Takeover Tracker
38%medium risk
Statisticians
vs

51 shared · 8 different

core competencies

37%medium risk
Mathematicians

Side-by-Side Comparison

MetricStatisticiansMathematicians
Risk Score37.8%37.0%
Risk TierMedium RiskMedium Risk
Risk Percentile75th72th
Tasks at Risk (>50%)9 / 156 / 11
Median Salary$103,300$121,680
Employment30K2K

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

Statisticians

27%

total discount

Mathematicians

29%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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.

Wage Comparison

Mathematicians earns +$18,380(+18%) vs Statisticians
StatisticiansMathematicians
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

Statisticians20282035
Mathematicians20282035
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%)

Statisticians

$64,294

from $103,300

Mathematicians

$76,658

from $121,680

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 Statisticians

0

Unique to Mathematicians

Combined Protection Strategy

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

Creativity
Regulatory Barriers
Decision Complexity
Social Intelligence
StatisticiansMathematicians