Table A1.

Key findings: themes, contexts and methodologies identified in marketing intermediaries’ studies

Author full namesArticle titleSource titlePublication yearType of intermediaryKey findings: themes, contexts and methodologies identified based on the results of reviews of the selected literature
Rensburg et al.Male fashion leadership: Hedonic and utilitarian clothing shopping motivations within the South African contextInternational Journal of Fashion Design Technology and Education2023Opinion leadersTheme: shopping motivations
Context: South Africa
Methodology: quantitative approach
Raza, Ali; Ishaq, Muhammad Ishtiaq; Khan, Ayesha; Ahmad, Rehan; Salem, Narjes HajHow fashion celebrity influences customer engagement behavior in emerging economy? Social network influence as moderatorJournal of Retailing and Consumer Services2023Opinion leadersTheme: social media influencer Context: Pakistan
Methodology: quantitative approach
Barta, Sergio; Belanche, Daniel; Fernandez, Ana; Flavian, MartaInfluencer marketing on TikTok: The effectiveness of humor and followers’ hedonic experienceJournal of Retailing and Consumer Services2023Opinion leadersTheme: social media influencer Context: Spain
Methodology: quantitative approach
Dou, Wenyu; Wu, Jintao; Yan, Ming; Tang, JunyiImpact of influencers’ influencing strategy on follower outcomes: evidence from ChinaAsia Pacific Business Review2023Opinion leadersTheme: purchase intention and decision
Context: Spain
Methodology: quantitative approach
Lopez, Manuela; Sicilia, Maria; Verlegh, Peeter W.J.How to motivate opinion leaders to spread e-WoM on social media: monetary vs non-monetary incentivesJournal of Research in Interactive Marketing2022Opinion leadersTheme: social media influencer
Context: Spain
Methodology: quantitative approach
Arora, Sonia; Bawa, AnupamResponse to Personalized Marketing Communication: An Empirical Investigation Comparing Users and Non-Users of Surrogate ShoppersJournal of Internet Commerce2022SurrogateTheme: marketing communication
Context: India
Methodology: quantitative approach
He, Wei; Jin, ChenyuanA study on the influence of the characteristics of key opinion leaders on consumers’ purchase intention in live streaming commerce: based on dual-systems theoryElectronic Commerce Research2022Opinion leadersTheme: purchase intention and decision
Context: China
Methodology: quantitative approach
Farrell, Justine Rapp; Campbell, Colin; Sands, SeanWhat Drives Consumers to Engage with Influencers? Segmenting Consumer Response to Influencers: Insights for Managing Social-Media RelationshipsJournal of Advertising Research2022Opinion leadersTheme: social media influencer
Context: USA
Methodology: mixed-methods
Piehler, Rico; Schade, Michael; Sinnig, Julia; Burmann, ChristophTraditional or ‘instafamous’ celebrity? Role of origin of fame in social media influencer marketingJournal of Strategic Marketing2022Opinion leadersTheme: social media influencer Context: Russia
Methodology: qualitative
Sun, Yan; Wang, Rachel; Cao, Dongmei; Lee, RouyiWho are social media influencers for luxury fashion consumption of the Chinese Gen Z? Categorisation and empirical examinationJOURNAL OF Fashion Marketing and Management2022Opinion leadersTheme: social media influencer
Context: China
Methodology: qualitative approach
Farivar, Samira; Wang, FangEffective influencer marketing: A social identity perspectiveJournal of Retailing and Consumer Services2022Opinion leadersTheme: social media influencer
Context: USA
Methodology: quantitative approach
Fakhreddin, F., Foroudi, P.Instagram Influencers: The Role of Opinion Leadership in Consumers’ Purchase BehaviorJournal of Promotion Management2022Opinion leadersTheme: purchase intention and decision
Context: Iran
Methodology: quantitative approach
Tobon, Sandra; Garcia-Madariaga, JesusThe Influence of Opinion Leaders’ eWOM on Online Consumer Decisions: A Study on Social InfluenceJournal of Theoretical and Applied Electronic Commerce Research2021Opinion leadersTheme: social media influencer
Context: Spain
Methodology: quantitative approach
Djafarova, Elmira; Bowes, Tamar‘Instagram made me buy it’: Generation Z impulse purchases in the fashion industryJournal of Retailing and Consumer Services2021Opinion leadersTheme: social media influencer
Context: UK
Methodology: qualitative approach
Hamilton, R.; Ferraro, R.; Haws, K.; Mukhopadhyay, A.Traveling with companions: The social customer journeyJournal of Marketing2021SurrogateTheme: social media influencer context: USA
Methodology: qualitative approach
Romero-Rodríguez, Margarita; Rodríguez-Donate, M. Carolina; Hernández-García, M. Carmen; Rodríguez-Brito, M. GraciaInfluence of opinion leadership identification criteria: The purchase of smartphonesJournal of Retailing and Consumer Services2020Opinion leadersTheme: social media influencer Context: Spain
Methodology: quantitative approach
