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Tech Stack
Tools & technologiesPandasPythonPyTorchScikit-LearnSQLTensorflow
About the role
Key responsibilities & impact- You will transform demand, occupancy, and purchasing behavior data into models that price a network with thousands of origin-destination pairs and multi-leg routes.
- Conduct exploratory and statistical analysis to discover patterns, generate hypotheses, and guide modeling.
- Model demand and no-shows per origin-destination pair using gradient boosting and time series methods, correcting for censored demand bias (unconstrained demand).
- Estimate price elasticity and willingness-to-pay by segment and route as the basis for price optimization.
- Model seat protection and capacity allocation (fare buckets) on multi-leg routes, balancing load factor and revenue.
- Design A/B tests and causal inference analyses that validate price changes and measure real uplift, with clear statistical rollout criteria.
- Ensure interpretability (e.g., SHAP) to defend each price to the business and regulators.
- Design strategies for routes with limited historical data, starting from literature priors and evolving to ML solutions, on a per-tenant basis.
Requirements
What you’ll need- Strong quantitative background (Statistics, Economics, Mathematics, Engineering, Computer Science or related) and a solid foundation in probability, inference, and experimental design.
- Exploratory data analysis (EDA) and strong storytelling and visualization skills.
- Classical ML (regression, classification, clustering) and time series; familiarity with deep learning (PyTorch or TensorFlow).
- Python and the Data Science ecosystem (pandas, scikit-learn, statsmodels); SQL for large-scale data.
- Causal inference and/or A/B testing and impact measurement.
- Clear scientific communication and comfort with AI-assisted development (e.g., Claude Code).
Benefits
Comp & perks- Remote work
- Project duration: 6 months, with possibility of extension or internal hire.
ATS Keywords
✓ Tailor your resumeApplicant Tracking System Keywords
Tip: use these terms in your resume and cover letter to boost ATS matches.
Hard Skills & Tools
statistical analysisgradient boostingtime series methodsprice elasticitywillingness-to-payA/B testingcausal inferenceexploratory data analysisclassical MLdeep learning
Soft Skills
storytellingvisualization skillsclear scientific communication
