Model Vulnerability Analyst.

Where do you fall?

Salary trend

Estimated total: $166,000

If you are interviewing for Model Vulnerability Analyst roles in Lexington, here is what you are walking into. Lexington is Kentucky's second largest city with an economy driven by the University of Kentucky, healthcare, and the equine industry. A growing tech startup scene and affordable cost of living are attracting remote workers. The bourbon and manufacturing sectors also contribute to the local economy. Compensation scales with the breadth of vulnerability classes analyzed and depth of model architecture knowledge. Analysts who can identify weaknesses in transformer, diffusion, and reinforcement learning models earn premiums. Experience with automated vulnerability scanning for ML models and ability to communicate risk to non-technical stakeholders drives top salary offers.

Junior vulnerability analysts begin at $100,000 to $120,000 running standard model evaluations. Mid-level analysts conducting deep architecture analysis earn $140,000 to $160,000. Senior analysts leading vulnerability research programs reach $185,000 to $210,000, with principal researchers exceeding $240,000. In Lexington, your dollars stretch further. Cost of living runs 14% below the national average, which means even a median salary buys a stronger lifestyle.

Base salary is not the full picture. Bonuses of 12 to 20% are standard, with some organizations offering discovery bonuses for novel vulnerability classes. Equity at AI security companies adds meaningful value, typically 15 to 25% of base salary in vesting grants. And on the tax side: kentucky has a flat 4% state income tax. Lexington has an occupational tax of about 2.25%. The combined rate is moderate and the very affordable housing stretches salaries further. When someone quotes you $136,000, ask what the total package looks like. The gap between base and total comp is where real money hides.

On negotiation: Leverage UK Health and the medical corridor when negotiating. Healthcare and biotech roles command nationally competitive salaries in Lexington. The range for Model Vulnerability Analysts in Lexington runs from $102,000 to $179,000. That is not a narrow window. Where you land inside it depends almost entirely on whether you negotiate and how well you prepare.

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