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Senior Data Scientist
Łódź
Nazwa pozycji
Senior Data Scientist
Lokalizacja
Łódź
, Łódź, Łódź Voivodeship, Polska
Firma
Avenga
Dodano
14. 7. 2024
Informacje o stanowisku
Responsibilities:
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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