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Updated weekly · Last refresh Aug 30

Salesforce Data Scientist Interview Questions

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

50questions
~7htotal time
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1
SQL & Data ManipulationStart here. 5 questions + 2 drills · ~63 min
2
Model Evaluation6 questions · ~52 min
Evaluate F1 Score Significance in Model PerformanceMedium

Analyze the significance of the F1 score in a binary classification model for customer churn prediction, and propose improvements.

F1 ScoreAccuracySalesforce
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3
Statistics & Probability9 questions · ~78 min
Interpreting P-Values in Fraud ScreeningEasy

Compute a one-proportion z-test and compare the p-value with a Bayesian posterior to show why p-values are not probabilities that H0 is true.

Hypothesis TestingStatistical SignificanceP-ValuesSalesforce
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4
Machine Learning9 questions · ~78 min
Tune House Price Regression Bias-VarianceMedium

Explain and apply the bias-variance tradeoff while building a house price regression model with controlled model complexity.

Cross-ValidationBias-Variance TradeoffRegularizationSalesforce
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5
Metrics7 questions · ~60 min
Measure AI Engagement ImpactMedium

Define how to measure whether an AI feature improves engagement, repeat usage, and downstream product value.

KPIsEngagement MetricsSalesforce
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6
Pipelines7 questions · ~60 min
Data Quality in ETL PipelinesEasy

Approach for maintaining data quality and integrity across ETL pipelines.

IdempotencyData ModelingQualitySalesforce
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7
More topics7 questions · ~60 min
Improve NLP for Service BotsHard

Improve a service bot with better intent classification, entity extraction, language model adaptation, and practical evaluation.

Language ModelsText ClassificationTokenizationSalesforce
Predictive Churn System WalkthroughHard

Evaluates end-to-end design skills for a churn prediction feature in a production setting.

MVPUse CasesProduct VisionSalesforce
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The finish line: interview-readyComplete all 50 questions plus 2 hands-on drills to finish this plan.