Takeover Tracker
27%medium risk
Natural Sciences Managers
vs

45 shared · 33 different

core competencies

42%medium risk
Sustainability Specialists

Side-by-Side Comparison

MetricNatural Sciences ManagersSustainability Specialists
Risk Score27.3%42.2%
Risk TierMedium RiskMedium Risk
Risk Percentile26th86th
Tasks at Risk (>50%)3 / 1510 / 14
Median Salary$161,180$81,270
Employment101K1.1M

Skill Comparison

|

Sorted by largest difference

Operations Analysis
Design
Biology
Management of Personnel Resources
Analyzing Data or Information
Selling or Influencing Others
Chemistry
MathematicsAI-Vulnerable
Oral Comprehension
Processing Information
Education and Training
Monitoring and Controlling Resources

Protective Factors

Higher values indicate stronger protection against AI displacement

Natural Sciences Managers

32%

total discount

Sustainability Specialists

29%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Natural Sciences Managers

3 of 15 at risk
84%Prepare and administer budgets, approve and review expenditures, and prepare financial reports.
53%Conduct own research in field of expertise.
52%Prepare project proposals.
49%Design or coordinate successive phases of problem analysis, solution proposals, or testing.
47%Develop or implement policies, standards, or procedures for the architectural, scientific, or technical work performed to ensure regulatory compliance or operations enhancement.

Sustainability Specialists

10 of 14 at risk
85%Monitor or track sustainability indicators, such as energy usage, natural resource usage, waste generation, and recycling.
83%Collect information about waste stream management or green building practices to inform decision makers.
83%Develop reports or presentations to communicate the effectiveness of sustainability initiatives.
74%Create marketing or outreach media, such as brochures or Web sites, to communicate sustainability issues, procedures, or objectives.
71%Create or maintain plans or other documents related to sustainability projects.

Wage Comparison

Sustainability Specialists earns -$79,910(-50%) vs Natural Sciences Managers
Natural Sciences ManagersSustainability Specialists
10th
$79,830$46,230
25th
$114,110$60,820
Median
$161,180$81,270
75th
$214,820$110,030
90th
$239,200$147,830

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Natural Sciences Managers2028–2035
Sustainability Specialists2028–2035
20242030203520402045

Natural Sciences Managers has a longer runway before significant displacement, projected 0 years later than Sustainability Specialists.

Risk-Adjusted Salary

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

Natural Sciences Managers

$117,258

from $161,180

Sustainability Specialists

$46,974

from $81,270

After adjusting for AI risk, Natural Sciences Managers offers $70,284 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Natural

0

Unique to Sustainability

Combined Protection Strategy

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

Decision Complexity
Fine Manipulation
Social Intelligence
Regulatory Barriers
Natural Sciences ManagersSustainability Specialists
Find transitions from Natural Sciences ManagersFind transitions from Sustainability Specialists