You notice that the number of orders shown on your analytics dashboard is significantly higher than the number in the database for the same time period. How would you investigate and resolve this discrepancy? — Data Analysis Interview Question

Product/Data AnalystData AnalysisBeginner — Level 1
The Question

You notice that the number of orders shown on your analytics dashboard is significantly higher than the number in the database for the same time period. How would you investigate and resolve this discrepancy?

Estimated answer time: 10–15 minutesPractice This Question

Hints to Guide Your Thinking

Hint 1 — Gentle Nudge

Think about differences in definitions, filters, or data sources between the dashboard and the database.

This hint points you toward a useful angle without giving away the approach

Hint 2 — Framework Guide

Consider issues like duplication, delays, or incorrect joins in data pipelines.

This hint names a specific framework or structure to use

How to Think About Data Analysis Questions

This category evaluates your core competencies in an interview setting. Interviewers are looking for structured thinking, clear communication, and the ability to apply frameworks to complex, ambiguous problems.

Practice these questions to build your confidence and refine your approach. Focus on identifying the core problem, segments, and prioritizing the most impactful solutions.

The Expert Answer

Full Model Answer — Login to View

A complete user segmentation breakdown
Prioritized pain points with reasoning
3 proposed solutions with tradeoff analysis
Success metrics and measurement approach
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How Interviewers Evaluate Data Analysis Answers

Structured Thinking

How you organize your thoughts and communicate them clearly. Interviewers value candidates who can follow a logical flow and avoid rambling.

User Centricity

Putting the user at the center of your answer. Identifying pain points and validating them with empathy and data.

Practicality

Proposing solutions that are actually buildable and impactful. Averting purely theoretical answers for grounded, actionable ideas.

Tradeoffs

Recognizing that every decision has a cost. The best candidates proactively mention what they are NOT doing and why.

More Data Analysis Questions to Practice

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You observe that overall conversion rate from product view to purchase has dropped over the past week. How would you analyze the funnel to identify where the problem lies and what might be causing it?
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You notice that Day 7 retention for new users has dropped significantly over the past two weeks, while overall traffic and signups remain stable. How would you analyze this issue and identify possible causes?
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About Data Analysis Interviews

The Data Analysis Category

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