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Senior Data Scientist
Odpowiedz na ogłoszenieResponsibilities:
- Collaborate with airline experts to leverage data for actionable predictions of customer behavior and operational performance.
- Evaluate new data sources and forecasting techniques for effectiveness and accuracy.
- Develop custom data models and algorithms and run proof-of-concept studies.
- Use statistical and machine learning tools to enhance existing in-house algorithms.
- Work with software engineers to implement and test production-quality code for forecasting and data analytics models.
- Create tools to monitor and analyze data accuracy and model performance.
- Demonstrate software to customers, perform benchmarks, calibrate software for customer needs, and provide training.
- Resolve software complaints and respond to suggestions for improvements.
Required Qualifications:
- Advanced degree in Statistics, Operations Research, Computer Science, Mathematics, Machine Learning, or related fields.
- Proven ability to apply modeling and analytical skills to real-world problems.
- Knowledge of machine learning techniques and their practical applications.
- Expertise in advanced statistical techniques and their applications.
- Strong programming skills in R, SQL, Python, PySpark, and familiarity with other programming languages like Java, JavaScript, or C++.
- Experience deploying machine learning and statistical models on cloud platforms, utilizing services like Amazon SageMaker and Amazon Forecast.
- Knowledge of airline revenue management algorithms and experience developing demand forecasting and price optimization models.
Desirable Qualifications:
- Familiarity with the airline, hospitality, or retail industries.
- Experience developing customer choice models, price elasticity estimation, and market potential estimation.
- Understanding of airline distribution, pricing, revenue management, NDC, and Offer/Order Management concepts.
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