Five CX Metrics Management Teams Most Often Misunderstand
NPS is not everything, and a high CSAT score does not always mean customers will come back.Here are the most common misinterpretations.
AI-assisted translation from Bahasa Indonesia, reviewed by Raka Mahendra, Managing Editor on 6 October 2026. The Indonesian original prevails in case of discrepancy.
Net Promoter Score (NPS) is often treated as a single number that sums up the health of a brand's relationship with its customers. In reality, NPS is most useful as an indicator of trends over time, not as an absolute figure to be compared across industries.
1. Comparing NPS across industries without context
An airline's NPS and a digital banking app's NPS cannot be compared like for like, because customers' baseline expectations of the two industries are very different.
2. Equating high CSAT with loyalty
Customers can give a high satisfaction score for one specific interaction yet still switch to a competitor for reasons of price or convenience that a point-in-time satisfaction survey fails to capture.
3. Calculating first contact resolution without accounting for case complexity
Comparing First Contact Resolution between teams without normalising for the difficulty of the cases they handle will produce misleading conclusions.
4. Treating Customer Effort Score as purely a matter of speed
Customer effort is not only about time, but also about cognitive load — how much information they have to repeat, and how many times they are transferred between channels.
5. Treating churn rate as purely a pricing problem
Superficial churn analysis often stops at the reason "too expensive", when in-depth interviews frequently reveal an accumulation of poor experiences as the real trigger.