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About

Ruud Juffermans

Data engineer at NLR
Data & AI at the Dutch police
241 students with a 4.2 rating on Udemy

At the Noord-Holland police unit I set up data-driven working in a team that didn't have it yet. I mapped the data sources, built pipelines in Python and SQL, designed the data models and delivered the reports that detectives and managers now steer by. All of that happens under strict privacy and information-security requirements, with data where a wrong conclusion has real consequences.

Before that I was a data engineer at the Netherlands Aerospace Centre (NLR), working on COMPASS, an EU project on digital product passports. I led requirements engineering with partners across Europe, made the architecture decisions for the data platform and built the MVP in an international Agile team. My degree in Business Data Management laid the groundwork: data modeling, data warehousing and BI.

Alongside that work I spent four years creating Udemy courses on Python, SQL and full-stack development. Explaining complex technology to people without a technical background is the entire job there — and it's also what a data engineer on a team does most of the day. The same curiosity led me to AI: RAG, agents and retrieval evaluation, worked out in the projects on this site. I'm now looking for a team where I can build that data foundation and the AI layer on top of it, together.

I've seen what happens when data and AI work — and what happens when the foundation is missing.

Portrait of Ruud Juffermans
Expertise

Data engineering

Data modeling
Kimball / star schema
dbt
ELT pipelines
Power BI

AI & GenAI

LLMs
RAG
Retrieval evaluation
Document processing
AI agents

Engineering

Python
SQL
PostgreSQL
Kafka
Docker
CI/CD
Azure
Experience

Roles, and what I did there

2025 – now

Data Specialist - Cryptocurrency

Noord-Holland Police

  • Set up data-driven working from scratch: inventoried data sources, assessed their quality and translated the needs of operations, tactics and management into a concrete plan.

  • Built ETL pipelines in Python and SQL, dimensional data models and Power BI reports for operational and strategic decision-making.

  • Developed automated tooling that replaces manual analysis work, including for financial and cryptocurrency investigations.

  • Put governance in place — data quality, classification, documentation — and gave training to raise data literacy in the team.

2024 – 2025

Data Engineer

Netherlands Aerospace Centre (NLR)

  • Led requirements engineering for COMPASS, an EU-funded project on digital product passports: turned interviews with European partners into specifications.

  • Designed the data platform architecture — integrations, data models, data structures — and built and iteratively delivered the MVP in an international Agile team.

  • Built data transformations with dbt and developed Power BI dashboards for project stakeholders.

2020 – 2024

Course Creator

Udemy

  • Developed courses on Python, SQL, full-stack development and blockchain technology: 241 students with a 4.2 rating.

  • Built an education product independently: from audience analysis to iterative improvement based on student feedback.

My path

From bookkeeping to data

2017

Completed vocational degree in Business Administration, ROC van Amsterdam

2019

Started Computer Science — Business Data Management, Leiden University of Applied Sciences

2020

Published first Udemy courses

2023

Graduated, with a minor in Blockchain & Cryptocurrency Business, Law & IT

2024

Data Engineer at the Netherlands Aerospace Centre

2025

Data Specialist - Cryptocurrency at the Noord-Holland Police

Think I'd fit your team?

I'm open to new roles. Get in touch, or start with the projects to see how I work.