Takeover Tracker
29%medium risk
Physicists
vs

49 shared · 25 different

core competencies

37%medium risk
Biostatisticians

Side-by-Side Comparison

MetricPhysicistsBiostatisticians
Risk Score29.3%37.3%
Risk TierMedium RiskMedium Risk
Risk Percentile35th73th
Tasks at Risk (>50%)6 / 159 / 15
Median Salary$166,290$103,300
Employment21K30K

Skill Comparison

|

Sorted by largest difference

Originality
Number Facility
Fluency of Ideas
Thinking Creatively
Science
Analyzing Data or Information
Coaching and Developing Others
Visualization
Speed of Closure
Mathematical Reasoning
Provide Consultation and Advice to Others
Oral Comprehension

Protective Factors

Higher values indicate stronger protection against AI displacement

Physicists

34%

total discount

Biostatisticians

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Physicists

6 of 15 at risk
76%Direct testing and monitoring of contamination of radioactive equipment, and recording of personnel and plant area radiation exposure data.
53%Write research proposals to receive funding.
53%Report experimental results by writing papers for scientific journals or by presenting information at scientific conferences.
52%Design computer simulations to model physical data so that it can be better understood.
51%Analyze data from research conducted to detect and measure physical phenomena.

Biostatisticians

9 of 15 at risk
86%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.

Wage Comparison

Biostatisticians earns -$62,990(-38%) vs Physicists
PhysicistsBiostatisticians
10th
$80,020$60,390
25th
$117,450$79,210
Median
$166,290$103,300
75th
$210,260$137,610
90th
$239,200$170,700

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Physicists20282035
Biostatisticians20282035
20242030203520402045

Physicists has a longer runway before significant displacement, projected 0 years later than Biostatisticians.

Risk-Adjusted Salary

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

Physicists

$117,534

from $166,290

Biostatisticians

$64,769

from $103,300

After adjusting for AI risk, Physicists offers $52,765 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Physicists

0

Unique to Biostatisticians

Combined Protection Strategy

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

Creativity
Regulatory Barriers
Social Intelligence
Fine Manipulation
PhysicistsBiostatisticians