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Product Management Root Cause Analysis Question: Investigating declining average order value for electronics on Tokopedia
Image of author vinay

Vinay

Updated Dec 5, 2024

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Why has the average order value for electronics products on Tokopedia declined by 20% in the last quarter?

Data Analysis Problem-Solving Strategic Thinking E-commerce Consumer Electronics Digital Marketplaces
E-Commerce Root Cause Analysis User Behavior Pricing Strategy Market Trends

Introduction

The decline in average order value (AOV) for electronics products on Tokopedia by 20% in the last quarter is a significant issue that requires immediate attention. This analysis will systematically identify potential root causes, validate hypotheses, and propose solutions to address both short-term and long-term implications for the platform's electronics category.

Framework overview

This analysis follows a structured approach covering issue identification, hypothesis generation, validation, and solution development.

Step 1

Clarifying Questions (3 minutes)

  • Looking at the timing, I'm thinking there might be seasonal factors at play. Has this decline coincided with any particular shopping season or holiday period?

Why it matters: Seasonal trends can significantly impact purchasing behavior. Expected answer: The decline doesn't align with any specific seasonal event. Impact on approach: If seasonal, we'd focus on year-over-year comparisons rather than quarter-over-quarter.

  • Considering the specificity of the decline, I'm wondering about the consistency of our measurement. Has there been any change in how we calculate or track AOV for electronics?

Why it matters: Ensures we're comparing apples to apples in our analysis. Expected answer: No changes in AOV calculation methods. Impact on approach: If there were changes, we'd need to recalculate historical data for accurate comparison.

  • Given the focus on electronics, I'm curious about category-specific trends. Have we seen similar declines in other product categories, or is this unique to electronics?

Why it matters: Helps determine if this is an electronics-specific issue or a broader platform trend. Expected answer: The decline is primarily in electronics, with other categories stable. Impact on approach: If electronics-specific, we'd focus on factors unique to this category.

  • Thinking about user segments, I'm interested in the breakdown of this decline. Is the 20% decrease uniform across all user groups, or are certain segments more affected?

Why it matters: Identifies whether this is a broad issue or concentrated in specific user groups. Expected answer: The decline is more pronounced among occasional buyers rather than frequent purchasers. Impact on approach: If segment-specific, we'd tailor our solutions to address the most affected groups.

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