Master Thesis Topic AI Powered Data Migration Auditing (AI)

TL;DR

Master Thesis Topic AI Powered Data Migration Auditing (AI): Designing an AI-supported framework to automatically verify numeric and provenance consistency across medallion-layer data migrations with an accent on detecting and explaining aggregation mismatches and inferring transformation impacts. Focus on integrating statistical, machine learning, and provenance-tracking techniques to generate cryptographically verifiable audit artifacts, reducing manual effort, and strengthening compliance.

Location: Rotterdam

Salary: €650 gross based on a 36-hour working week

Company

hirify.global is an organization that offers a wide range of opportunities within its Life & Pensions business unit, focusing on innovation in compliance and risk management processes.

What you will do

• Develop and validate an AI-powered reconciliation framework for data migrations.
• Design methods to detect and localize aggregation mismatches after filtering, cleaning, and transformations.
• Quantify and explain expected versus unexpected data loss in migration pipelines.
• Integrate statistical, machine learning, and provenance-tracking techniques into a modular prototype.
• Generate human-readable and cryptographically verifiable audit artifacts (lineage graphs, signed proofs, anomaly explanations).
• Evaluate the framework on historical NN migrations and synthetic benchmarks.

Requirements

• Strong passion for solving complex analytical challenges and applying AI technologies in financial and risk domains.
• Ability to work in a structured way, think critically, and pay close attention to regulatory requirements and technical specifications.
• Degree or specialization in Computer Science, Data Science, Artificial Intelligence, Econometrics, or a related field.
• Hands-on experience with Python.
• Solid knowledge of statistics, machine learning, natural language processing, and AI agent frameworks.
• Ability to translate complex technical concepts into clear, well-structured documentation and actionable solutions.
• Self-motivation and independence in planning and conducting research.

Culture & Benefits

• Internship fee of €650 gross based on a 36-hour working week.
• Plenty of training and learning opportunities in their Learning & Development Centre.
• Access to a large international network of colleagues keen to share knowledge.
• Autonomy to set out your own development path.
• Opportunity to be part of the Data & AI team within the CIO department.
• Culture guided by values of care, clear, and commit, fostering a welcoming, respected, and proud workplace.