Introduction
The recent 20% decrease in Bill.com's invoice approval workflow usage is a significant concern that requires immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term and long-term implications for the product and business.
To tackle this issue, I'll follow a structured approach that covers:
- Clarifying the problem context
- Ruling out external factors
- Understanding the product and user journey
- Breaking down the metric
- Gathering and prioritizing data
- Forming hypotheses
- Conducting root cause analysis
- Validating findings and proposing next steps
- Creating a decision framework
- Outlining a resolution plan
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 fluctuations could explain the change without indicating a deeper problem. Expected answer: No, we haven't compared it to last year's data yet. Impact on approach: If seasonal, we'd focus on year-over-year trends rather than month-over-month.
Why it matters: Identifying affected segments could point to specific issues or changes impacting certain users. Expected answer: We've seen a larger decrease among small business users. Impact on approach: We'd investigate factors specifically affecting small businesses.
Why it matters: Recent changes could directly correlate with the usage decrease. Expected answer: We rolled out a new UI for the invoice approval workflow two weeks ago. Impact on approach: We'd focus on the impact of the UI change and user adoption.
Why it matters: Technical issues could be driving users away from the feature. Expected answer: Our error rates have remained stable, but we haven't closely monitored performance. Impact on approach: We'd investigate performance metrics and user-reported issues more closely.
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