Data Scientist Resume Example

How to write a data scientist resume that passes ATS — sample bullets, skills, and mistakes to avoid for India and global roles.

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Free ATS-friendly DOCX and PDF with standard sections for data scientist roles. Use the buttons here when JavaScript is enabled, or open the resume builder and select this role template.

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Use this data scientist resume guide to structure your CV for job portals and corporate ATS. ML models, Python, and production impact. Download a free template or scan your current resume before applying.

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What recruiters look for

  • Relevant degree, certification, or license clearly stated
  • Experience bullets with action verbs and quantified outcomes
  • Skills section mirroring keywords from typical job descriptions
  • Standard section headings parsers recognize (Experience, Education, Skills)

Skills and keywords to include

Align with the job description — these terms are commonly filtered by ATS and hiring managers for data scientist roles:

  • Python
  • SQL
  • pandas
  • scikit-learn
  • XGBoost
  • TensorFlow
  • Statistics
  • A/B Testing
  • AWS SageMaker
  • Airflow
  • BigQuery
  • Feature Engineering
  • ML Deployment

Sample bullet points

Adapt these achievement-style bullets with your own metrics, employers, and tools:

Sample resume outline

Plain-text structure parsers read — also visible in the downloadable sample:

SUMMARY
Data scientist with 4+ years building ML models for fintech and e-commerce. Strong in Python, SQL, scikit-learn, and experiment design. Shipped production models for churn, fraud, and recommendation use cases with measurable business lift.

EXPERIENCE
Data Scientist — PayNova Fintech
Aug 2022 – Present | Bengaluru, India
• Built XGBoost churn model on 2M+ user records; improved retention campaign targeting and reduced monthly churn 9% (₹1.2 Cr saved annualized).
• Deployed real-time fraud scoring API on AWS SageMaker with 94% precision at 80% recall; cut false positives 18% vs rule-based baseline.
• Partnered with product on A/B tests for credit limit offers; validated 6% uplift in acceptance using Bayesian analysis in Python.

Associate Data Scientist — ShopLane Analytics
Jun 2020 – Jul 2022 | Hyderabad, India
• Developed collaborative filtering recommender increasing average order value 11% on app homepage.
• Automated feature pipelines in Airflow + BigQuery, cutting model refresh time from 3 days to 6 hours.

SKILLS
Python, SQL, pandas, scikit-learn, XGBoost, TensorFlow, Statistics, A/B Testing, AWS SageMaker, Airflow, BigQuery, Feature Engineering, ML Deployment

EDUCATION
M.Tech Data Science, IIIT Hyderabad — 2020 | B.Tech IT — 2018

CERTIFICATIONS
AWS Certified Machine Learning — Specialty, 2024

Common ATS mistakes

  • Generic duties without metrics or role-specific keywords
  • Two-column or graphic-heavy templates that break ATS parsing
  • Missing contact information as plain text at the top of the document

Tips for India job applications

  • Separate Skills from Tools — list Python, R, SQL, Spark explicitly.
  • Avoid “data-driven professional” clichés; use numbers from analyses you ran.
  • Include GitHub or Kaggle only when profiles are maintained.
  • Match JD keywords for cloud (BigQuery, Redshift, Snowflake) when true.

Frequently asked questions

SQL complexity, data warehouse platforms, and BI tools (Power BI, Tableau, Looker) Format as a single-column Word or PDF with standard headings so Naukri, LinkedIn, and corporate ATS can parse your file.

Mirror the job description. Core keywords recruiters often filter on include: Python, SQL, pandas, scikit-learn. List them in a dedicated Skills section and repeat naturally in experience bullets.

Analyst resumes emphasize SQL, reporting, and stakeholder work. Scientist resumes add modeling, experimentation, and ML deployment.

Link to polished portfolio cases, not raw homework notebooks. Recruiters skim bullets first.

Yes. Use the download buttons above for a blank ATS template or a pre-filled data scientist example in Word or PDF. See more data & analytics guides in our category hub.

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