mlsanityData to 7 Oct 2026

The impact of virtual mirroring on customer satisfaction

arXiv 2105.09571 ↗First posted 20 May 2021cs.SI cs.CL physics.soc-phcited by 9

Not on the map. Why?

Abstract (arXiv)

We investigate the impact of a novel method called "virtual mirroring" to promote employee self-reflection and impact customer satisfaction. The method is based on measuring communication patterns, through social network and semantic analysis, and mirroring them back to the individual. Our goal is to demonstrate that self-reflection can trigger a change in communication behaviors, which lead to increased customer satisfaction. We illustrate and test our approach analyzing e-mails of a large global services company by comparing changes in customer satisfaction associated with team leaders exposed to virtual mirroring (the experimental group). We find an increase in customer satisfaction in the experimental group and a decrease in the control group (team leaders not involved in the virtual mirroring process). With regard to the individual communication indicators, we find that customer satisfaction is higher when employees are more responsive, use a simpler language, are embedded in less centralized communication networks, and show more stable leadership patterns.

Key facts. Cited by 9 papers in the map (data through 7 Oct 2026). Builds on 5 of its 80 references that are in the map. First posted on arXiv 20 May 2021.

Builds on

5 of 80 references.

References · 5

  1. 2021Using social network analysis to prevent money launderingcited by 14
  2. 2015Evolution of Conversations in the Age of Email Overloadcited by 5
  3. 2014Measuring Team Creativity Through Longitudinal Social Signalscited by 4
  4. 2021Personality correlates of key roles in informal advice networkscited by 2
  5. 2013COINs change leaders - Lessons Learned from a Distributed Coursecited by 1

Built on by

Cited by year

Citing papers per year: 2021: 8; 2022: 1.

9 papers.