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Data Scientist CV example in India

Hiring norms differ by country. Indian CVs (resumes) are commonly 2 pages, may include a photo, date of birth and marital status (less so in modern tech roles). Always list 10th and 12th board percentages plus engineering CGPA where relevant. This guide covers what India recruiters expect on a Data Scientist CV, current salary ranges from junior to lead, the companies hiring most often, and a ready-to-copy example you can tailor in 30 seconds with ResumAI.

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What recruiters look for

  • Languages and frameworks (Python, R, PyTorch, TensorFlow, scikit-learn)
  • Models shipped to production — not just notebooks
  • Business impact in revenue, retention or cost terms
  • Cross-functional partnership with eng and product

Example CV snippet

Summary

Senior data scientist with 5 years shipping production ML at consumer SaaS. Owned the recommendations and pricing systems serving 8M weekly active users.

Experience

  • Shipped a recommendations model that lifted 30-day retention by 14%.
  • Built a dynamic pricing system in PyTorch — +9% gross margin on 600k SKUs.
  • Owned the experimentation framework — 200+ A/B tests run by 12 PMs.

Skills

  • Python
  • PyTorch
  • scikit-learn
  • ML
  • experimentation
  • feature store
  • India

Common mistakes

  • Listing notebooks instead of shipped, in-production models.
  • No business impact tied to model output.
  • Skipping MLOps and deployment context.

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