Planning & Analysis Strats – Associate
A strats role in the Core Engineering group, building econometric and machine learning models for budget planning, scenario design and regulatory stress testing. It is aimed at recent PhD graduates.
What you’d work on
Our reading of the posting: what a new hire in this role would most likely spend their first months on.
- Build macro and financial scenarios for budgeting and stress testing
- Develop time-series and explainable machine learning models to forecast revenues, expenses and balance sheet items
- Run the model lifecycle: data, validation, monitoring and documentation
- Build AWS-based tools and AI-assisted workflows for scenario analysis
- Prepare documentation for model risk review and regulators
What they ask for
Required
- Rust, Python or C++
- Econometrics and time-series modelling
- Structural breaks and regime switching
- Machine learning and uncertainty quantification
- SQL
- AWS
- Model documentation
- Education
- PhD with no experience required, or Master's with 1 year, or Bachelor's with 3 years, in a quantitative field
- Experience
- 0 years with a PhD; 1 year with a Master's; 3 years with a Bachelor's
- Languages and tools
How to prepare
- Build a macro forecasting model with regime switching and structural break tests
- Practise conformal prediction and Monte Carlo for forecast uncertainty
- Learn stress testing and scenario design concepts used by regulators
- Write clear model documentation for one of your own projects
What to study
- Econometrics and Financial Time Series
- Quantitative Risk Management
- Financial Machine Learning
- Probability, Statistics and Financial Data
- Python for Quantitative Finance
The Model Validation Quant roadmap sets out the stages for this kind of role, with free resources for each.
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Read the full posting on Goldman Sachs’s site before applying: requirements, location and pay can change after we check them.
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SelfMadeQuant wrote this summary from the employer’s public posting, last checked 6 November 2026. SelfMadeQuant isn’t affiliated with Goldman Sachs and doesn’t handle applications.