Introduction
The decline in click-through rate (CTR) for MoEngage's email campaigns by 20% for e-commerce clients in the past quarter is a significant issue that requires thorough investigation. This analysis will systematically identify, validate, and address the root cause while considering both immediate and long-term implications for our product and clients.
This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Seasonal trends can significantly impact e-commerce behavior. Expected answer: Yes, it's been compared to the same quarter last year. Impact on approach: If it's not seasonal, we'll focus more on recent changes or issues.
Why it matters: This helps isolate whether the issue is e-commerce specific or more widespread. Expected answer: The decline is primarily in e-commerce. Impact on approach: If e-commerce specific, we'll investigate industry-related factors more closely.
Why it matters: This helps understand if the issue is isolated to click-throughs or part of a broader engagement problem. Expected answer: Open rates have remained stable, but conversion rates have also declined slightly. Impact on approach: If other metrics are affected, we'll look at broader issues in email content or user behavior.
Why it matters: Product changes can often lead to unexpected performance shifts. Expected answer: A new AI-powered subject line generator was introduced two months ago. Impact on approach: If there have been changes, we'll investigate their potential impact on CTR.
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