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Updated weekly · Last refresh Oct 17

Lendbuzz Data Scientist Interview Questions

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

28questions
~4htotal time
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1
SQL & Data ManipulationStart here. 8 questions · ~74 min
Rolling 30-Day Transaction AverageMedium
Practice

Calculate each Scotiabank customer's rolling 30-day transaction average using PostgreSQL window functions and date-based frames.

Window FunctionsData ManipulationsqlLendbuzz
Second Highest Without AggregatesHard
Practice

Find the second highest salary in each department without using aggregate functions.

SubqueriesRankingSelf-JoinsLendbuzz
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2
Machine Learning4 questions · ~37 min
Bias Variance and RegularizationMedium

Explain the bias-variance tradeoff mathematically and how L1 and L2 regularization change model complexity and weights.

Bias-Variance TradeoffRegularizationSupervised LearningLendbuzz
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3
Behavioral & Leadership9 questions · ~84 min
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4
More topics7 questions · ~65 min
Bayes for Default RiskMedium

Tests your ability to apply Bayes' Theorem to credit default probability using underwriting indicators.

Bayesian ReasoningprobabilityConditional ProbabilityLendbuzz
ROC-AUC for Imbalanced Default RiskMedium

Tests your ability to select appropriate evaluation metrics for imbalanced credit risk problems.

AUC-ROCAccuracyClass ImbalanceLendbuzz
Diagnosing Default Rate SpikesHard

Tests your debugging skills for production metric regressions and root-cause analysis.

KPILeading IndicatorsDiagnosisLendbuzz
Pitfalls in Loan Approval ExperimentsHard

Tests your understanding of experimental validity, bias, and operational risks in lending experiments.

Network InterferenceNovelty EffectSample Ratio MismatchLendbuzz
Primary Underwriting Product MetricsMedium

Tests your ability to translate model goals into measurable product and business outcomes.

MetricsUse CasesProduct VisionLendbuzz
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