Every recruiter has a list. On that list are the roles they can’t fill. Not “hard to fill”. Cannot fill. They’ve been open for six months. The bonus keeps going up. The requirements keep coming down.

Nobody talks about this list publicly because it looks weak. But it’s the most valuable career intel you can get.

Here are the five roles that dominate that list right now.

1. AI Product Engineer
Not a data scientist. Not a backend developer. Someone who can wire an LLM into a real product without breaking it. Companies are drowning in AI prototypes that never shipped because nobody knows how to productionise them.
Your route in: BS in AI and Machine Learning Engineering.

2. Data Translator
A data specialist who can talk to the CEO. That’s it. That’s the job. Firms have plenty of analysts who can build the dashboard and zero who can explain why the board should care.
Your route in: BS in Data Science. You learn to find the story in the numbers, which is the actual skill nobody teaches.

3. Full-Stack Engineer With Product Instinct
Every startup wants one. They’ll say “senior developer” in the ad. What they mean is: someone who can ship a feature end to end and also tell the founder when the feature is stupid.
Your route in: BS in Software Engineering, where you build real products, not toy ones.

4. Fractional CTO For Non-Tech Businesses
Traditional companies (logistics, healthcare, retail) are hiring their first ever tech leader. They don’t need the best engineer in the world. They need someone who can lead a team of five and not embarrass themselves in a boardroom.
Your route in: Tech MBA.

5. AI Ethics And Governance Lead
The EU AI Act made this role mandatory for a lot of companies. The supply of qualified people is roughly zero. Salaries are climbing fast. The job needs data literacy plus the human skills to say no to your own CEO.
Your route in: Professional Masters in Data Science and Leadership. Data fluency and interpersonal leadership are the exact combination this role demands.

The pattern

Notice what’s on this list and what isn’t. The junior developer isn’t on it. Generic data analyst isn’t on it. The roles that companies can’t fill sit at the intersection of technical depth and something else. Communication. Product sense. Leadership. Ethics.

That intersection is exactly what AmsterdamTech is built to teach.

Which of these five feels closest to the version of you three years from now? Start there. Explore the programmes at amsterdam.tech.