Why has the average trip completion rate for Careem NOW food delivery dropped by 15% in Dubai over the past week?

Introduction

The recent 15% drop in average trip completion rate for Careem NOW food delivery in Dubai is a critical issue that demands immediate attention. This analysis will systematically identify, validate, and address the root cause while considering both short-term and long-term implications for our food delivery service.

I'll approach this problem by first clarifying key details, ruling out external factors, and then diving deep into our product, user journey, and metrics. From there, I'll form data-driven hypotheses, conduct root cause analysis, and propose validation methods and solutions.

Step 1

Clarifying Questions (3 minutes)

• Looking at the timing, I'm thinking this could be a recent change. Has there been any significant product update or system change in the past two weeks?

Why it matters: Recent changes often correlate with performance shifts. Expected answer: Yes, a new app version was released. Impact on approach: If yes, we'd focus on the changes in that release.

• Considering user segments, I'm curious about the distribution. Is this drop consistent across all user types or concentrated in specific segments?

Why it matters: Helps narrow down potential causes and affected areas. Expected answer: The drop is more pronounced among frequent users. Impact on approach: If segmented, we'd investigate what's unique about the affected group.

• Thinking about the metric itself, has there been any change in how we define or measure trip completion rate recently?

Why it matters: Ensures we're comparing apples to apples in our analysis. Expected answer: No changes to the metric definition or measurement. Impact on approach: If changed, we'd need to recalibrate our historical data for comparison.

• Noticing the location specificity, I'm wondering if this is isolated to Dubai or if we're seeing similar trends in other markets?

Why it matters: Helps determine if this is a localized issue or a broader trend. Expected answer: The issue appears to be Dubai-specific. Impact on approach: If Dubai-specific, we'd focus on local factors; if widespread, we'd look at system-wide issues.