Senior Data Scientist, Marketplace
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Role details
Tech stack
Job description
Data Science is at the heart of Lyft’s products and decision-making. As a member of the Science team, you will work in a dynamic environment, where we embrace moving quickly to build the world’s best transportation. Data Scientists take on a variety of problems ranging from shaping critical business decisions to building the machine learning models and algorithms that power our internal and external products., * Partner with Engineers, Product Managers, and Business Partners to frame problems, both mathematically and within the business context, and shape roadmaps across cross-functional teams
- Perform exploratory data analysis to gain a deeper understanding of the problem and the marketplace
- Develop, fit, and evaluate time series forecasting and machine learning models
- Write production model code; collaborate with Software Engineers to implement and scale models and algorithms in production, with attention to correctness, efficiency, consistency, and technical debt
- Design and implement both simulated backtesting and live experiments; analyze experimental and observational data, communicate findings, and facilitate launch decisions
- Define and uplevel monitoring of model and signal health; build and scale tooling that improves the efficiency of operational tasks
Requirements
- M.S. or Ph.D. in Statistics, Mathematics, Economics, Operations Research, Computer Science, or other quantitative fields or related work experience
- 5+ years professional experience in a technology company setting involving a product
- Proven experience with building and evaluating time series forecasting and machine learning models, ideally in real-time or large-scale production settings
- Strong grasp of core ML fundamentals - feature engineering, model evaluation, and managing the bias-variance tradeoff
- Proficiency with Python and modern ML libraries, and experience working in a production coding environment
- End-to-end experience with data, including querying, aggregation, analysis, and visualization
- Passion for solving unstructured and non-standard mathematical problems
- Strong written and verbal communication; ability to align stakeholders and influence outcomes through reasoning and data
Benefits & conditions
- Great medical, dental, and vision insurance options with additional programs available when enrolled
- Mental health benefits
- Family building benefits
- Child care and pet benefits
- 401(k) plan with company match to help save for your future
- In addition to 12 observed holidays, salaried team members have discretionary paid time off, hourly team members have 15 days paid time off
- 18 weeks of paid parental leave. Biological, adoptive, and foster parents are all eligible
- Subsidized commuter benefits
- Monthly Lyft credits and complimentary Lyft Pink membership
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