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Updated weekly · Last refresh Aug 30
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dentsu Data Scientist Interview Questions

The questions to prepare for a dentsu Data Scientist interview. Questions from real interview reports rank first. Updated weekly.

28questions
~4htotal time
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1
MetricsStart here. 4 questions · ~33 min
Choose Marketing Performance KPIsEasy
Recently asked

Select the most important marketing KPIs and connect channel metrics to pipeline, revenue, and return.

North Star MetricKPIsLeading Indicatorsddentsu
First Checks for Metric DropsEasy

Outline the first checks to diagnose a sudden drop in a core product metric, starting with data quality, scope, and decomposition.

Lagging IndicatorsLeading IndicatorsDiagnosisddentsu
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2
SQL & Data Manipulation4 questions + 3 drills · ~63 min
3
Pipelines3 questions · ~24 min
Visualization Tools for Analytics PipelinesEasy

Discuss which visualization tools fit different analytics pipeline needs, and why warehouse integration and monitoring matter.

ToolsData ModelingQualityddentsu
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4
Machine Learning6 questions · ~49 min
Feature Selection for Marketing DataMedium

Tests feature engineering judgment and methods to reduce dimensionality and noise.

ddentsu
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5
Behavioral & Leadership5 questions · ~41 min
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6
More topics6 questions · ~49 min
Common Pitfalls in Experiment ResultsHard

Identify the main pitfalls that can distort A/B test interpretation and explain how to guard against them.

PeekingNovelty EffectSample Ratio Mismatchddentsu
Statistical Significance in Hypothesis TestingEasy

Explain what statistical significance means and why it matters when interpreting experimental or analytical results.

Hypothesis TestingData AnalysisStatistical Significanceddentsu
Churn Prediction for Media SubscriptionsHard

Tests end-to-end modeling design for churn prediction in a real business setting.

subscription modelddentsu
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