The “Productification” of Humanity: How AX (Algorithm Experience) Can Influence Advertising Performance on YouTube

Alexandra Bacelar Barata, Andreia Pinto de Sousa

Resultado de pesquisarevisão de pares

Resumo

YouTube is Portugal’s most widely used social network, and the advertising sustains its free service. Users perceive this advertising negatively and dislike interruptions and irrelevant ads. There is also concern among individuals about their data, coupled with a feeling of powerlessness when managing or controlling the information collected by the platforms. The impact of ads on digital platforms has multiple dimensions and will depend on and affect user perception. More knowledge of consumer behaviours and relationships with YouTube is needed to deliver a tailored experience. This study proposes the definition of YouTube consumer profiles and investigates their perception of algorithm experience on ad recommendations. Preliminary results have shown that transparency of algorithms may increase trust between people and the algorithms themselves, allowing for the adoption of more efficient recommendation services. Therefore, this study proposes adopting the algorithm experience as the essential solution for promoting the best user experience and greater advertising efficiency for advertisers.

Idioma originalInglês
Título da publicação do anfitriãoSpringer Series in Design and Innovation
EditoraSpringer Nature
Páginas69-81
Número de páginas13
DOIs
Estado da publicaçãoPublicadas - 2025

Série de publicação

NomeSpringer Series in Design and Innovation
Volume51
ISSN (impresso)2661-8184
ISSN (eletrónico)2661-8192

Nota bibliográfica

Publisher Copyright:
© The Author(s), under exclusive license to Springer Nature Switzerland AG 2025.

Financiamento

Financiadoras/-esNúmero do financiador
Fundação para a Ciência e a Tecnologia
Portuguese Ministry of Science, Technology and Higher EducationUIDB/05380/2020

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