Licensing Examiners and Inspectors
Examine, evaluate, and investigate eligibility for, conformity with, or liability under licenses or permits.
AI Impact Summary
Licensing Examiners and Inspectors faces moderate AI displacement risk with a score of 38/100. This occupation has higher AI displacement risk than 75% of all analyzed occupations. Of 12 analyzed tasks, 3 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (11)
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
Leadership is AI-resistant — strengthening this skill provides durable career protection.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Licensing Examiners and Inspectors skill gaps, ranked by relevance to your displacement risk profile.
Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.
Upskill to Reduce Risk
Courses addressing your most AI-vulnerable skills
SQL Fundamentals Skill Track
by DataCamp
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Creative Writing Specialization
by Wesleyan University
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Leading People and Teams Specialization
by University of Michigan
Estimated Impact
We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.
Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.
Education & Training
Percentage of workers at each education and training level
Education Level
Prior Experience Needed
Work experience required to enter this job
Training Provided After Hiring
How long it typically takes to learn on the job
How AI Impacts Each Task
12 tasks analyzed
Issue licenses to individuals meeting standards.
Collect fees for licenses.
Warn violators of infractions or penalties.
Administer oral, written, road, or flight tests to license applicants.
Visit establishments to verify that valid licenses or permits are displayed and that licensing standards are being upheld.
Evaluate applications, records, or documents to gather information about eligibility or liability issues.
Advise licensees or other individuals or groups concerning licensing, permit, or passport regulations.
Prepare reports of activities, evaluations, recommendations, or decisions.
Score tests and observe equipment operation and control to rate ability of applicants.
Report law or regulation violations to appropriate boards or agencies.
Prepare correspondence to inform concerned parties of licensing decisions or appeals processes.
Confer with or interview officials, technical or professional specialists, or applicants to obtain information or to clarify facts relevant to licensing decisions.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Issue licenses to individuals meeting standards. | 92Estimated | 86.0% | 5% | |
| Collect fees for licenses. | 97Estimated | 88.0% | 5% | |
| Warn violators of infractions or penalties. | 40Estimated | 31.0% | 5% | |
| Administer oral, written, road, or flight tests to license applicants. | 30Estimated | 27.0% | 10% | |
| Visit establishments to verify that valid licenses or permits are displayed and that licensing standards are being upheld. | 42Estimated | 66.0% | 15% | |
| Evaluate applications, records, or documents to gather information about eligibility or liability issues. | 42.37Observed | 66.2% | 15% | |
| Advise licensees or other individuals or groups concerning licensing, permit, or passport regulations. | 38.15Observed | 30.3% | 10% | |
| Prepare reports of activities, evaluations, recommendations, or decisions. | 48.77Observed | 68.7% | 10% | |
| Score tests and observe equipment operation and control to rate ability of applicants. | 50Estimated | 47.0% | 5% | |
| Report law or regulation violations to appropriate boards or agencies. | 90Estimated | 85.2% | 5% | |
| Prepare correspondence to inform concerned parties of licensing decisions or appeals processes. | 51.5Observed | 69.8% | 5% | |
| Confer with or interview officials, technical or professional specialists, or applicants to obtain information or to clarify facts relevant to licensing decisions. | 35Estimated | 29.0% | 10% |
Protective Factors
Total protective discount: 31.6%
Essential Soft Skills
Traits that are hard for AI to replicate
Wage & Employment (2024)
Median Wage
$78,420
per year
Mean Wage
$84,980
per year
Employment
398K
workers
Wage Range
$46,230 - $130,030
10th - 90th pct
Wage Distribution
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Recommendations
Skills to Develop
These skills are at risk from AI automation. Licensing Examiners and Inspectors professionals should diversify beyond them.
- Reading Comprehension
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Memorization
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Mathematics
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
- Mathematics
Mathematics is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Skills to Leverage
These human-centric skills remain difficult for AI to replicate. Double down here.
- Adaptability/Flexibility
Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.
- Leadership
Leadership is AI-resistant — strengthening this skill provides durable career protection.
- Social Perceptiveness
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
- Service Orientation
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Tools to Adopt
AI can amplify these skills. Learn the tools that augment rather than replace your work.
- Judgment and Decision Making
Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Writing
Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Active Learning
Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- Monitoring
Monitoring will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Score History
Risk score over 3 scoring runs
overall change