Introduction
Cars24's vehicle inspection service has experienced a significant drop in customer satisfaction, from 4.5 to 3.8 in the past quarter. This decline requires immediate attention and a thorough analysis to identify the root cause and implement effective solutions. I'll approach this issue systematically, examining both internal and external factors that could contribute to the decreased satisfaction score.
This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Changes in processes can directly impact customer experience. Expected answer: Yes, we've implemented a new digital inspection system. Impact on approach: If confirmed, we'd focus on the new system's usability and accuracy.
Why it matters: Ensures the metric change is statistically significant and not due to measurement errors. Expected answer: No changes in data collection methods. Impact on approach: If unchanged, we'd focus on actual service issues rather than data anomalies.
Why it matters: Helps distinguish between cyclical patterns and actual service issues. Expected answer: Minimal seasonal impact on satisfaction scores. Impact on approach: If seasonal, we'd adjust our analysis to account for expected variations.
Why it matters: Different customer segments or vehicle types may have varying expectations. Expected answer: No major shifts in customer base or vehicle types. Impact on approach: If changes occurred, we'd segment our analysis by customer and vehicle type.
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