Quantifying Data-Driven Campaigning Across Sponsors and Platforms

Bibliographic Details
Main Author: Franz, Michael M.
Publication Date: 2024
Other Authors: Zhang, Meiqing, Ridout, Travis N., Oleinikov, Pavel, Yao, Jielu, Cakmak, Furkan, Fowler, Erika Franklin
Format: Article
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: https://doi.org/10.17645/mac.8577
Summary: Although modern data-driven campaigning (DDC) is not entirely new, scholars have typically relied on reports and interviews of practitioners to understand its use. However, the advent of public ad libraries from Meta and Google provides an opportunity to measure the scope and variation in DDC practice in advertising across different types of sponsors and within sponsors across platforms. Using textual and audiovisual processing, we create a database of ads from the 2022 US elections. These data allow us to create an index that quantifies the extent of DDC at the level of the sponsor and platform. This index takes into account both the number of unique creatives placed and the similarity across those creatives. In addition, we explore the impact of sponsor resources, the office being sought, and the competitiveness of the race on the measure of DDC sophistication. Ultimately, our research establishes a measurement strategy for DDC that can be applied across ad sponsors, campaigns, parties, and even countries. Understanding the extent of DDC is vital for policy discussions surrounding the regulation of microtargeting and data privacy.
id RCAP_d63d007a80927dbfad5d009a3dfd357a
oai_identifier_str oai:ojs.cogitatiopress.com:article/8577
network_acronym_str RCAP
network_name_str Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
repository_id_str https://opendoar.ac.uk/repository/7160
spelling Quantifying Data-Driven Campaigning Across Sponsors and Platformsdata-driven campaigning; digital campaigning; election campaigns; political advertisingAlthough modern data-driven campaigning (DDC) is not entirely new, scholars have typically relied on reports and interviews of practitioners to understand its use. However, the advent of public ad libraries from Meta and Google provides an opportunity to measure the scope and variation in DDC practice in advertising across different types of sponsors and within sponsors across platforms. Using textual and audiovisual processing, we create a database of ads from the 2022 US elections. These data allow us to create an index that quantifies the extent of DDC at the level of the sponsor and platform. This index takes into account both the number of unique creatives placed and the similarity across those creatives. In addition, we explore the impact of sponsor resources, the office being sought, and the competitiveness of the race on the measure of DDC sophistication. Ultimately, our research establishes a measurement strategy for DDC that can be applied across ad sponsors, campaigns, parties, and even countries. Understanding the extent of DDC is vital for policy discussions surrounding the regulation of microtargeting and data privacy.Cogitatio Press2024-10-31info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttps://doi.org/10.17645/mac.8577https://doi.org/10.17645/mac.8577Media and Communication; Vol 12 (2024): Data-Driven Campaigning in a Comparative Context: Toward a 4th Era of Political Communication?2183-243910.17645/mac.i457reponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAPenghttps://www.cogitatiopress.com/mediaandcommunication/article/view/8577https://www.cogitatiopress.com/mediaandcommunication/article/view/8577/4022https://www.cogitatiopress.com/mediaandcommunication/article/downloadSuppFile/8577/4054Copyright (c) 2024 Michael M. Franz, Meiqing Zhang, Travis N. Ridout, Pavel Oleinikov, Jielu Yao, Furkan Cakmak, Erika Franklin Fowlerinfo:eu-repo/semantics/openAccessFranz, Michael M.Zhang, MeiqingRidout, Travis N.Oleinikov, PavelYao, JieluCakmak, FurkanFowler, Erika Franklin2024-10-31T20:44:17Zoai:ojs.cogitatiopress.com:article/8577Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T19:00:54.012482Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv Quantifying Data-Driven Campaigning Across Sponsors and Platforms
title Quantifying Data-Driven Campaigning Across Sponsors and Platforms
spellingShingle Quantifying Data-Driven Campaigning Across Sponsors and Platforms
Franz, Michael M.
data-driven campaigning; digital campaigning; election campaigns; political advertising
title_short Quantifying Data-Driven Campaigning Across Sponsors and Platforms
title_full Quantifying Data-Driven Campaigning Across Sponsors and Platforms
title_fullStr Quantifying Data-Driven Campaigning Across Sponsors and Platforms
title_full_unstemmed Quantifying Data-Driven Campaigning Across Sponsors and Platforms
title_sort Quantifying Data-Driven Campaigning Across Sponsors and Platforms
author Franz, Michael M.
author_facet Franz, Michael M.
Zhang, Meiqing
Ridout, Travis N.
Oleinikov, Pavel
Yao, Jielu
Cakmak, Furkan
Fowler, Erika Franklin
author_role author
author2 Zhang, Meiqing
Ridout, Travis N.
Oleinikov, Pavel
Yao, Jielu
Cakmak, Furkan
Fowler, Erika Franklin
author2_role author
author
author
author
author
author
dc.contributor.author.fl_str_mv Franz, Michael M.
Zhang, Meiqing
Ridout, Travis N.
Oleinikov, Pavel
Yao, Jielu
Cakmak, Furkan
Fowler, Erika Franklin
dc.subject.por.fl_str_mv data-driven campaigning; digital campaigning; election campaigns; political advertising
topic data-driven campaigning; digital campaigning; election campaigns; political advertising
description Although modern data-driven campaigning (DDC) is not entirely new, scholars have typically relied on reports and interviews of practitioners to understand its use. However, the advent of public ad libraries from Meta and Google provides an opportunity to measure the scope and variation in DDC practice in advertising across different types of sponsors and within sponsors across platforms. Using textual and audiovisual processing, we create a database of ads from the 2022 US elections. These data allow us to create an index that quantifies the extent of DDC at the level of the sponsor and platform. This index takes into account both the number of unique creatives placed and the similarity across those creatives. In addition, we explore the impact of sponsor resources, the office being sought, and the competitiveness of the race on the measure of DDC sophistication. Ultimately, our research establishes a measurement strategy for DDC that can be applied across ad sponsors, campaigns, parties, and even countries. Understanding the extent of DDC is vital for policy discussions surrounding the regulation of microtargeting and data privacy.
publishDate 2024
dc.date.none.fl_str_mv 2024-10-31
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://doi.org/10.17645/mac.8577
https://doi.org/10.17645/mac.8577
url https://doi.org/10.17645/mac.8577
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv https://www.cogitatiopress.com/mediaandcommunication/article/view/8577
https://www.cogitatiopress.com/mediaandcommunication/article/view/8577/4022
https://www.cogitatiopress.com/mediaandcommunication/article/downloadSuppFile/8577/4054
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Cogitatio Press
publisher.none.fl_str_mv Cogitatio Press
dc.source.none.fl_str_mv Media and Communication; Vol 12 (2024): Data-Driven Campaigning in a Comparative Context: Toward a 4th Era of Political Communication?
2183-2439
10.17645/mac.i457
reponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
instacron:RCAAP
instname_str FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
instacron_str RCAAP
institution RCAAP
reponame_str Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
collection Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
repository.name.fl_str_mv Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
repository.mail.fl_str_mv info@rcaap.pt
_version_ 1833597818914209792