Side-by-Side Comparison
Mathematicians leads 5–0| Metric | Biostatisticians | Mathematicians |
|---|---|---|
| Risk Score | 37.3% | 37.0% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 73th | 72th |
| Tasks at Risk (>50%) | 9 / 15 | 6 / 11 |
| Median Salary | $103,300 | $121,680 |
| Employment | 30K | 2K |
Skill Comparison
|
Sorted by largest difference
Interpreting the Meaning of Information for Others
Provide Consultation and Advice to Others
Mathematical Reasoning
MathematicsAI-Vulnerable
Number Facility
Evaluating Information to Determine Compliance with Standards
Processing Information
Speech Clarity
ProgrammingAI-Vulnerable
Communicating with Persons Outside Organization
Speech Recognition
Analyzing Data or Information
Protective Factors
Higher values indicate stronger protection against AI displacement
Biostatisticians
31%
total discount
Mathematicians
29%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Biostatisticians
9 of 15 at risk86%Calculate sample size requirements for clinical studies.
85%Prepare statistical data for inclusion in reports to data monitoring committees, federal regulatory agencies, managers, or clients.
84%Monitor clinical trials or experiments to ensure adherence to established procedures or to verify the quality of data collected.
72%Prepare tables and graphs to present clinical data or results.
55%Develop or implement data analysis algorithms.
Mathematicians
6 of 11 at risk87%Perform computations and apply methods of numerical analysis to data.
54%Conduct research to extend mathematical knowledge in traditional areas, such as algebra, geometry, probability, and logic.
52%Develop new principles and new relationships between existing mathematical principles to advance mathematical science.
51%Develop mathematical or statistical models of phenomena to be used for analysis or for computational simulation.
51%Design, analyze, and decipher encryption systems designed to transmit military, political, financial, or law-enforcement-related information in code.
Wage Comparison
Mathematicians earns +$18,380(+18%) vs Biostatisticians
BiostatisticiansMathematicians
10th
$60,390$63,430
25th
$79,210$85,720
Median
$103,300$121,680
75th
$137,610$153,340
90th
$170,700$187,660
Premium Head-to-Head Analysis
Displacement Timeline Comparison
Biostatisticians2028–2035
Mathematicians2028–2035
20242030203520402045
Mathematicians has a longer runway before significant displacement, projected 0 years later than Biostatisticians.
Risk-Adjusted Salary
Salary weighted by displacement risk: salary × (1 − risk%)
Biostatisticians
$64,769
from $103,300
Mathematicians
$76,658
from $121,680
After adjusting for AI risk, Mathematicians offers $11,889 more in risk-adjusted pay.
Transition Feasibility
1%
Skill Overlap
Low overlap — significant retraining needed for transition
0
Unique to Biostatisticians
0
Unique to Mathematicians
Combined Protection Strategy
Regardless of which path you choose, focus on these protective factors
Regulatory Barriers
Creativity
Fine Manipulation
Decision Complexity
BiostatisticiansMathematicians