Associate Director - Decision Science
Tasks
- Apply quasi experimental causal methods
- Build Bayesian marketing mix models
- Build competitive switching surveillance models
- Build survival models
- Conduct A/B testing
- Construct patient and HCP segments
- Create documentation code reviews and training
- Create time series forecasting frameworks
- Design agent prompts benchmarks and feedback loops
- Design validate deploy predictive models
- Detect adherence and retention risk signals
- Develop next best action recommendation engines
- Implement validation and hallucination detection guardrails
- Integrate recommendations into Veeva CRM
- Monitor model drift and validation gates
- Operate HIPAA compliant de identified data
- Run bias detection fairness audits and interpretability
- Set analytical standards
- Train patient identification classifiers
- Translate analytics into business recommendations
- Use Snowflake Cortex AI for prototyping
Perks/Benefits
- N/A
Skills/Tech-stack
A/B | A/B Testing | ANOVA | ARIMA | Accelerated Failure Time | B testing | Bayesian Inference | Bayesian MMM | CI/CD | CausalML | Class imbalance | Clustering | Collaborative Filtering | Container Services | Contextual Bandits | Cortex AI | Cox Proportional Hazards | Difference-in-differences | DoWhy | Experimental Design | Exponential Smoothing | Git | Gradient boosting | Hypothesis Testing | Instrumental Variables | Jupyter | LIME | Language Processing | Lifelines | LightGBM | Lightweightmmm | Linear Regression | Logistic Regression | MLflow | Mixed-effects | Mixed-effects models | Model Registry | Multiple Comparison Corrections | Natural Language | Natural Language Processing | Neural Networks | Power analysis | Propensity Score Matching | Propensity score | Prophet | Proportional hazards | PySpark | PyTorch | Pymc | Python | Random Forest | Regression Analysis | Regression discontinuity | Reinforcement Learning | Robyn | SHAP | SQL | Scikit-learn | Scipy stats | Score Matching | Snowflake | Snowflake Cortex | Snowflake Cortex AI | Snowpark Container Services | Snowpark Python | Spark | Statistical calibration | StatsModels | Support Vector Machine | Survival analysis | Synthetic control | Veeva CRM | XGBoost
Education
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