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  1. Home/
  2. Salaries/
  3. Model Vulnerability Analyst/
  4. Louisville

Model Vulnerability Analyst.

Louisville.

$141,000

median salary, 12% below the national average

$106,000 to $185,000. Last updated April 2026.

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Data points to own the conversation.

If you are evaluating a Model Vulnerability Analyst offer in Louisville, KY, here is the reality: $106,000 to $185,000, with $141,000 as the midpoint. 12% below the national average. Compensation scales with the breadth of vulnerability classes analyzed and depth of model architecture knowledge. Do not accept the first number.

Salary range

25th Percentile

$106,000

per year

Median

$141,000

per year

75th Percentile

$185,000

per year

Where do you fall?

$106,000$185,000

Salary by experience

The gap between entry and lead level is typically $127,000. Where you land depends on years of experience and what you bring to the table.

Entry (0-2 yrs)

$92,000

to $113,000

Mid (3-5 yrs)

$120,000

to $148,000

Senior (6-9 yrs)

$155,000

to $183,000

Lead (10+ yrs)

$176,000

to $219,000

Salary trend

+4% YoY
$121,000
2022
$125,000
2023
$130,000
2024
$136,000
2025
$141,000
2026

Total compensation

Base salary is not the full picture. Equity, bonus, and signing can add $31,000 to the total package.

Base

$141,000

Equity

$17,000

Bonus

$11,000

Signing

$3,000

Estimated total: $172,000

How Louisville compares

Louisville, KY

$141,000

Cost of living: 12% below average

National Average

$160,000

Louisville is $19,000 below

Model Vulnerability Analyst salary by city

Model Vulnerability Analyst salary comparison across 10 cities
CityMedianRangeCOLAdjusted
San Jose, CA$225,000$169,000 – $296,0001.38x$163,000
New York, NY$211,000$158,000 – $277,0001.28x$165,000
San Francisco, CA$207,000$156,000 – $272,0001.35x$153,000
Washington DC, DC$204,000$153,000 – $268,0001.25x$163,000
Honolulu, HI$204,000$153,000 – $268,0001.30x$157,000
Seattle, WA$200,000$150,000 – $263,0001.24x$161,000
Boston, MA$199,000$149,000 – $261,0001.22x$163,000
Los Angeles, CA$193,000$144,000 – $253,0001.18x$164,000
San Diego, CA$193,000$145,000 – $253,0001.17x$165,000
Louisville, KY$141,000$106,000 – $185,0000.88x$160,000

See all 30 cities for Model Vulnerability Analyst →

Salary by role in Louisville

Salary comparison by role in Louisville
RoleMedianRange
Chief Data & AI Officer$267,000$199,000 – $349,000
Chief AI Officer$262,000$194,000 – $338,000
Chief Technology Officer$260,000$193,000 – $341,000
Healthcare AI Integrator$142,000$108,000 – $185,000
AI Application Developer$142,000$108,000 – $184,000
AI API Developer$142,000$108,000 – $185,000
ML Pipeline Engineer$142,000$108,000 – $186,000
Model Vulnerability Analyst$141,000$106,000 – $185,000

What you should know

The Model Vulnerability Analyst landscape in Louisville is not what most salary sites will tell you. Louisville is home to UPS Worldport, the world's largest automated package handling facility, making it a logistics and supply chain powerhouse. The city also has strong healthcare and bourbon distillery industries. Its central location and affordable cost of living make it attractive for distribution and operations roles. 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 Louisville, your dollars stretch further. Cost of living runs 12% 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. Louisville has an occupational tax of about 2.2%. The combined rate is moderate, and the low cost of living offsets the local tax. When someone quotes you $141,000, ask what the total package looks like. The gap between base and total comp is where real money hides.

On negotiation: Leverage UPS and the logistics corridor when negotiating. Supply chain and operations professionals command premiums in Louisville's distribution heavy economy. The range for Model Vulnerability Analysts in Louisville runs from $106,000 to $185,000. That is not a narrow window. Where you land inside it depends almost entirely on whether you negotiate and how well you prepare.

Sources: SEC filings, H-1B LCA (DOL), BLS OES, 50+ job posting platforms. COL: BEA Regional Price Parities (2025). Data verified by Justin Bartak, Founder & Chief AI Officer. Last verified April 8, 2026. Full methodology

Interactive

Is your offer competitive?

Enter your Model Vulnerability Analyst offer to see where you stand in Louisville.

$

25th

$106,000

Median

$141,000

75th

$185,000

Considering a related role?

  • A Healthcare AI Integrator in Louisville earns $142,000 (1% more)
  • The highest-paying role in Louisville is Chief Data & AI Officer at $267,000

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.

It depends on the position and employer. Many Model Vulnerability Analysts in Louisville are classified as exempt salaried employees without overtime eligibility. However, bonuses of 12 to 20% are standard, with some organizations offering discovery bonuses for novel vulnerability classes. When evaluating the $106,000 to $185,000 range, ask about the total compensation structure during negotiation.

Model Vulnerability Analyst compensation in Louisville has trended upward as demand outpaces supply. The 2026 range of $106,000 to $185,000 reflects a market that rewards specialization. Compensation scales with the breadth of vulnerability classes analyzed and depth of model architecture knowledge.

Relevant certifications can add 5 to 15% to a Model Vulnerability Analyst's base salary in Louisville. Specifically, compensation scales with the breadth of vulnerability classes analyzed and depth of model architecture knowledge. In a market where the range spans $106,000 to $185,000, certifications often bridge the gap between the 50th and 75th percentile.

Louisville is home to UPS Worldport, the world's largest automated package handling facility, making it a logistics and supply chain powerhouse. The city also has strong healthcare and bourbon distillery industries. For Model Vulnerability Analysts specifically, the median salary of $141,000 reflects that demand.

Model Vulnerability Analyst salary in other cities

Austin$166,000
Atlanta$157,000
Anchorage$183,000
Albuquerque$139,000
Boston$199,000
Birmingham$129,000

Other salaries in Louisville

GEO/AEO Specialist$97,000
Game Designer$74,000
Green Building Consultant$76,000
Geospatial Analyst / GIS$65,000

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"Model Vulnerability Analyst Salary in Louisville, KY." Orbyt Salary Explorer, April 2026. https://www.orbytjobs.ai/salaries/model-vulnerability-analyst/louisville

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