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Prep plan
Updated weekly · Last refresh Oct 17

Idfc First Bank Data Scientist Interview Questions

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

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~7htotal time
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1
System DesignStart here. 3 questions · ~28 min
2
A/B Testing & Experimentation4 questions · ~37 min
Explain the T-test in Logistic RegressionHard

Explain how coefficient tests work in logistic regression and distinguish them from a raw-outcome t-test in an A/B experiment.

experiment designMDEprimary metricsIdfc First Bank
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3
SQL & Data Manipulation3 questions · ~28 min
Rolling 7-Day Customer AverageMedium
Practice

Calculate each IDFC FIRST Bank customer's rolling 7-day transaction average with a date-based window frame.

Window FunctionsDate FunctionsRunning TotalsIdfc First Bank
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4
NLP3 questions · ~28 min
Personalized Guidance with LLMsMedium

Compare prompt engineering and fine-tuning for an LLM that gives personalized guidance, then show how you would build and evaluate it.

Language ModelsWord EmbeddingsTokenizationIdfc First Bank
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5
Statistics & Probability11 questions · ~101 min
Guaranteed Matching Pair in SocksEasy

Use worst-case reasoning to find the minimum number of sock draws needed to guarantee a matching pair.

combinatoricsExpected ValueConditional ProbabilityIdfc First Bank
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6
Machine Learning4 questions · ~37 min
Detect Rare Payment FraudMedium

Build an imbalanced binary classifier for payment fraud detection using cost-sensitive learning, threshold tuning, and precision-recall evaluation.

Cross-ValidationFeature EngineeringSupervised LearningIdfc First Bank
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7
More topics18 questions · ~166 min
Define Metrics for New FeaturesMedium

Define a success metric for a new feature that captures real user value, not just raw usage.

MetricsFeature Prioritizationuser valueIdfc First Bank
Tableau Dashboard for Loan RiskHard

Design an interactive Tableau dashboard that defines, calculates, and diagnoses key IDFC FIRST Bank loan portfolio risk metrics.

dashboardsKPIoperational metricsIdfc First Bank
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