Data Scientist
Propertyvalue Prudent Technologies And Consulting
New York, NY, United States
about 1 month ago
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Role details
Contract type
Permanent contract
Employment type
Full-time (> 32 hours)
Experience level
Experienced
Experience required
3 years minimum
Working hours
Regular working hours
Job source
Tech stack
A/B Testing
Information Engineering
Extract Transform Load (ETL)
Data Mining
Github
Monitoring of Systems
Python (Programming Language)
Tensorflow
Software Deployment
Computational Statistics
Snowflake
Jupyter
+5 more
Scikit Learn
Information Technology
Power Analysis (Cryptography)
Data Management
Databricks
Job description
- Design and Execute Experiments: Lead end-to-end A/B testing initiatives and Geo Experiments, from hypothesis formation and experimental design to statistical analysis and business recommendations
- Advanced Statistical & Causal Inference: Apply deep knowledge of experimental design, regression, classification, causal inference (difference-in-differences, propensity scores, instrumental variables), and ensure proper assumptions.
- Build Scalable Solutions: Develop experimentation and causal inference tools and frameworks that can scale across Disney’s businesses
- Deliver Strategic Insights: Partner with stakeholders to identify optimization opportunities and translate complex analytical findings into clear business recommendations
- Influence Executive Decisions: Present findings and recommendations to senior leadership, effectively communicating statistical concepts to non-technical stakeholders
Requirements
- Bachelors in Statistics, Economics, Computer Science, Engineering, Mathematics, Physics, or a related field + 7 years of experience with an emphasis on experimentation or causal inference.
- Strong background in statistical modeling: regression, classification, time series forecasting, causal inference, and other techniques.
- Robust knowledge of causal inference approaches such as propensity scores, synthetic controls, difference-in-differences, doubly robust methods, meta learners, and uplift modeling.
- Expertise in A/B test design, execution, statistical modeling, and sophisticated causal inference techniques.
- Proficient in conducting sample size calculations, power analysis, and minimum detectable effect estimation.
- Experience managing multiple testing scenarios and controlling false discovery rates.
- Ability to deploy both Bayesian and frequentist statistical approaches.
- Deep understanding of assumptions required for causal inferences, including the foundational statistical concepts that underpin the approaches.
- Proven ability to manage end-to-end experimentation and causal inference analyses, from initial requirements to impactful outcomes
- Advanced skills in Python and/or R including development of statistical analysis packages, and use of ML frameworks (e.g., scikit-learn, LGBM).
- Strong communication skills for translating complex data into actionable narratives and presenting confidently to technical and non-technical audiences, including senior executives., * MS in computer science, statistics, math or a related quantitative field 10+ years of relevant experience OR PhD + 3 years of relevant experience with an emphasis on experimentation or causal inference.
- Experience with ETL and data engineering: data extraction, transformation, integration, and quality controls for analytics at scale.
- Skilled in production deployment and monitoring of data science solutions, including CI/CD pipelines, automated reporting, and ongoing experiment/model monitoring.
- Familiarity with data platforms and applications such as Databricks, Jupyter, Snowflake, and Github.
- Strong strategic business insight, preferably in subscription-based business models, with ability to apply experimentation and analytics to market trends and consumer insights.
- Proven track record of leadership and stakeholder/project management, including influencing cross-functional teams and delivering high-impact outcomes.
- Adept at adapting quickly to shifting priorities in a fast-moving environment while maintaining quality.
- Drive and maintain a culture of quality, innovation and experimentation.
- Demonstrated experience mentoring colleagues on best practices and technical concepts for building large scale solutions.
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