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

Model Vulnerability Analyst.

Pittsburgh.

$147,000

median salary, 8% below the national average

$110,000 to $193,000. Updated for 2026.

Get your playbook

The numbers.

Everything you need to negotiate with confidence.

Pittsburgh is 8% cheaper than the national average. For Model Vulnerability Analysts, that shakes out to a median of $147,000, with the full range spanning $110,000 to $193,000. 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

$110,000

per year

Median

$147,000

per year

75th Percentile

$193,000

per year

Tap to place your salary

$110,000$193,000

How Pittsburgh compares

Pittsburgh, PA

$147,000

Cost of living: 8% below average

National Average

$160,000

Pittsburgh is $13,000 below

What you should know

The Model Vulnerability Analyst landscape in Pittsburgh is not what most salary sites will tell you. Pittsburgh has reinvented itself from a steel city into a hub for robotics, autonomous vehicles, and healthcare technology. Carnegie Mellon University feeds a strong talent pipeline into AI and robotics companies. The city's low cost of living combined with world class research institutions makes it a hidden gem for technology professionals. 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 Pittsburgh, cost of living sits near the national average, so the numbers you see are roughly what you keep.

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: pennsylvania's flat 3.07% state tax is low, but Pittsburgh adds a local earned income tax of about 3%. Combined with the school district tax, local taxes require attention in negotiations. When someone quotes you $147,000, ask what the total package looks like. The gap between base and total comp is where real money hides.

On negotiation: Highlight robotics or AI specialization. Pittsburgh employers tied to CMU's research ecosystem pay nationally competitive salaries for candidates with advanced technical skills. The range for Model Vulnerability Analysts in Pittsburgh runs from $110,000 to $193,000. 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 Pittsburgh

Robotics & AIHealthcareHigher EducationFinancial ServicesEnergy

Negotiating in Pittsburgh

Highlight robotics or AI specialization. Pittsburgh employers tied to CMU's research ecosystem pay nationally competitive salaries for candidates with advanced technical skills.

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.

Entry level Model Vulnerability Analyst positions in Pittsburgh typically start near $110,000. Candidates with relevant internships, certifications, or portfolio work often negotiate closer to the median of $147,000. Junior vulnerability analysts begin at $100,000 to $120,000 running standard model evaluations.

In Pittsburgh, large enterprises typically pay Model Vulnerability Analysts 10 to 20% more in base salary than small companies, but startups often compensate with equity that can exceed base salary value. Bonuses of 12 to 20% are standard, with some organizations offering discovery bonuses for novel vulnerability classes. The $110,000 to $193,000 range reflects this entire spectrum.

In 2026, the average Model Vulnerability Analyst salary in Pittsburgh, PA is $147,000. The 25th percentile sits at $110,000 and the 75th percentile reaches $193,000. Where you land depends on your experience, the company's size, and the specific skills you bring.

Compare the offer against the Pittsburgh range: $110,000 (25th percentile) to $193,000 (75th percentile). An offer near $147,000 is market rate. Below $110,000 warrants a conversation unless equity or unusual benefits close the gap. Highlight robotics or AI specialization. Pittsburgh employers tied to CMU's research ecosystem pay nationally competitive salaries for candidates with advanced technical skills.

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 Pittsburgh, each step up the ladder is amplified by the local cost of living multiplier, which means senior roles pay proportionally more than in lower cost markets.

Model Vulnerability Analyst salary in other cities

Austin$165,000
Atlanta$163,000
Boston$195,000
Chicago$171,000
Charlotte$155,000
Columbus$149,000

Other salaries in Pittsburgh

Graphic Designer$57,000
Generative AI Developer$166,000
GEO/AEO Specialist$101,000
Growth Hacker$90,000

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