sponsored communication, high spend and high reach advertising dominates. In the advertising ecosystem we can distinguish actors with adversarial stances: organizations with contrarian or advocacy communication goals, who direct the advertisement delivery algorithm to launch ads in different destinations by specifying targets and campaign objectives. We present an observational (N=275,632) and a controlled (N=650) study which collectively indicate that the advertising delivery algorithm could itself be an actor, asserting statistically significant influence over advertisement destinations, characterized by U.S. state, gender type, or age range. This algorithmic behaviour may not entirely be understood by the advertising platform (and its creators). These findings have implications for climate communications and misinformation research, revealing that targeting intentions are not always fulfilled as requested and that delivery itself could be manipulated.

READ FULL TEXT

page 7

page 8

page 20

page 30

page 31

page 39

page 40

page 41

research
09/10/2021

Machine learning reveals how personalized climate communication can both succeed and backfire

Different advertising messages work for different people. Machine learni...
research
04/03/2019

Discrimination through optimization: How Facebook's ad delivery can lead to skewed outcomes

The enormous financial success of online advertising platforms is partia...
research
12/09/2019

Ad Delivery Algorithms: The Hidden Arbiters of Political Messaging

Political campaigns are increasingly turning to digital advertising to r...
research
11/25/2022

Sponsored messaging about climate change on Facebook: Actors, content, frames

Online communication about climate change is central to public discourse...
research
06/18/2015

Smart Pacing for Effective Online Ad Campaign Optimization

In targeted online advertising, advertisers look for maximizing campaign...
research
08/01/2019

Groundwater pumping to increase food production causes persistent groundwater drought in India

Rapid groundwater depletion in India is a sustainability challenge. Howe...
research
03/16/2021

Clandestino or Rifugiato? Anti-immigration Facebook Ad Targeting in Italy

Monitoring advertising around controversial issues is an important step ...

Please sign up or login with your details

Forgot password? Click here to reset