Senior Data Scientist, Predictive Modeling, Credit & Risk

Carvana

Confirmed live yesterday High trust

Quick summary

Work type
On-site
Location
Tempe, AZ
Posted
15 days ago
Freshness
Confirmed live yesterday

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Similar $197k
$146k $241k
below market most similar roles pay here above market

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About Carvana

Carvana is an e-commerce platform for buying and selling used cars, offering customers a fully online purchasing experience with home delivery, financing, and vehicle trade-ins through its network of automated car vending machines and inspection centers.

Carvana currently has 12 open roles on FindRole.

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At a glance

TL;DR · Senior Data Scientist, Predictive Modeling, Credit & Risk

The Senior Data Scientist, Predictive Modeling, Credit & Risk joins the Credit & Risk modeling space to advance technical capabilities for high-impact predictive models. This role involves developing, validating, and productionizing new modeling techniques and data signals to improve risk assessment and decisioning across the business. You will design, train, and deploy advanced machine learning models, including gradient boosting, representation learning, embeddings, and transformer-based approaches. Daily tasks include leveraging structured and unstructured data, building rigorous evaluation frameworks like backtests and simulations, and partnering with data engineering teams to ensure production readiness. You must demonstrate fluency in Python and SQL, along with experience in LightGBM, XGBoost, and neural networks. The work focuses on balancing model complexity with reliability to solve high-stakes credit, risk, and underwriting problems.

What does a Data Scientist earn?

Median $173200 from 338 postings across 66 companies.

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What you'll do

  • Improve core credit and risk models through incremental advancements in accuracy, robustness, and coverage.
  • Leverage structured and unstructured data sources to drive sustained improvements in model decision quality.
  • Design, train, and deploy advanced machine learning models including gradient boosting and transformer-based approaches.
  • Build and apply rigorous evaluation frameworks such as backtests, simulations, and online experiments.
  • Partner with data engineering and platform teams to ensure models are production-ready and scalable.
  • Translate successful modeling work into reusable patterns and abstractions for use across other teams.
  • Serve as a technical leader through design reviews, code reviews, and informal mentorship.

What we're looking for

  • Bachelor's degree in Computer Science, Statistics, Math, Quantitative Economics, or a similar field from an accredited undergraduate institution.
  • 5-8+ years of experience building and deploying predictive models in production environments.
  • Demonstrated track record of delivering and iteratively improving models in production rather than just offline development.
  • Strong experience with modern machine learning techniques including LightGBM, XGBoost, and neural networks.
  • Fluency in Python and SQL with production-quality coding standards.
  • Excellent statistical intuition regarding bias/variance tradeoffs, generalization, and experimental validity.
  • Proven ability to take ambiguous modeling problems from the idea stage to production impact.
  • Hands-on experience with embeddings, transformers, or deep representation models (preferred).

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