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Data Scientist resume example

A data scientist resume that leads with models in production and the metric they moved. Use the sample lines below as a pattern, replace the numbers with your own, and build it in the free editor.

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Updated 2 November 2026 · ATS-friendly · One page · Free PDF, no watermark

Section order

Header with GitHub, Google Scholar or Kaggle
Summary
Experience
Selected projects or publications
Skills
Education

Data Scientist resume summary example

Data scientist with 4 years building recommendation and forecasting models. Shipped a ranking model that lifted add-to-cart by 7% for 30M users. Python, PyTorch, Spark, MLOps on AWS.

Data Scientist resume bullet examples

Each line follows the same pattern: an action verb, the scale, and a measurable result.

Shipped a two-tower retrieval model for home-feed recommendations; add-to-cart +7% across 30M monthly users.
Built a SKU-level demand forecast (LightGBM) for 400 dark stores; stock-outs fell 22%.
Set up model monitoring with drift alerts on SageMaker, catching two silent failures before they hit revenue.
Ran causal analysis (diff-in-diff) on a pricing change that the A/B test could not isolate.
Fine-tuned a small LLM for support-ticket routing; 89% accuracy, replacing 14 hand-written rules.
Published at a KDD workshop on cold-start recommendation.

Skills to list

Python
SQL
PyTorch
scikit-learn
LightGBM
Spark
Statistics
Causal inference
MLOps
AWS SageMaker
LLMs

ATS keywords recruiters search for

Recruiters filter their ATS with words like these. Use the ones that are true for you, in the same wording as the job description.

machine learning
deep learning
NLP
recommendation systems
forecasting
feature engineering
model deployment
A/B testing

Mistakes that cost data scientist interviews

Reporting model accuracy without the business metric.
Notebook-only projects with no deployment or users.
Listing every algorithm you have heard of.
Hiding the data scale (rows, users, features).

Check it before you send it

Export your resume, then run it through the free ATS X-Ray to see exactly what an applicant tracking system reads. Paste the job description into JD Match to find missing keywords, and prepare with interview questions generated from your resume.

Build my data scientist resume

FAQ

How do I show impact on a data scientist resume?

Pair each model with the business metric it moved and the scale: users, revenue, cost, or time saved.

Should I list Kaggle competitions?

Medals and top-percent finishes, yes. Participation alone adds little.

Do I need publications?

No for industry roles. Yes for research scientist roles.