Takeover Tracker
30%medium risk
Biologists
vs

68 shared · 19 different

core competencies

29%medium risk
Microbiologists

Side-by-Side Comparison

MetricBiologistsMicrobiologists
Risk Score30.1%29.1%
Risk TierMedium RiskMedium Risk
Risk Percentile39th34th
Tasks at Risk (>50%)6 / 155 / 14
Median Salary$93,340$87,330
Employment131K20K

Skill Comparison

|

Sorted by largest difference

Performing General Physical Activities
Customer and Personal Service
Law and Government
Provide Consultation and Advice to Others
Communicating with Persons Outside Organization
Estimating the Quantifiable Characteristics of Products, Events, or Information
Developing Objectives and Strategies
Thinking Creatively
Education and Training
Coordinating the Work and Activities of Others
Scheduling Work and Activities
MathematicsAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Biologists

34%

total discount

Microbiologists

33%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Biologists

6 of 15 at risk
75%Prepare requests for proposals or statements of work.
59%Program and use computers to store, process, and analyze data.
55%Write grant proposals to obtain funding for biological research.
51%Identify, classify, and study structure, behavior, ecology, physiology, nutrition, culture, and distribution of plant and animal species.
51%Prepare technical and research reports, such as environmental impact reports, and communicate the results to individuals in industry, government, or the general public.

Microbiologists

5 of 14 at risk
73%Prepare technical reports and recommendations based upon research outcomes.
55%Conduct chemical analyses of substances such as acids, alcohols, and enzymes.
52%Research use of bacteria and microorganisms to develop vitamins, antibiotics, amino acids, grain alcohol, sugars, and polymers.
51%Study growth, structure, development, and general characteristics of bacteria and other microorganisms to understand their relationship to human, plant, and animal health.
51%Study the structure and function of human, animal, and plant tissues, cells, pathogens and toxins.

Wage Comparison

Microbiologists earns -$6,010(-6%) vs Biologists
BiologistsMicrobiologists
10th
$54,120$51,220
25th
$67,720$63,920
Median
$93,340$87,330
75th
$125,990$120,750
90th
$161,990$150,650

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Biologists20282035
Microbiologists20282035
20242030203520402045

Microbiologists has a longer runway before significant displacement, projected 0 years later than Biologists.

Risk-Adjusted Salary

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

Biologists

$65,245

from $93,340

Microbiologists

$61,961

from $87,330

After adjusting for AI risk, Biologists offers $3,284 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Biologists

0

Unique to Microbiologists

Combined Protection Strategy

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

Decision Complexity
Creativity
Social Intelligence
Regulatory Barriers
BiologistsMicrobiologists