Casalo, Luis, V.; Flavian, Carlos; Ibanez-Sanchez, SergioInfluencers on Instagram: Antecedents and consequences of opinion leadershipJournal of Business Research2020Opinion leadersTheme: social media influencer Context: Spain
Methodology: quantitative approach
Kay, Samantha; Mulcahy, Rory; Parkinson, JoyWhen less is more: the impact of macro and micro social media influencers’ disclosureJournal of Marketing Management2020Opinion leadersTheme: social media influencer
Context: Australia
Methodology: quantitative approach
Lin, Hsin-Chen; Bruning, Patrick F.; Swarna, HepsiUsing online opinion leaders to promote the hedonic and utilitarian value of products and servicesBusiness Horizons2018Opinion leadersTheme: social media influencer
Context: Canada
Methodology: qualitative approach
Filieri, R.; McLeay, F.; Tsui, B.; Lin, Z.Consumer perceptions of information helpfulness and determinants of purchase intention in online consumer reviews of servicesInformation & Management2018Expert sourceTheme: purchase intention and decision
Context: Hong Kong
Methodology: quantitative approach
Risselada, Hans; Verhoef, Peter C.; Bijmolt, Tammo H. A.Indicators of opinion leadership in customer networks: self-reports and degree centralityMarketing letters2016Opinion leadersTheme: marketing communication
Context: The Netherlands
Methodology: quantitative approach
Uribe, R.; Buzeta, C.; Velásquez, M.Sidedness, commercial intent, and expertise in blog advertisingJournal of Business Research2016Expert sourceTheme: advertising intent Context: Chile
Methodology: quantitative approach
Aqueveque, C.The influence of experts’ positive word-of-mouth on a wine’s perceived quality and value: the moderator role of consumers’ expertiseJournal of Wine Research2015Expert sourceTheme: purchase intention and decision
Context: Chile
Methodology: quantitative approach
Alves Leal, Gabriela Pasinato; Hor-Meyll, Luis Fernando; Grubits de Paula Pessoa, Luis AlexandreInfluence of virtual communities in purchasing decisions: The participants’ perspectiveJournal of Business Research2014Opinion leadersTheme: purchase intention and decision
Context: Brazil
Methodology: qualitative approach
Chakrabarti, S.; Baisya, R. K.The influences of consumer innovativeness and consumer evaluation attributes in the purchase of fashionable ethnic wear in IndiaInternational Journal of Consumer Studies2009Opinion leadersTheme: purchase intention and decision
Context: India
Methodology: quantitative approach
Aggarwal, Praveen; Tridib, MazumdarDecision delegation: A conceptualization and empirical investigationPsychology & Marketing2008SurrogateTheme: decision delegation
Context: USA
Methodology: quantitative approach
Vernette, É.Targeting women’s clothing fashion opinion leaders in media planning: An application for magazinesJournal of Advertising Research2004Opinion leadersTheme: marketing communication
Context: France
Methodology: quantitative approach
Hollander, S.C.; Rassuli, K.M.Shopping with other people’s money: The marketing management implications of surrogate-mediated consumer decision makingJournal of Marketing1999Supplier-affiliatedTheme: decision delegation
Context: USA
Methodology: qualitative approach
Zhang, Y.; Buda, R.Moderating effects of need for cognition on responses to positively versus negatively framed advertising messagesJournal of Advertising1999Expert sourceTheme: advertising intent
Context: USA
Methodology: qualitative approach
Aggarwal, P., Cha, T., Wilemon, D.Barriers to the adoption of really-new products and the role of surrogate buyersJournal of Consumer Marketing1998SurrogateTheme: purchase intention and decision
Context: USA
Methodology: qualitative approach
Aggarwal, P.Surrogate buyers and the new product adoption process: a conceptualization and managerial frameworkJournal of Consumer Marketing1997SurrogateTheme: purchase intention and decision
Context: USA
Methodology: qualitative approach
Fuller, B.; Blackwell, S.Wardrobe consultant clientele: Identifying and describing three market segmentsClothing and Textiles Research Journal1992SurrogateTheme: purchase intention and decision
Context: USA
Methodology: quantitative approach
Forsythe, S.; Butler, S.; Schaefer, R.Surrogate usage in the acquisition of women’s business apparel in the USAJournal of Retailing1990SurrogateTheme: purchase intention and decision
Context: USA
Methodology: quantitative approach
Solomon, M.The role of the surrogate consumer in service deliveryThe Service Industries Journal1987SurrogateTheme: purchase intention and decision
Context: USA
Methodology: qualitative approach
Solomon, M.The missing link - surrogate consumers in the marketing chainJournal of Marketing1986SurrogateTheme: purchase intention and decision
Context: USA
Methodology: qualitative approach
Summers, J.Identity of women’s clothing fashion opinion leadersJournal of Marketing Research1970Opinion leadersTheme: purchase intention and decision
Context: USA
Methodology: qualitative approach

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