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Customer Experience: Heterogeneity Insights From Meta-Analytic Synthesis

  • Wagner Junior Ladeira
  • , Weng Marc Lim*
  • , Tareq Rasul
  • , Fernando de Oliveira Santini
  • , Raouf Ahmad Rather
  • , Musarrat Shaheen
  • *Corresponding author for this work

Research output: Contribution to journalReview articlepeer-review

1 Scopus citations

Abstract

Overlooking heterogeneity (variability) in customer experience (CX) can lead to incomplete theoretical insights and suboptimal managerial decisions. To address this issue, this article reviews the causes of heterogeneity in extant meta-analyses of CX research (n: 91). Guided by Becker and Jaakkola's (2020) classification of CX research, the present review illuminates the moderators (conceptual, contextual, methodological, practical, and temporal) that explain heterogeneity across four clusters of CX research. The “stimuli that affect experiences” cluster displays variation shaped by multiple touchpoints and emerging technologies such as augmented reality and chatbots. The “responses to stimuli” cluster demonstrates that customers' cognitive, emotional, and behavioral experiential responses vary due to cultural and methodological differences. The “evaluative outcomes” cluster highlights satisfaction and loyalty as central outcomes shaped by conceptual and contextual drivers. The “customer contingencies” cluster reveals the moderating influence of cultural dimensions, personal traits, and sustainability considerations. These findings advance the theoretical understanding of variation in CX and create opportunities for refined managerial practice and subsequent research inquiry.

Original languageEnglish
Pages (from-to)1488-1506
Number of pages19
JournalPsychology and Marketing
Volume43
Issue number6
DOIs
StatePublished - Jun 2026

Bibliographical note

Publisher Copyright:
© 2026 The Author(s). Psychology & Marketing published by Wiley Periodicals LLC.

Keywords

  • customer experience
  • heterogeneity
  • meta-analysis
  • systematic review

ASJC Scopus subject areas

  • Applied Psychology
  • Marketing

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