AI/ML Engineer
Generative AI drove a step-change in demand. Every Fortune 500 is hiring.
Which roles are surging in salary, which are cooling, and which skills separate the top earners from the rest.
Hot score = composite of 12-month salary growth, job opening volume, and demand/supply gap.
Generative AI drove a step-change in demand. Every Fortune 500 is hiring.
AI-powered attacks are forcing every org to upgrade security posture.
AI compute demands are forcing architectural overhauls across all cloud platforms.
Primary care physician shortage is driving scope-of-practice expansion for PAs.
LLM integration and real-time analytics are expanding the role beyond traditional modeling.
IRA-funded grid modernization and EV charging buildout are driving a multi-decade boom.
Nursing shortage is at a historic level. Travel nurse premiums are 40-80% above baseline.
Platform engineering is evolving DevOps into a product discipline with higher leverage.
These roles aren't disappearing — but AI and automation are softening demand and compressing salary growth.
Source: BLS OES, LinkedIn Salary Insights, H-1B disclosures Q1 2025. YoY = year-over-year median salary change.
See which entire industries are growing, which are at risk from AI, and where to position your career over the next 5 years.
View Industry Insights →Machine Learning / AI Engineers are seeing the fastest salary growth in 2025, with median salaries rising 18% year-over-year. Cybersecurity Engineers (+12%) and Cloud Architects (+10%) are also among the fastest growing. All three are driven by generative AI adoption and the security threats it creates.
Roles most at risk from AI automation include accountants and bookkeepers (AI accounting tools automating core workflows), marketing copywriters (AI content tools), financial analysts (AI data analysis), and customer service representatives. These roles haven't disappeared but salary growth has stalled and headcount is declining at many employers.
The highest-premium skills in 2025 are: LLM/AI integration (Python, PyTorch, RAG), cybersecurity (Zero Trust, SIEM, SOAR), cloud architecture (Kubernetes, multi-cloud, FinOps), and healthcare clinical skills (particularly nursing specialties). Each of these commands a 15-40% premium over generalist roles in the same category.
Yes. Texas combines above-average salaries in technology, energy, and healthcare with zero state income tax and a cost of living index of 87-110 (below the US average of 100 in most cities). Houston in particular offers elite petroleum engineering salaries, a growing tech sector, and the largest medical center in the world.