Licensing Examiners and Inspectors
Examine, evaluate, and investigate eligibility for, conformity with, or liability under licenses or permits.
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% |
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.
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
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AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Creative Writing Specialization
by Wesleyan University
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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.
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Score History
Risk score over 3 scoring runs
overall change
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
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Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis