Associate Director - Decision Science
Tasks
- Build next best action recommendation engines
- Build survival models for adherence discontinuation and patient lifetime value
- Construct HCP and patient segments with clustering and NLP
- Create documentation code reviews and enablement trainings
- Create ensemble time series forecasting frameworks for demand and revenue scenarios
- Create switching surveillance models for competitive intelligence
- Deploy models to detect adherence and retention risk signals
- Design A B tests and apply causal inference methods
- Design validate and deploy machine learning models
- Develop Bayesian marketing mix models and optimize channel allocation
- Implement guardrails for agent output validation and hallucination detection
- Implement model guardrails interpretability and bias fairness audits
- Operate HIPAA compliant de identified data and manage access risk
- Set analytical standards across hypothesis testing regression inference experimental design
- Train supervised classifiers for patient identification
- Translate statistical findings into actionable recommendations
- Tune and evaluate domain specific prompts for agents
- Use Snowflake Cortex AI and AI coding agents for prototyping
Perks/Benefits
- N/A
Skills/Tech-stack
A/B | A/B Testing | ARIMA | ARIMA Time Series | B testing | Bayesian Inference | Bayesian Marketing Mix Modeling | Bias detection | CI/CD | Causal Inference | Collaborative Filtering | Container Services | Contextual Bandits | Cortex AI | Cox Model | Data Deidentification | Difference-in-differences | Drift monitoring | Ensemble Methods | Event analysis | Exponential Smoothing | Fairness audits | Git | HIPAA | Instrumental Variables | Jupyter | LIME | LightGBM | MLflow | Marketing Mix Modeling | Mix Modeling | Model Drift | Model drift monitoring | Neural Networks | Next Best Action | Propensity Score Matching | Propensity score | Prophet | PySpark | PyTorch | Pymc | Python | Random Forest | Regression Discontinuity Design | Regression discontinuity | Reinforcement Learning | SHAP | SQL | SciPy | Scikit-learn | Score Matching | Snowflake | Snowpark Container Services | Snowpark Python | Spark | StatsModels | Support Vector Machines | Survival analysis | Synthetic control | Time Series | Time to Event | Time to event analysis | Vector machines | Veeva CRM | XGBoost
Education
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