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Resume Keywords for Data Scientist

Data science resumes need business impact framed alongside technical method. Show what the model did for the company, not just its accuracy.

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Hard Skills & Technical Keywords

These are the keywords ATS systems weight most heavily for Data Scientist roles. Include the ones you legitimately have throughout your resume.

PythonRSQLTensorFlowPyTorchscikit-learnPandasJupyterA/B TestingStatistical ModelingMachine LearningDeep LearningNLPTableauPower BI

Soft Skills That Strengthen the Resume

Soft skills weight less than hard skills, but the right ones — woven into bullets — round out the picture.

Stakeholder communicationExperimental designStorytelling with data

Certifications That Matter

Missing required certifications causes ATS auto-rejection in many systems — especially for healthcare, finance, and skilled trade roles. List the ones you hold prominently.

AWS Certified Machine LearningGoogle Cloud Professional ML EngineerMicrosoft Azure Data Scientist Associate

Action Verbs for Data Scientist Bullets

Lead every bullet with a strong action verb. These are the verbs hiring managers expect to see in Data Scientist resumes.

ModeledAnalyzedDiscoveredPredictedQuantified

Example Bullets

Strong Data Scientist bullets follow a structure: action verb + specific scope + measurable outcome. Use these as inspiration — adapt to your actual experience.

Built churn prediction model (AUC 0.91) that informed retention campaign reducing churn 19% YoY
Designed A/B testing framework adopted across 6 product teams, accelerating decision velocity 3x
Quantified $2.4M annual revenue lift from pricing experiment using causal inference methods

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