Research Associate AI & Data Science Specialist
Skills
About This Role
Responsibilities
- Data Preparation and Analysis:
- Collect, preprocess, and analyze large datasets related to flight operations and other pertinent areas to inform model development and validation.
- This includes handling missing or incorrect data, identifying patterns, and ensuring data quality.
- Model Development:
- Design and implement predictive models to forecast crew requirements based on historical and real-time operational data.
- Account for uncertainty due to disruptions and unforeseen events.
- Optimization Algorithms:
- Develop and apply operations research methodologies and reinforcement learning algorithms to dynamically generate optimal solutions that enhance operational efficiency and adhere to all relevant constraints.
- Simulation and Testing:
- Create simulation environments to test and validate the performance of developed models and algorithms under various operational scenarios and disruptions.
• Regulatory Compliance Integration
- Ensure that all models and optimization workflows comply with aviation regulations, including duty-time limits, rest periods, qualification rules, and safety standards.
- Collaborate with compliance officers to embed these rules effectively in the system logic.
- Collaboration:
- Work closely with interdisciplinary teams, including data scientists, operations researchers, and airline operations personnel, to ensure the practical applicability of developed solutions.
- Documentation and Reporting:
- Prepare comprehensive documentation of methodologies, algorithms, and findings.
- Present research outcomes to stakeholders and contribute to academic publications
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