Need to recruit quickly? Have your new hire signed within 30 days — Book a meeting
From Legal to Tech: career pathways emerging in the privacy space

From Legal to Tech: career pathways emerging in the privacy space

The career landscape within data privacy is undergoing one of the most significant transformations since GDPR first elevated the function to board‑level visibility. While privacy has historically been rooted in legal and compliance frameworks, today’s most in‑demand professionals are those who can operate confidently across legal, technical, ethical, and strategic domains. The result? A new generation of hybrid career pathways that extend far beyond traditional legal roles.

This shift is driven by the accelerating pace of regulatory change, the rise of AI governance, the globalisation of data flows, and the need for organisations to embed privacy‑by‑design into increasingly complex technological systems. As captured in Leonid’s internal hiring insights, regulators are now demanding accountability across legal, operational, and technical fronts, meaning employers are no longer seeking purely legal profiles, but talent capable of translating regulation into engineering, architecture and business strategy. 

Below, we explore the most prominent career pathways emerging in today’s privacy environment and what they mean for both professionals and hiring teams.

 

1. The rise of hybrid legal‑technical roles

The days of privacy being “owned” solely by legal teams are over. New roles combining legal knowledge with technical capability are now some of the fastest‑growing:

Privacy Engineers

These specialists are the architects of privacy‑by‑design—translating legal requirements into system logic, coding safeguards into products, and ensuring privacy principles are embedded from the earliest design phases.

Who thrives here:
Former lawyers or compliance professionals who have developed technical acumen, as well as technologists who have upskilled in governance and regulatory frameworks.

AI Compliance & Ethics Officers

With the EU AI Act, DPDI Bill, CPRA and similar legislation reshaping global markets, organisations need experts who understand both law and machine learning. These roles sit at the intersection of regulation and innovation, ensuring AI systems align with ethical and legal requirements.

Why it’s booming:
AI‑driven data processing creates novel risks, requiring professionals who can address issues like algorithmic bias, transparency, and responsible model governance.

 

2. Privacy career paths: more global, more strategic

Leonid’s recruitment data shows that privacy roles are increasingly global in scope, reflecting the cross‑border nature of data flows and the expansion of remote work

This shift has fuelled demand for:

  • Global DPOs who can harmonise compliance across multi‑jurisdictional regulations.
  • Privacy Program Managers responsible for driving cultural change and embedding privacy in operations, training, and governance structures. Unlike traditional pathways that progressed vertically within legal teams, these roles offer lateral development into strategy, risk, operations, and tech.

 

3. Moving beyond regulatory compliance

The privacy profession has reached a point of maturity where frameworks such as DPIAs, data maps, and training programs are already embedded in many organisations. Mid‑level professionals (6–10 years’ experience) often find that moving “upward” is no longer linear. Rather, meaningful progression increasingly comes from expanding remit into adjacent domains.

These adjacent areas include:

  • AI governance
  • Data ethics and responsible innovation
  • Cyber collaboration
  • Digital risk management

Professionals who can operate across these boundaries gain access to more senior leadership opportunities.

 

4. Business skills are just as important as legal knowledge

Some of the most requested skills for data privacy roles are stakeholder management, cross‑functional communication and business acumen. Privacy professionals now engage daily with product, marketing, engineering, and executive teams; often mediating between competing priorities.

This shift is redefining what makes a “great” privacy hire:

  • Ability to translate legal jargon into practical, user‑friendly guidance
  • Experience working with tech and product teams
  • Commercial awareness and risk‑based decision‑making

As a result, professionals with both legal fluency and operational experience are now especially competitive.

 

5. New senior‑level pathways are (slowly) emerging

As highlighted in Leonid’s market commentary, there are fewer senior privacy roles available compared with the number of experienced mid‑level professionals. This means competition is tight, but new pathways are opening.

The most prominent include:

  • Chief Privacy Officer (CPO) roles that combine legal, risk, data, and AI accountability
  • Dual‑function leadership roles, such as GC & CPO or Legal + Privacy + ESG
  • Data Strategy and Digital Risk roles that place privacy at the heart of business transformation

These pathways reward candidates who position privacy as an enabler of trust, innovation, and growth.

 

6. A market where generalists and specialists co-exist

As highlighted in our data privacy hiring guide, employers increasingly want privacy professionals who can switch between deep specialist work and broad generalist responsibilities. This reflects wider economic pressures and a shift toward leaner, cross‑functional teams.

This balance means:

  • Specialists (e.g. privacy engineers, AI compliance officers) will continue to rise in demand.
  • Generalists who understand privacy’s role across legal, technology, and business functions will remain essential to organisational resilience.

What this means for privacy professionals

If you're building or advancing your career in privacy, this is an exciting moment. The profession is diversifying rapidly, offering more varied and impactful pathways than ever before. The most successful professionals are those who:

  • Blend legal knowledge with technical literacy
  • Develop cross‑functional communication and leadership skills
  • Understand global regulatory landscapes
  • Embrace AI governance and digital innovation
  • Seek roles that connect privacy with business strategy

What this means for employers

For hiring teams, the challenge is clear: demand for hybrid privacy talent continues to outstrip supply. Organisations that win in this market are those that:

  • Offer non‑linear career pathways
  • Invest in cross‑disciplinary training
  • Create opportunities for privacy teams to collaborate with product, data, and engineering
  • Recognise the need for both specialists and generalists
  • Partner with recruitment experts who understand the nuances of this evolving landscape

 

If you are hiring in data privacy or looking for your next career move, please contact Leonid’s Head of Legal & Data Privacy recruitment, Phil Redhead, for a friendly discussion.