The use of digital data analytics in the performance of advertising campaigns: the effect of absorptive capacity

Detalhes bibliográficos
Autor(a) principal: Santos, Silvia Spagnol
Data de Publicação: 2023
Outros Autores: Carvalho, Carlos
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Revista Brasileira de Gestão de Negócios (Online)
Texto Completo: https://rbgn.fecap.br/RBGN/article/view/4230
Resumo: Purpose – This study focuses on how the interplay between an advertising firm's absorptive capacity (ACAP) and the use of big data/social media analytics contributes to the performance of advertising campaigns. Theoretical framework – This study extends the theory of the resource and knowledge based views, and that of dynamic capabilities, exploring absorptive capacity in a new context – the advertising industry and the performance of campaigns in Brazil. The influence of the use of external knowledge of big data analytics and social media analytics on the performance of cross-media advertising campaigns in the search for competitive advantage is analyzed. Design/methodology/approach – This study uses structural equation modeling in a sample of 335 advertising agencies (335 questionnaires in all regions of Brazil). Findings – We find that social media analysis led to better performance of advertising campaigns, unlike big data analytics, which was not significant Practical & social implications of research – Questions are raised by highlighting the integrative nature of absorptive capacity and how its components (acquisition, assimilation, transformation, and exploitation) relate to the performance of advertising campaigns. Originality/value – The application of a model to advertising firms is presented, which differs from other industries in its operationalization, pointing out critical theoretical and practical implications. Keywords – big data analytics; social media analytics; advertising campaign performance; absorptive capacity.
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spelling The use of digital data analytics in the performance of advertising campaigns: the effect of absorptive capacityO uso da análise de dados digitais no desempenho de campanhas publicitárias: o efeito da capacidade de absorçãoBig data analyticsSocial media analyticsAdvertising campaign performanceAbsorptive capacityAnálise de big dataAnálise de mídia socialCampanha publicitária desempenhoCapacidade de absorçãoPurpose – This study focuses on how the interplay between an advertising firm's absorptive capacity (ACAP) and the use of big data/social media analytics contributes to the performance of advertising campaigns. Theoretical framework – This study extends the theory of the resource and knowledge based views, and that of dynamic capabilities, exploring absorptive capacity in a new context – the advertising industry and the performance of campaigns in Brazil. The influence of the use of external knowledge of big data analytics and social media analytics on the performance of cross-media advertising campaigns in the search for competitive advantage is analyzed. Design/methodology/approach – This study uses structural equation modeling in a sample of 335 advertising agencies (335 questionnaires in all regions of Brazil). Findings – We find that social media analysis led to better performance of advertising campaigns, unlike big data analytics, which was not significant Practical & social implications of research – Questions are raised by highlighting the integrative nature of absorptive capacity and how its components (acquisition, assimilation, transformation, and exploitation) relate to the performance of advertising campaigns. Originality/value – The application of a model to advertising firms is presented, which differs from other industries in its operationalization, pointing out critical theoretical and practical implications. Keywords – big data analytics; social media analytics; advertising campaign performance; absorptive capacity.Objetivo – Este estudo se concentra em como a interação entre a capacidade de absorção de uma empresa de publicidade (ACAP) e o uso de big data/análise de mídia social contribui para o desempenho das campanhas publicitárias. Referencial teórico – Este estudo amplia a teoria das visões baseadas em recursos e conhecimento e a teoria das capacidades dinâmicas, explorando a capacidade de absorção em um novo contexto - o setor de publicidade e o desempenho de campanhas no Brasil. É analisada a influência do uso de conhecimento externo de análise de big data e análise de mídia social no desempenho de campanhas publicitárias de mídia cruzada na busca de vantagem competitiva. Metodologia – Este estudo usa modelagem de equação estrutural em uma amostra de 335 agências de publicidade (335 questionários em todas as regiões do Brasil). Resultados – Descobrimos que a análise de mídia social levou a um melhor desempenho das campanhas publicitárias, ao contrário da análise de big data, que não foi significativa. Implicações práticas e sociais da investigação – São levantadas questões destacando a natureza integrativa da capacidade de absorção e como seus componentes (aquisição, assimilação, transformação e exploração) se relacionam com o desempenho das campanhas publicitárias. Contribuições – É apresentada a aplicação de um modelo a empresas de publicidade, que difere de outros setores em sua operacionalização, apontando implicações teóricas e práticas críticas. Palavras-chave – análise de big data; análise de mídia social; desempenho de campanhas publicitárias; capacidade de absorção.FECAP2023-10-19info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionAvaliado por paresapplication/pdfhttps://rbgn.fecap.br/RBGN/article/view/423010.7819/rbgn.v25i3.4230Review of Business Management; Vol. 25 No. 3 (2023)RBGN Revista Brasileira de Gestão de Negócios; Vol. 25 Núm. 3 (2023)RBGN - Revista Brasileira de Gestão de Negócios; v. 25 n. 3 (2023)1983-08071806-4892reponame:Revista Brasileira de Gestão de Negócios (Online)instname:Fundação Escola de Comércio Álvares Penteado (FECAP)instacron:FECAPenghttps://rbgn.fecap.br/RBGN/article/view/4230/1928Copyright (c) 2023 Review of Business Managementinfo:eu-repo/semantics/openAccessSantos, Silvia SpagnolCarvalho, Carlos2023-12-12T19:39:35Zoai:ojs.emnuvens.com.br:article/4230Revistahttp://rbgn.fecap.br/RBGN/indexhttps://rbgn.fecap.br/RBGN/oai||jmauricio@fecap.br1983-08071806-4892opendoar:2023-12-12T19:39:35Revista Brasileira de Gestão de Negócios (Online) - Fundação Escola de Comércio Álvares Penteado (FECAP)false
