IQ Required for ML Engineer
ML Engineer professionals typically score between 115 and 135 on standardized IQ tests, with an average of 125 (Superior).
125
Superior
115–135
Typical range
$146,000
Per year
40%
Fast GrowingDo you match the ML Engineer cognitive profile?
ML Engineer professionals tend to score highest in logical reasoning. See how your own five-domain profile compares — and which careers actually fit it.
Cognitive Domain Emphasis
Different professions demand different cognitive strengths. Here is how the cognitive demands break down for ML Engineer professionals.
About ML Engineer
Machine learning engineers build and deploy AI models that power products from recommendation systems to autonomous vehicles. The role requires strong mathematical foundations, logical reasoning for system design, and pattern recognition to diagnose model behavior.
The cognitive profile for this role emphasizes logical reasoning (35% of the cognitive demand) and mathematical ability (35%). With an average IQ of 125, ML Engineer professionals fall in the superior range of cognitive ability, reflecting the intellectual demands of the role. See what this score means with our IQ Percentile Calculator.
Salary Breakdown
Compensation for ML Engineer professionals varies significantly with experience, location, and specialization.
Entry Level (10th %ile)
$78,000
Median Salary
$146,000
Experienced (90th %ile)
$220,000
Wondering if you’d make the cut?
These are the field’s numbers — the more useful question is where you stand relative to them, and why no cutoff exists.
Am I smart enough to be a ML Engineer?Related Professions
Explore other careers with similar cognitive profiles and IQ requirements.
ML Engineer is one of 147 professions ranked by the reasoning a job actually demands — O*NET ability ratings joined to BLS median wages, sortable by either.
How Our IQ Test Maps to This Career
Our comprehensive IQ assessment measures five cognitive domains, including the ones that most define success in ML Engineer roles: Logical Reasoning (35%), Mathematical Ability (35%), Pattern Recognition (20%), Verbal Comprehension (10%).
By taking our assessment, you will receive domain-specific scores that reveal how your cognitive strengths align with the demands of this profession. Whether you are considering a career as a ML Engineer or looking to understand your aptitude for the field, your results provide actionable insight into your fit.
Frequently Asked Questions
What is the average IQ of a ML Engineer?
What cognitive skills are most important for ML Engineer?
How much does a ML Engineer earn?
What is the job outlook for ML Engineer?
Do I need a high IQ to become a ML Engineer?
Career Resources
Where to go next, whether you want the wider picture or your own number.
Do you match the ML Engineer profile?
Take the full test to see your five-domain cognitive profile, how your strengths line up against this profession, and which careers actually fit them.