JobHabor

Staff Data Scientist

SoFi

Location
San Francisco, CA
Workplace
Remote
Employment
Full Time
Salary
USD 223,560–245,916/yr
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Posted 1mo ago

The employer’s full description could not be read from their board. This is a summary of the posting — follow the apply link for the original.

Responsibilities

  • Identify opportunities and collaborate cross functionally to develop, implement, and continuously improve machine learning models and strategies that support credit underwriting
  • Identify opportunities to apply AI and advanced machine learning approaches to solve complex business problems
  • Evaluate alternative data sources and external vendor solutions by defining and driving proof of concept projects
  • Explore and leverage inhouse, external, and other opensource machine learning software/algorithms
  • Contribute in enhancing SoFi's risk model development code base by developing customized Python scripts or packages
  • Collaborate with Model Risk Management team and Fair Lending team to demonstrate models are developed with high level rigor
  • Spearhead model deployment by collaborating with cross functional teams including Credit, Product, Engineering, and Business Unit
  • Present model performance and insights to Credit, Risk, and Business Unit leaders

Requirements

  • Master's degree in Statistics, Data Science, or related quantitative discipline and 5 years of experience, or Bachelor's degree and 7 years of experience
  • Machine Learning and statistical modeling for supervised and unsupervised learning
  • Python
  • Databases and related languages and tools including SQL, NoSQL, and Hive
  • Statistical Inference
  • Full model development cycle on modern cloud platform including model development, implementation and monitoring
  • Experience in unsecured loan credit and cashflow underwriting
  • Familiar with credit bureau data such as Experian, TransUnion or Equifax
  • Experience in model implementation including CICD pipeline and deployment of models to production endpoints

Skills

  • Machine Learning
  • Python
  • SQL
  • NoSQL
  • Hive
  • CICD

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