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  1. Home/
  2. Salary/
  3. Model Vulnerability Analyst/
  4. Boston

Model Vulnerability Analyst.

Boston.

$195,000

median salary, 22% above the national average

$146,000 to $256,000. Updated for 2026.

Get your playbook

The numbers.

Everything you need to negotiate with confidence.

Boston is 22% more expensive than the national average. For Model Vulnerability Analysts, that shakes out to a median of $195,000, with the full range spanning $146,000 to $256,000. Compensation scales with the breadth of vulnerability classes analyzed and depth of model architecture knowledge. Know the range before you walk in.

Salary range

25th Percentile

$146,000

per year

Median

$195,000

per year

75th Percentile

$256,000

per year

Tap to place your salary

$146,000$256,000

How Boston compares

Boston, MA

$195,000

Cost of living: 22% above average

National Average

$160,000

Boston is $35,000 above

What you should know

Here is what the Model Vulnerability Analyst market actually looks like in Boston. Boston's job market is powered by world class universities, a thriving biotech corridor, and established finance and healthcare sectors. The Kendall Square area is one of the most concentrated biotech hubs globally. Tech salaries in Boston are competitive with West Coast markets, particularly for roles that intersect with life sciences, AI, and robotics. 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 Boston, those numbers run higher. The cost of living here is 22% above average, and employers adjust to compete.

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: massachusetts has a flat 5% income tax on most earnings, plus a 4% surtax on income above $1 million. There is no city income tax in Boston, keeping the total burden moderate. When someone quotes you $195,000, ask what the total package looks like. The gap between base and total comp is where real money hides.

On negotiation: Emphasize specialized credentials or advanced degrees. Boston employers, especially in biotech and finance, place a premium on educational pedigree and certifications. The range for Model Vulnerability Analysts in Boston runs from $146,000 to $256,000. That is not a narrow window. Where you land inside it depends almost entirely on whether you negotiate and how well you prepare.

Top industries in Boston

Biotech & Life SciencesHigher EducationFinancial ServicesHealthcareTechnology

Negotiating in Boston

Emphasize specialized credentials or advanced degrees. Boston employers, especially in biotech and finance, place a premium on educational pedigree and certifications.

Common questions.

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.

In 2026, the average Model Vulnerability Analyst salary in Boston, MA is $195,000. The 25th percentile sits at $146,000 and the 75th percentile reaches $256,000. Where you land depends on your experience, the company's size, and the specific skills you bring.

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 Boston, these factors can push compensation from the 25th percentile of $146,000 to the 75th percentile of $256,000 or beyond.

Entry level Model Vulnerability Analyst positions in Boston typically start near $146,000. Candidates with relevant internships, certifications, or portfolio work often negotiate closer to the median of $195,000. Junior vulnerability analysts begin at $100,000 to $120,000 running standard model evaluations.

Boston's job market is powered by world class universities, a thriving biotech corridor, and established finance and healthcare sectors. The Kendall Square area is one of the most concentrated biotech hubs globally. For Model Vulnerability Analysts specifically, the median salary of $195,000 reflects that demand.

Model Vulnerability Analyst compensation in Boston has trended upward as demand outpaces supply. The 2026 range of $146,000 to $256,000 reflects a market that rewards specialization. Compensation scales with the breadth of vulnerability classes analyzed and depth of model architecture knowledge.

Model Vulnerability Analyst salary in other cities

Los Angeles$189,000
Miami$179,000
Minneapolis$168,000
New York$205,000
Nashville$160,000
Philadelphia$174,000

Other salaries in Boston

Graphic Designer$76,000
Generative AI Developer$220,000
GEO/AEO Specialist$134,000
Growth Hacker$120,000

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