Introduction
The recent 20% increase in average delivery time for GrabFood orders is a critical issue that demands immediate attention. As we analyze this product challenge, I'll employ a systematic framework to identify, validate, and address the root cause while considering both short-term fixes and long-term strategic implications.
My approach will involve a thorough examination of internal and external factors, data analysis, hypothesis generation, and validation. I'll outline a clear action plan to resolve the issue and prevent future occurrences.
Framework overview
This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.
Step 1
Clarifying Questions (3 minutes)
Why it matters: Understanding the pattern helps identify if it's a gradual trend or a sudden event. Expected answer: It's been a gradual increase over the week. Impact on approach: A gradual increase might suggest systemic issues, while a sudden spike could indicate a specific event or change.
Why it matters: This provides context for the severity of the issue and helps set realistic improvement targets. Expected answer: The average was around 30 minutes before the increase. Impact on approach: A longer baseline time might indicate underlying inefficiencies, while a shorter one could suggest a more acute recent problem.
Why it matters: This helps determine if it's a localized problem or a system-wide issue. Expected answer: The increase is more pronounced in urban areas and during peak hours. Impact on approach: Localized issues might require targeted solutions, while system-wide problems need broader interventions.
Why it matters: Recent changes could be directly related to the performance decline. Expected answer: A new driver allocation algorithm was implemented two weeks ago. Impact on approach: This could be a key area to investigate if the timing aligns with the performance decline.
Why it matters: External factors can significantly impact delivery times and need to be accounted for in our analysis. Expected answer: There have been some road closures due to construction in major cities. Impact on approach: This would require us to consider both internal optimizations and ways to adapt to external challenges.
Subscribe to access the full answer
Monthly Plan
The perfect plan for PMs who are in the final leg of their interview preparation
$99 /month
- Access to 8,000+ PM Questions
- 10 AI resume reviews credits
- Access to company guides
- Basic email support
- Access to community Q&A
Yearly Plan
The ultimate plan for aspiring PMs, SPMs and those preparing for big-tech
$99 $33 /month
- Everything in monthly plan
- Priority queue for AI resume review
- Monthly/Weekly newsletters
- Access to premium features
- Priority response to requested question