dc.title.none.fl_str_mv The use of digital data analytics in the performance of advertising campaigns: the effect of absorptive capacity
O uso da análise de dados digitais no desempenho de campanhas publicitárias: o efeito da capacidade de absorção
title The use of digital data analytics in the performance of advertising campaigns: the effect of absorptive capacity
spellingShingle The use of digital data analytics in the performance of advertising campaigns: the effect of absorptive capacity
Santos, Silvia Spagnol
Big data analytics
Social media analytics
Advertising campaign performance
Absorptive capacity
Análise de big data
Análise de mídia social
Campanha publicitária desempenho
Capacidade de absorção
title_short The use of digital data analytics in the performance of advertising campaigns: the effect of absorptive capacity
title_full The use of digital data analytics in the performance of advertising campaigns: the effect of absorptive capacity
title_fullStr The use of digital data analytics in the performance of advertising campaigns: the effect of absorptive capacity
title_full_unstemmed The use of digital data analytics in the performance of advertising campaigns: the effect of absorptive capacity
title_sort The use of digital data analytics in the performance of advertising campaigns: the effect of absorptive capacity
author Santos, Silvia Spagnol
author_facet Santos, Silvia Spagnol
Carvalho, Carlos
author_role author
author2 Carvalho, Carlos
author2_role author
dc.contributor.author.fl_str_mv Santos, Silvia Spagnol
Carvalho, Carlos
dc.subject.por.fl_str_mv Big data analytics
Social media analytics
Advertising campaign performance
Absorptive capacity
Análise de big data
Análise de mídia social
Campanha publicitária desempenho
Capacidade de absorção
topic Big data analytics
Social media analytics
Advertising campaign performance
Absorptive capacity
Análise de big data
Análise de mídia social
Campanha publicitária desempenho
Capacidade de absorção
description Purpose – This study focuses on how the interplay between an advertising firm's absorptive capacity (ACAP) and the use of big data/social media analytics contributes to the performance of advertising campaigns. Theoretical framework – This study extends the theory of the resource and knowledge based views, and that of dynamic capabilities, exploring absorptive capacity in a new context – the advertising industry and the performance of campaigns in Brazil. The influence of the use of external knowledge of big data analytics and social media analytics on the performance of cross-media advertising campaigns in the search for competitive advantage is analyzed. Design/methodology/approach – This study uses structural equation modeling in a sample of 335 advertising agencies (335 questionnaires in all regions of Brazil). Findings – We find that social media analysis led to better performance of advertising campaigns, unlike big data analytics, which was not significant Practical & social implications of research – Questions are raised by highlighting the integrative nature of absorptive capacity and how its components (acquisition, assimilation, transformation, and exploitation) relate to the performance of advertising campaigns. Originality/value – The application of a model to advertising firms is presented, which differs from other industries in its operationalization, pointing out critical theoretical and practical implications. Keywords – big data analytics; social media analytics; advertising campaign performance; absorptive capacity.
publishDate 2023
dc.date.none.fl_str_mv 2023-10-19
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
Avaliado por pares
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://rbgn.fecap.br/RBGN/article/view/4230
10.7819/rbgn.v25i3.4230
url https://rbgn.fecap.br/RBGN/article/view/4230
identifier_str_mv 10.7819/rbgn.v25i3.4230
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv https://rbgn.fecap.br/RBGN/article/view/4230/1928
dc.rights.driver.fl_str_mv Copyright (c) 2023 Review of Business Management
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Copyright (c) 2023 Review of Business Management
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv FECAP
publisher.none.fl_str_mv FECAP
dc.source.none.fl_str_mv Review of Business Management; Vol. 25 No. 3 (2023)
RBGN Revista Brasileira de Gestão de Negócios; Vol. 25 Núm. 3 (2023)
RBGN - Revista Brasileira de Gestão de Negócios; v. 25 n. 3 (2023)
1983-0807
1806-4892
reponame:Revista Brasileira de Gestão de Negócios (Online)
instname:Fundação Escola de Comércio Álvares Penteado (FECAP)
instacron:FECAP
instname_str Fundação Escola de Comércio Álvares Penteado (FECAP)
instacron_str FECAP
institution FECAP
reponame_str Revista Brasileira de Gestão de Negócios (Online)
collection Revista Brasileira de Gestão de Negócios (Online)
repository.name.fl_str_mv Revista Brasileira de Gestão de Negócios (Online) - Fundação Escola de Comércio Álvares Penteado (FECAP)
repository.mail.fl_str_mv ||jmauricio@fecap.br
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