Data Scientist, Advanced Analytics & Commercial Effectiveness
Tasks
- Build next best action recommendation engines
- Build survival models for time to event analytics
- Construct HCP and patient segmentation using clustering and NLP
- Create ensemble time series forecasting models
- Create switching surveillance models for competitive intelligence
- Deploy adherence and retention risk models
- Design A B tests and quasi experimental impact studies
- Design prompts benchmarks and feedback loops for agent evaluation
- Design validate deploy predictive models
- Detect hallucinations and evaluate agent outputs
- Develop Bayesian marketing mix optimization models
- Document code review and training for analytics enablement
- Implement bias detection fairness audits and interpretability using SHAP LIME
- Monitor model drift and validation gates
- Operate HIPAA compliant de identified healthcare data
- Set analytical standards for hypothesis testing regression inference experimental design
- Train classifiers for patient identification
- Use Snowflake Cortex AI for agent assisted development
Perks/Benefits
Skills/Tech-stack
A/B | A/B Testing | ARIMA | Audit trails | B testing | Bayesian Inference | Bayesian MMM | Bias detection | CI/CD | Causal Inference | CausalML | Class imbalance | Class imbalance handling | Clustering | Collaborative Filtering | Contextual Bandits | Cox Proportional Hazards | Deidentification | Difference-in-differences | DoWhy | Drift monitoring | Experiment tracking | Exponential Smoothing | Fairness | Git | HIPAA | Instrumental Variables | Jupyter | LIME | Language Processing | LightGBM | MLflow | Machine Learning | Marketing Mix | Marketing Mix Modeling | Mix Modeling | Model Registry | Model calibration | Natural Language | Natural Language Processing | Neural Networks | Power BI | Propensity Score Matching | Propensity score | Prophet | PySpark | PyTorch | PyTorch Lightning | Pymc | Python | Qlik | Random Forest | Randomized-Controlled Trials | Regression Discontinuity Design | Regression discontinuity | Reinforcement Learning | SHAP | SQL | Scikit-learn | Score Matching | Series forecasting | Snowflake | Snowpark Python | Spark | StatsModels | Support Vector Machines | Survival analysis | Survival models | Synthetic control | Tableau | Time Series | Time Series Forecasting | Vector machines | Veeva CRM | XGBoost
Education
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