Staff Data Scientist
SoFi
- Location
- San Francisco, CA
- Workplace
- Remote
- Employment
- Full Time
- Salary
- USD 223,560–245,916/yr
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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