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Snapmint

Data Scientist

Snapmint
India · Full-time · Mid-Senior

Job Description: Data Scientist – Credit Risk Team


About the Role

We are hiring a Data Scientist to own end-to-end credit underwriting models for a high-scale fintech product. This role spans model development, real-time deployment, monitoring, and continuous improvement, directly impacting approval rates, fraud, credit losses, and GMV.


What You’ll Do

Credit Underwriting & Modeling

  • Build and maintain credit risk models using Logistic Regression, XGBoost / LightGBM and deep learning
  • Design underwriting strategies for NTC (New-to-Credit) users using alternative & behavioural data
  • Balance credit risk, fraud risk, and conversion in checkout flows
  • Design real-time features with strict latency SLAs (<100 ms):
  • Velocity & frequency features
  • Rolling window aggregates
  • Behavioural & transactional signals
  • Implement incremental / online feature updates (mean, std, EWMA, decay)
  • Ensure training–serving feature parity using feature stores or custom pipelines
  • Partner with Risk teams to define:
  • Score cut-offs, bands, and guardrails
  • Policy rules layered over ML models


Experimentation & Business Impact:

  • Measure impact on:
  • Approval rate
  • FPD & delinquency
  • Portfolio loss & margins


What We’re Looking For:

  • 2–6+ years experience in Credit Risk / Lending / Cards
  • Strong hands-on experience with Python & SQL
  • Experience with credit bureau data (CIBIL / Experian / Equifax)


Location : Bangalore

Working Days: Monday to Friday.

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Posted
Jan 20, 2026
Type
Full-time
Level
Mid-Senior
Location
Bengaluru
Company
Snapmint

Industries

Financial Services IT Services IT Consulting Banking

Categories

Analyst Information Technology

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