SOC 15-2099
Mathematical Science Occupations, All Other
Risk Score
โ ๏ธ67/100
High Risk
US Employment
๐ฅ4,660
Total workers
Median Wage
๐ฐ$71K
$40K โ $154K
Projected Growth
๐+4%
2023-2033 (BLS)
GenAI Exposure
๐ค82/100
High exposure
๐ก Mathematical Science Occupations, All Other face a risk score of 67/100 โ 23 points above the national average of 44. With 82/100 GenAI exposure, this occupation faces significant pressure from AI tools despite strong projected growth. See our methodology โ
๐ก Workers in this field earn $71K ($25K above the national median). The 3 recommended career transitions all maintain competitive wages while reducing automation exposure. Explore transition paths โ
๐ AI Impact Analysis
With a risk score of 67/100, Mathematical Science Occupations, All Other faces moderate automation pressure. While tasks like ai pair-programming and code generation tools are increasingly handled by AI, the role retains significant human elements. The 4,660 workers in this occupation should focus on strengthening skills in stakeholder negotiation and requirements elicitation and architecting novel systems requiring creative problem-solving to stay ahead. The role will likely evolve rather than disappear.
Will AI Replace Mathematical Science Occupations, All Other?
Read our full analysis with verdict, risk factors, safe tasks, and career transition paths โ
โ ๏ธ Top Risk Factors
AI pair-programming and code generation tools
Automated data interpretation and insight generation
AI-generated written content replacing manual drafting
AI-powered research and literature review tools
๐ก๏ธ Tasks Safe from Automation
Stakeholder negotiation and requirements elicitation
Architecting novel systems requiring creative problem-solving
Cross-functional collaboration on ambiguous problems
๐ Task Automation Breakdown
Based on O*NET task analysis and GenAI exposure scoring. Shows the estimated proportion of this occupation's core tasks that are automatable by current AI, augmented by AI tools, or require essential human skills.
๐ O*NET Task Profile
Analyze or manipulate bioinformatics data using software packages, statistical applications, or data mining techniques.
Extend existing software programs, web-based interactive tools, or database queries as sequence management and analysis needs evolve.
Maintain awareness of new and emerging computational methods and technologies.
Conduct quality analyses of data inputs and resulting analyses or predictions.
Enter or retrieve information from structural databases, protein sequence motif databases, mutation databases, genomic databases or gene expression databases.
๐ป Technology Skills
File versioning software
Enterprise application integration software
Access software
Analytical or scientific software
Development environment software
๐ Key Knowledge Areas
Computers and Electronics
Mathematics
English Language
Biology
Design
๐ vs National Average
National avg: $46K
National avg: 44/100
National avg: 38/100
National avg: 3.7%
๐ Career Transition Paths
| Occupation | Risk | Wage | Overlap |
|---|---|---|---|
| Advertising, Marketing, Promotions, Public Relations, and Sales Managers | 16 | $145K | 67% |
| Mathematicians | 24 | $122K | 71% |
| Computer Occupations | 26 | $106K | 82% |