Data Scientist, Advanced Analytics & Commercial Effectiveness
Location: Mississauga, Canada
CAD 134K-176K (estimate) Senior-level Full Time
Tasks
- Build next best action recommendation engines
- Build survival and time to event models
- Construct HCP and patient segmentation using clustering and NLP
- Create and maintain ensemble time series forecasting frameworks
- Create documentation and provide model enablement trainings
- Create switching surveillance models for competitive intelligence
- Deploy adherence and retention risk prediction models
- Design A B tests and causal inference using quasi experimental methods
- Design and validate predictive machine learning models
- Develop Bayesian marketing mix models for media optimization
- Ensure HIPAA compliant de identified data operations
- Implement guardrails for agent output validation and hallucination detection
- Monitor model drift and maintain interpretability and fairness audits
- Set analytical standards for hypothesis testing and experimental design
- Train patient identification classifiers from healthcare data
- Translate statistical findings into actionable recommendations
- Use Snowflake Cortex AI for agent assisted analytics development
Perks/Benefits
Skills/Tech-stack
A/B | A/B Testing | ARIMA | B testing | Bayesian Inference | Bayesian MMM | Bias detection | CI/CD | Causal Inference | CausalML | Clustering | Collaborative Filtering | Container Services | Contextual Bandits | Cortex AI | Cox Proportional Hazards | Data Privacy | Difference-in-differences | DoWhy | Ensemble learning | Exponential Smoothing | Fairness auditing | Git | HIPAA | Instrumental Variables | Jupyter | LIME | LightGBM | MLflow | Machine Learning | Marketing Mix | Marketing Mix Modeling | Mix Modeling | Model Interpretability | Model Monitoring | Multiple Comparison Corrections | NLP | Neural Networks | Power analysis | PowerBI | Propensity Score Matching | Propensity score | Prophet | PySpark | PyTorch | Pymc | Python | Qlik | Random Forest | Randomized-Controlled Trials | Regression Discontinuity Design | Regression discontinuity | Reinforcement Learning | SHAP | SQL | Scikit-learn | Score Matching | Series forecasting | Snowflake | Snowflake Cortex | Snowflake Cortex AI | Snowpark Container Services | Snowpark Python | Spark | StatsModels | Support Vector Machine | Survival analysis | Synthetic control | Tableau | Time Series | Time Series Forecasting | Veeva CRM | XGBoost
Education
Roles
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