Mathematical Technicians
Apply standardized mathematical formulas, principles, and methodology to technological problems in engineering and physical sciences in relation to specific industrial and research objectives, processes, equipment, and products.
AI Impact Summary
Mathematical Technicians faces moderate AI displacement risk with a score of 48/100. This occupation has higher AI displacement risk than 95% of all analyzed occupations. Of 6 analyzed tasks, 0 are highly automatable. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Skill Impact Analysis
AI-Vulnerable Skills (6)
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
High reliance on Programming is a risk area. Consider developing complementary AI-resistant skills to maintain value.
Information Ordering is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.
AI-Resistant Skills (9)
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
Coordination is AI-resistant — strengthening this skill provides durable career protection.
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
Manual Dexterity is AI-resistant — strengthening this skill provides durable career protection.
Instructing is AI-resistant — strengthening this skill provides durable career protection.
Service Orientation is AI-resistant — strengthening this skill provides durable career protection.
Equipment Maintenance is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (7)
Recommended Courses
Courses matched to Mathematical Technicians 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
Machine Learning Specialization
by Stanford / DeepLearning.AI
Estimated Impact
AI-Augmentation Tools
Learn to work alongside AI and boost your productivity
Google UX Design Professional Certificate
by Google
Estimated Impact
Strengthen Your Edge
Double down on skills AI can't replicate
Design Patterns in C# and .NET
by Pluralsight
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.
How AI Impacts Each Task
6 tasks analyzed
Reduce raw data to meaningful terms, using the most practical and accurate combination and sequence of computational methods.
Confer with scientific or engineering personnel to plan projects.
Modify standard formulas so that they conform to project needs and data processing methods.
Translate data into numbers, equations, flow charts, graphs, or other forms.
Apply standardized mathematical formulas, principles, and methodology to the solution of technological problems involving engineering or physical science.
Process data for analysis, using computers.
| Task | AI Capability | Risk | Time % | |
|---|---|---|---|---|
| Reduce raw data to meaningful terms, using the most practical and accurate combination and sequence of computational methods. | 75Estimated | 57.0% | 20% | |
| Confer with scientific or engineering personnel to plan projects. | 30Estimated | 27.0% | 10% | |
| Modify standard formulas so that they conform to project needs and data processing methods. | 70Estimated | 55.0% | 15% | |
| Translate data into numbers, equations, flow charts, graphs, or other forms. | 43.38Observed | 66.6% | 15% | |
| Apply standardized mathematical formulas, principles, and methodology to the solution of technological problems involving engineering or physical science. | 47.42Observed | 68.2% | 20% | |
| Process data for analysis, using computers. | 38.4Observed | 64.6% | 20% |
Protective Factors
Total protective discount: 19.0%
Explore other career paths
Compare displacement risk across occupations and find careers with stronger long-term prospects.
Recommendations
Skills to Develop
These skills are at risk from AI automation. Mathematical Technicians professionals should diversify beyond them.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Mathematics
High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Reading Comprehension
High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Programming
High reliance on Programming is a risk area. Consider developing complementary AI-resistant skills to maintain value.
- Information Ordering
Information Ordering 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.
- Complex Problem Solving
Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.
- Coordination
Coordination is AI-resistant — strengthening this skill provides durable career protection.
- Persuasion
Persuasion is AI-resistant — strengthening this skill provides durable career protection.
- Negotiation
Negotiation is AI-resistant — strengthening this skill provides durable career protection.
- Manual Dexterity
Manual Dexterity 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.
- Critical Thinking
Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
- 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.
- Monitoring
Monitoring 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.
- Writing
Writing 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