Takeover Tracker
29%medium risk
Physicists
vs

44 shared · 37 different

core competencies

33%medium risk
Bioinformatics Scientists

Side-by-Side Comparison

MetricPhysicistsBioinformatics Scientists
Risk Score29.3%33.3%
Risk TierMedium RiskMedium Risk
Risk Percentile35th59th
Tasks at Risk (>50%)6 / 157 / 15
Median Salary$166,290$93,330
Employment21K60K

Skill Comparison

|

Sorted by largest difference

Biology
Physics
Engineering and Technology
ProgrammingAI-Vulnerable
Science
MathematicsAI-Vulnerable
Mathematical Reasoning
Number Facility
MathematicsAI-Vulnerable
Monitoring and Controlling Resources
InstructingAI-Resistant
Learning Strategies

Protective Factors

Higher values indicate stronger protection against AI displacement

Physicists

34%

total discount

Bioinformatics Scientists

33%

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.

Bioinformatics Scientists

7 of 15 at risk
74%Manipulate publicly accessible, commercial, or proprietary genomic, proteomic, or post-genomic databases.
69%Compile data for use in activities, such as gene expression profiling, genome annotation, or structural bioinformatics.
55%Improve user interfaces to bioinformatics software and databases.
53%Develop new software applications or customize existing applications to meet specific scientific project needs.
53%Keep abreast of new biochemistries, instrumentation, or software by reading scientific literature and attending professional conferences.

Wage Comparison

Bioinformatics Scientists earns -$72,960(-44%) vs Physicists
PhysicistsBioinformatics Scientists
10th
$80,020$54,500
25th
$117,450$67,950
Median
$166,290$93,330
75th
$210,260$121,350
90th
$239,200$159,780

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Physicists2028–2035
Bioinformatics Scientists2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Physicists

$117,534

from $166,290

Bioinformatics Scientists

$62,223

from $93,330

After adjusting for AI risk, Physicists offers $55,311 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Physicists

0

Unique to Bioinformatics

Combined Protection Strategy

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

Fine Manipulation
Creativity
Social Intelligence
Regulatory Barriers
PhysicistsBioinformatics Scientists
Find transitions from PhysicistsFind transitions from Bioinformatics Scientists