Takeover Tracker
36%medium risk
Chemists
vs

52 shared · 21 different

core competencies

Side-by-Side Comparison

MetricChemistsBiological Technicians
Risk Score35.8%37.0%
Risk TierMedium RiskMedium Risk
Risk Percentile68th73th
Tasks at Risk (>50%)9 / 137 / 15
Median Salary$84,150$52,000
Employment83K76K

Skill Comparison

|

Sorted by largest difference

Biology
Chemistry
Evaluating Information to Determine Compliance with Standards
Interpreting the Meaning of Information for Others
Provide Consultation and Advice to Others
Science
MathematicsAI-Vulnerable
Repairing and Maintaining Electronic Equipment
Handling and Moving Objects
MathematicsAI-Vulnerable
Communicating with Supervisors, Peers, or Subordinates
Inspecting Equipment, Structures, or Material

Protective Factors

Higher values indicate stronger protection against AI displacement

Chemists

30%

total discount

Biological Technicians

29%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Chemists

9 of 13 at risk
86%Purchase laboratory supplies, such as chemicals, when supplies are low or near their expiration date.
78%Conduct quality control tests.
59%Write technical papers or reports or prepare standards and specifications for processes, facilities, products, or tests.
55%Compile and analyze test information to determine process or equipment operating efficiency or to diagnose malfunctions.
53%Evaluate laboratory safety procedures to ensure compliance with standards or to make improvements as needed.

Biological Technicians

7 of 15 at risk
87%Input data into databases.
85%Keep detailed logs of all work-related activities.
79%Use computers, computer-interfaced equipment, robotics or high-technology industrial applications to perform work duties.
79%Monitor laboratory work to ensure compliance with set standards.
74%Monitor and observe experiments, recording production and test data for evaluation by research personnel.

Wage Comparison

Biological Technicians earns -$32,150(-38%) vs Chemists
ChemistsBiological Technicians
10th
$53,210$38,060
25th
$63,930$45,380
Median
$84,150$52,000
75th
$120,210$66,410
90th
$154,430$81,990

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Chemists20282035
Biological Technicians20282035
20242030203520402045

Chemists has a longer runway before significant displacement, projected 0 years later than Biological Technicians.

Risk-Adjusted Salary

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

Chemists

$54,024

from $84,150

Biological Technicians

$32,744

from $52,000

After adjusting for AI risk, Chemists offers $21,280 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Chemists

0

Unique to Biological

Combined Protection Strategy

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

Social Intelligence
Creativity
Fine Manipulation
Regulatory Barriers
ChemistsBiological Technicians