Model Vulnerability Analyst.

Model vulnerability analysis requires understanding ML internals like gradient computation, attention mechanisms, and loss landscapes to identify exploitable weaknesses. This mathematical and ML expertise on top of security knowledge commands 12 to 18% higher compensation.

Analysts with responsible disclosure track records and publications at security or ML conferences earn 15 to 22% above median. A strong portfolio of discovered vulnerabilities in widely-used models or frameworks is the most powerful salary negotiation asset.

Ask about equity structure, vesting schedule, annual bonus targets, 401(k) match, health insurance premiums, PTO policy, and remote flexibility. Bonuses of 12 to 20% are standard, with some organizations offering discovery bonuses for novel vulnerability classes. In Knoxville's market, these extras can add $36,000 or more on top of the base salary.

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. In Knoxville, these factors can push compensation from the 25th percentile of $108,000 to the 75th percentile of $189,000 or beyond.

Knoxville benefits from the presence of Oak Ridge National Laboratory, the University of Tennessee, and the Tennessee Valley Authority. The national lab drives strong demand for research scientists, engineers, and data analysts. For Model Vulnerability Analysts specifically, the median salary of $144,000 reflects that demand.

Remote work has compressed geographic salary premiums for Model Vulnerability Analysts. Some Knoxville employers offer location adjusted pay, while others maintain local rates to attract in office talent. In Knoxville's moderate cost market, remote and local salaries are converging. The $108,000 to $189,000 range reflects both arrangements.

Knoxville benefits from the presence of Oak Ridge National Laboratory, the University of Tennessee, and the Tennessee Valley Authority. The national lab drives strong demand for research scientists, engineers, and data analysts. For Model Vulnerability Analysts specifically, compensation scales with the breadth of vulnerability classes analyzed and depth of model architecture knowledge, which signals sustained demand. The current compensation range of $108,000 to $189,000 reflects a market that is competing for talent.