Persona transparency: analyzing the impact of explanations on perceptions of data-driven personas

Detalhes bibliográficos
Autor(a) principal: Salminen, J.
Data de Publicação: 2020
Outros Autores: Santos, J. M., Jung, S. - G., Eslami, M., Jansen, B. J.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10071/20997
Resumo: Computational techniques are becoming more common in persona development. However, users of personas may question the information in persona profiles because they are unsure of how it was created. This problem is especially vexing for data-driven personas because their creation is an opaque algorithmic process. In this research, we analyze the effect of increased transparency–i.e., explanations of how the information in data-driven personas was produced–on user perceptions. We find that higher transparency through these explanations increases the perceived completeness and clarity of the personas. Contrary to our hypothesis, the perceived credibility of the personas decreases with the increased transparency, possibly due to the technical complexity of the persona profiles disrupting the facade of the personas being real people. This finding suggests that explaining the algorithmic process of data-driven persona creation involves a “transparency trade-off”. We also find that the gender of the persona affects the perceptions, with transparency increasing perceived completeness and empathy of the female persona, but not for the male persona. Therefore, transparency may specifically assist in the acceptance of female personas. We provide practical implication for persona creators regarding transparency in persona profiles.
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spelling Persona transparency: analyzing the impact of explanations on perceptions of data-driven personasComputational techniques are becoming more common in persona development. However, users of personas may question the information in persona profiles because they are unsure of how it was created. This problem is especially vexing for data-driven personas because their creation is an opaque algorithmic process. In this research, we analyze the effect of increased transparency–i.e., explanations of how the information in data-driven personas was produced–on user perceptions. We find that higher transparency through these explanations increases the perceived completeness and clarity of the personas. Contrary to our hypothesis, the perceived credibility of the personas decreases with the increased transparency, possibly due to the technical complexity of the persona profiles disrupting the facade of the personas being real people. This finding suggests that explaining the algorithmic process of data-driven persona creation involves a “transparency trade-off”. We also find that the gender of the persona affects the perceptions, with transparency increasing perceived completeness and empathy of the female persona, but not for the male persona. Therefore, transparency may specifically assist in the acceptance of female personas. We provide practical implication for persona creators regarding transparency in persona profiles.Taylor and Francis2020-12-17T16:31:32Z2020-01-01T00:00:00Z20202020-12-17T16:30:45Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10071/20997eng1044-731810.1080/10447318.2019.1688946Salminen, J.Santos, J. M.Jung, S. - G.Eslami, M.Jansen, B. J.info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-11-09T17:35:26Zoai:repositorio.iscte-iul.pt:10071/20997Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T22:16:01.811295Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Persona transparency: analyzing the impact of explanations on perceptions of data-driven personas
title Persona transparency: analyzing the impact of explanations on perceptions of data-driven personas
spellingShingle Persona transparency: analyzing the impact of explanations on perceptions of data-driven personas
Salminen, J.
title_short Persona transparency: analyzing the impact of explanations on perceptions of data-driven personas
title_full Persona transparency: analyzing the impact of explanations on perceptions of data-driven personas
title_fullStr Persona transparency: analyzing the impact of explanations on perceptions of data-driven personas
title_full_unstemmed Persona transparency: analyzing the impact of explanations on perceptions of data-driven personas
title_sort Persona transparency: analyzing the impact of explanations on perceptions of data-driven personas
author Salminen, J.
author_facet Salminen, J.
Santos, J. M.
Jung, S. - G.
Eslami, M.
Jansen, B. J.
author_role author
author2 Santos, J. M.
Jung, S. - G.
Eslami, M.
Jansen, B. J.
author2_role author
author
author
author
dc.contributor.author.fl_str_mv Salminen, J.
Santos, J. M.
Jung, S. - G.
Eslami, M.
Jansen, B. J.
description Computational techniques are becoming more common in persona development. However, users of personas may question the information in persona profiles because they are unsure of how it was created. This problem is especially vexing for data-driven personas because their creation is an opaque algorithmic process. In this research, we analyze the effect of increased transparency–i.e., explanations of how the information in data-driven personas was produced–on user perceptions. We find that higher transparency through these explanations increases the perceived completeness and clarity of the personas. Contrary to our hypothesis, the perceived credibility of the personas decreases with the increased transparency, possibly due to the technical complexity of the persona profiles disrupting the facade of the personas being real people. This finding suggests that explaining the algorithmic process of data-driven persona creation involves a “transparency trade-off”. We also find that the gender of the persona affects the perceptions, with transparency increasing perceived completeness and empathy of the female persona, but not for the male persona. Therefore, transparency may specifically assist in the acceptance of female personas. We provide practical implication for persona creators regarding transparency in persona profiles.
publishDate 2020
dc.date.none.fl_str_mv 2020-12-17T16:31:32Z
2020-01-01T00:00:00Z
2020
2020-12-17T16:30:45Z
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 http://hdl.handle.net/10071/20997
url http://hdl.handle.net/10071/20997
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 1044-7318
10.1080/10447318.2019.1688946
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
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dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Taylor and Francis
publisher.none.fl_str_mv Taylor and Francis
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instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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