Sourcing by role
How to find emerging and specialised talent.
Sourcing guides for newer and hard-to-define roles: AI governance, sustainability, RevOps, and security specialisms where the title is unstable and the qualified population is small.
AI Governance / Ethics Specialist
Why the title is younger than the work, and which privacy and model-risk professionals already do this job under another name.
46 title variantsAI Consultant / Strategist
Why this title attracted the most repositioning, and why delivered implementations are the only reliable filter.
45 title variantsClinical AI Specialist
Why clinical AI fails on adoption rather than accuracy, why the clinician-first route works better, and how medical device regulation applies.
46 title variantsChange Management Lead
Why AI adoption is a change problem not a training one, and how to tell delivery experience from framework fluency.
46 title variantsSustainability / ESG Specialist
How regulation turned advocacy into audit-grade reporting, and why the qualified people come from audit rather than environmental science.
47 title variantsRenewable Energy Engineer
Why grid interconnection is the real constraint, how the technologies differ as disciplines, and the oil and gas transition pool.
47 title variantsPenetration Tester
The one security role where capability is publicly provable, which certifications prove practical skill, and why CEH in an advert repels good testers.
43 title variantsSOC Analyst
Why tier structure decides fit and pay, how shift work drives the highest turnover in security, and the detection-engineering escape path.
44 title variantsAirline Pilot
Why seniority does not transfer and type ratings dominate the economics, and how flight hour categories actually work.
48 title variantsCook / Food Preparation Worker
Why schedule drives turnover more than pay, what the brigade hierarchy signals, and how restaurant closures release whole brigades.
48 title variants