Top 13
Prep plan
Updated weekly · Last refresh Nov 6
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Ayesa Digital Data Scientist Interview Questions

The questions to prepare for a Ayesa Digital Data Scientist interview. Questions from real interview reports rank first. Updated daily.

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1
SQL & Data ManipulationStart here. 3 questions + 1 drill · ~40 min
Optimize Slow Queries on Large DataMedium
Practice

Optimize a slow PostgreSQL query on a large dataset by choosing better filters, joins, and indexes.

Performance Tuningdatabase optimizationdatabase managementAAyesa Digital
SQL Window Functions for TrendsMedium
Practice

Calculate three-day rolling user activity averages and classify behavior trends with SQL window functions.

null handlingData ManipulationAggregationsAAyesa Digital
Handling Missing and Skewed DataMedium

Explain how to handle NULLs, skewed values, and outliers when preparing an analysis dataset using SQL.

Data Qualitynull handlingData WranglingAAyesa Digital
SQL and Python FundamentalsMedium
Practice
Practice drill

Join two tables and derive palindrome, reversed-substring, and character-frequency results with PostgreSQL.

pandasJoinsData ManipulationHsbc
2
A/B Testing & Experimentation3 questions · ~30 min
Interpreting Wide Confidence IntervalsHard

A treatment shows a positive lift, but the confidence interval is wide. Explain how to judge actionability and decide whether to ship or gather more evidence.

Confidence IntervalsStatistical SignificanceSample SizeAAyesa Digital
Mitigating Experimentation PitfallsHard

Identify major online experimentation pitfalls and explain practical mitigations for SRM, network effects, peeking, and novelty.

experiment designNetwork InterferenceNetwork EffectsAAyesa Digital
Compute A/B Test Sample SizeHard

Determine the sample size needed to detect a meaningful A/B test effect at a chosen significance level and power.

experiment designMDEStatistical SignificanceAAyesa Digital

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3
Behavioral & Leadership5 questions · ~51 min
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4
More topics2 questions · ~20 min
Statistical Significance in Hypothesis TestingEasy

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

Hypothesis TestingData AnalysisStatistical SignificanceAAyesa Digital
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 IndicatorsDiagnosisAAyesa Digital
The finish line: interview-readyComplete all 13 questions plus 1 hands-on drill to finish this plan.