Mathematical Technicians
SOC: 15-2091.00 · Job Zone 4 (Considerable preparation)
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 high AI displacement risk with a score of 55/100. Significant displacement is estimated between 2034 and 2041. Of 6 analyzed tasks, 3 are highly automatable, particularly in routine_cognitive. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.
Protective Factors
Total protective discount: 19.0%
Skill 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 (7)
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.
Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.
AI-Augmented Skills (5)
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.
- 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.
- Systems Analysis
Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.
Task Breakdown
6 tasks analyzed
Process data for analysis, using computers.
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.
| Task | Category | AI Capability | Risk Score | Time % |
|---|---|---|---|---|
| Process data for analysis, using computers. | Routine Cognitive | 90 | 85.2 | 20% |
| Reduce raw data to meaningful terms, using the most practical and accurate combination and sequence of computational methods. | Non-Routine Analytical | 70 | 55.0 | 20% |
| Confer with scientific or engineering personnel to plan projects. | Non-Routine Interpersonal | 30 | 27.0 | 10% |
| Modify standard formulas so that they conform to project needs and data processing methods. | Non-Routine Analytical | 65 | 53.0 | 15% |
| Translate data into numbers, equations, flow charts, graphs, or other forms. | Routine Cognitive | 90 | 85.2 | 15% |
| Apply standardized mathematical formulas, principles, and methodology to the solution of technological problems involving engineering or physical science. | Routine Cognitive | 85 | 83.2 | 20% |
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