Takeover Tracker
37%medium risk
Mathematicians
vs

51 shared · 8 different

core competencies

38%medium risk
Statisticians

Side-by-Side Comparison

MetricMathematiciansStatisticians
Risk Score37.0%37.8%
Risk TierMedium RiskMedium Risk
Risk Percentile72th75th
Tasks at Risk (>50%)6 / 119 / 15
Median Salary$121,680$103,300
Employment2K30K

Skill Comparison

|

Sorted by largest difference

ProgrammingAI-Vulnerable
Interpreting the Meaning of Information for Others
Originality
Identifying Objects, Actions, and Events
Fluency of Ideas
Estimating the Quantifiable Characteristics of Products, Events, or Information
Analyzing Data or Information
Complex Problem SolvingAI-Resistant

Protective Factors

Higher values indicate stronger protection against AI displacement

Mathematicians

29%

total discount

Statisticians

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Mathematicians

6 of 11 at risk
87%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.

Statisticians

9 of 15 at risk
71%Process large amounts of data for statistical modeling and graphic analysis, using computers.
70%Report results of statistical analyses, including information in the form of graphs, charts, and tables.
65%Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.
53%Analyze and interpret statistical data to identify significant differences in relationships among sources of information.
52%Develop software applications or programming to use for statistical modeling and graphic analysis.

Wage Comparison

Statisticians earns -$18,380(-15%) vs Mathematicians
MathematiciansStatisticians
10th
$63,430$60,390
25th
$85,720$79,210
Median
$121,680$103,300
75th
$153,340$137,610
90th
$187,660$170,700

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Mathematicians20282035
Statisticians20282035
20242030203520402045

Mathematicians has a longer runway before significant displacement, projected 0 years later than Statisticians.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Mathematicians

$76,658

from $121,680

Statisticians

$64,294

from $103,300

After adjusting for AI risk, Mathematicians offers $12,364 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Mathematicians

0

Unique to Statisticians

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Creativity
Regulatory Barriers
Decision Complexity
Social Intelligence
MathematiciansStatisticians