Data Science and Machine Learning Expert
5 hours ago
Company Overview
At Avenga, we are a team of innovators who strive to push the boundaries of what is possible in the world of data science and machine learning.
We work closely with airlines to identify opportunities for leveraging data to deliver insights and actionable predictions of customer behavior and operations performance.
Salary and Benefits
We offer a competitive salary package that includes benefits such as free coffee, bike parking, and a playroom.
Job Description
As a Data Science Engineer at Avenga, you will apply expert-level statistical analysis, data modeling, and predictive analysis on strategic and operational problems in the airline industry.
You will leverage your statistical and business expertise to translate business questions into data analysis and models, define suitable KPIs, and graphically present results to a wide range of audiences.
Required Skills and Qualifications
- Advanced degree in statistics, operations research, computer science, mathematics, or machine learning
- Proven ability to apply modeling and analytical skills to real-world problems
- Knowledge of machine learning techniques (clustering, decision tree learning, artificial neural networks) and statistical concepts (regression, properties of distributions, statistical tests)
- Solid programming skills in languages such as R, SQL, Python, TensorFlow, PySpark, Java, JavaScript, or C++
- Absolutely must have: graduate school level knowledge of revenue management models and algorithms
- Experience deploying machine learning and statistical models on a cloud using MLOps within the enterprise CI/CD process
- Familiarity with airline, hospitality, or retailing industries and decision support systems employed there
- 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
Benefits and Perks
- Free coffee
- Bike parking
- Playroom
Others
You will source data from multiple different data sources, write high-quality data manipulation scripts, develop and apply data mining and machine learning algorithms for advanced analysis and prediction.
You will utilize your strong communication skills to work with developers to support product development cycles and decision makers who need empirical data to promote sales and growth.
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