Target the ego or target the group: evidence from a randomized experiment in proactive churn management

Detalhes bibliográficos
Autor(a) principal: Matos, Miguel Godinho de
Data de Publicação: 2018
Outros Autores: Ferreira, Pedro, Belo, Rodrigo
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.14/32636
Resumo: We propose a new strategy for proactive churn management that actively uses social network information to help retain consumers. We collaborate with a major telecommunications provider to design, deploy, and analyze the outcomes of a randomized control trial at the household level to evaluate the effectiveness of this strategy. A random subset of likely churners were selected to be called by the firm. We also randomly selected whether their friends would be called. We find that listing likely churners to be called reduced their propensity to churn by 1.9 percentage points from a baseline of 17.2%. When their friends were also listed to be called, their likelihood of churn reduced an additional 1.3 percentage points. The client lifetime value of likely churners increased 2.1% with traditional proactive churn management, and this statistic becomes 6.4% when their friends were also listed to be called by the firm. We show that, in our setting, likely churners receive a signal from their friends that reduces churn among the former. We also discuss how this signal may trigger mechanisms akin to both financial comparisons and conformity that may explain our findings.
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spelling Target the ego or target the group: evidence from a randomized experiment in proactive churn managementChurn managementClient lifetime valueRandomized experimentSocial networksWe propose a new strategy for proactive churn management that actively uses social network information to help retain consumers. We collaborate with a major telecommunications provider to design, deploy, and analyze the outcomes of a randomized control trial at the household level to evaluate the effectiveness of this strategy. A random subset of likely churners were selected to be called by the firm. We also randomly selected whether their friends would be called. We find that listing likely churners to be called reduced their propensity to churn by 1.9 percentage points from a baseline of 17.2%. When their friends were also listed to be called, their likelihood of churn reduced an additional 1.3 percentage points. The client lifetime value of likely churners increased 2.1% with traditional proactive churn management, and this statistic becomes 6.4% when their friends were also listed to be called by the firm. We show that, in our setting, likely churners receive a signal from their friends that reduces churn among the former. We also discuss how this signal may trigger mechanisms akin to both financial comparisons and conformity that may explain our findings.Veritati - Repositório Institucional da Universidade Católica PortuguesaMatos, Miguel Godinho deFerreira, PedroBelo, Rodrigo2021-04-15T15:53:27Z2018-09-012018-09-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.14/32636eng0732-239910.1287/mksc.2018.109985060218311000449361400007info: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:RCAAP2023-09-19T01:41:36Zoai:repositorio.ucp.pt:10400.14/32636Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T18:26:21.534486Repositório 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 Target the ego or target the group: evidence from a randomized experiment in proactive churn management
title Target the ego or target the group: evidence from a randomized experiment in proactive churn management
spellingShingle Target the ego or target the group: evidence from a randomized experiment in proactive churn management
Matos, Miguel Godinho de
Churn management
Client lifetime value
Randomized experiment
Social networks
title_short Target the ego or target the group: evidence from a randomized experiment in proactive churn management
title_full Target the ego or target the group: evidence from a randomized experiment in proactive churn management
title_fullStr Target the ego or target the group: evidence from a randomized experiment in proactive churn management
title_full_unstemmed Target the ego or target the group: evidence from a randomized experiment in proactive churn management
title_sort Target the ego or target the group: evidence from a randomized experiment in proactive churn management
author Matos, Miguel Godinho de
author_facet Matos, Miguel Godinho de
Ferreira, Pedro
Belo, Rodrigo
author_role author
author2 Ferreira, Pedro
Belo, Rodrigo
author2_role author
author
dc.contributor.none.fl_str_mv Veritati - Repositório Institucional da Universidade Católica Portuguesa
dc.contributor.author.fl_str_mv Matos, Miguel Godinho de
Ferreira, Pedro
Belo, Rodrigo
dc.subject.por.fl_str_mv Churn management
Client lifetime value
Randomized experiment
Social networks
topic Churn management
Client lifetime value
Randomized experiment
Social networks
description We propose a new strategy for proactive churn management that actively uses social network information to help retain consumers. We collaborate with a major telecommunications provider to design, deploy, and analyze the outcomes of a randomized control trial at the household level to evaluate the effectiveness of this strategy. A random subset of likely churners were selected to be called by the firm. We also randomly selected whether their friends would be called. We find that listing likely churners to be called reduced their propensity to churn by 1.9 percentage points from a baseline of 17.2%. When their friends were also listed to be called, their likelihood of churn reduced an additional 1.3 percentage points. The client lifetime value of likely churners increased 2.1% with traditional proactive churn management, and this statistic becomes 6.4% when their friends were also listed to be called by the firm. We show that, in our setting, likely churners receive a signal from their friends that reduces churn among the former. We also discuss how this signal may trigger mechanisms akin to both financial comparisons and conformity that may explain our findings.
publishDate 2018
dc.date.none.fl_str_mv 2018-09-01
2018-09-01T00:00:00Z
2021-04-15T15:53:27Z
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url http://hdl.handle.net/10400.14/32636
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 0732-2399
10.1287/mksc.2018.1099
85060218311
000449361400007
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