Metrics question
Recently, there has been a drop in revenue metrics at Flipkart. What is the reason behind it?
- Walmart
- Metrics
- Medium
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What this question tests
Root-cause diagnosis of a revenue decline, requiring the candidate to decompose revenue into its component drivers before speculating.
How to approach it
- Decompose revenue into its drivers: number of orders, average order value, and take rate/commission, to identify which component actually declined.
- Segment by category and region to see if the drop is broad-based or concentrated, e.g. a specific high-revenue category like electronics or a specific region underperforming.
- Check for external causes: increased competition (from Amazon or Reliance's e-commerce push in India), a change in discounting/promotions strategy, or a seasonal effect if outside a major sale period.
- Check for internal causes: a recent platform or logistics change, or a shift in seller mix toward lower-commission categories.
- Based on the localized driver, propose the next diagnostic step, e.g. a deeper look at competitive pricing if orders specifically dropped in a contested category.
What a strong answer includes
- Decomposes revenue into orders, AOV, and take rate before guessing at a cause, a structured, defensible starting point.
- Names specific, real competitive context, Amazon and Reliance in India, showing market awareness rather than a generic answer.
- Distinguishes external (competition, seasonality) from internal (platform, seller mix) causes systematically.
Common mistakes
- Guessing at a single cause (like 'competition') without first decomposing which revenue driver actually declined.
- Ignoring seasonality or promotional calendar effects, a common and often overlooked driver of revenue fluctuation in e-commerce.
Likely follow-up questions
- How would you distinguish a seasonal dip from a genuine competitive loss?
- What would you recommend if the drop turned out to be concentrated in one category?
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More questions from Walmart
Learn the skill behind it
Chapters of the AI PM course that teach what this question tests.
- Chapter 9: Prove it paid off: outcomes, economics, and pricing
- Chapter 2: Data fluency: SQL, logs, and reading the truth yourself
- Chapter 14: Get the job: the AI PM interview loop