Takeover Tracker
29%medium risk
Astronomers
vs

52 shared · 20 different

core competencies

33%medium risk
Financial Quantitative Analysts

Side-by-Side Comparison

MetricAstronomersFinancial Quantitative Analysts
Risk Score28.9%32.8%
Risk TierMedium RiskMedium Risk
Risk Percentile33th55th
Tasks at Risk (>50%)4 / 157 / 15
Median Salary$132,170$80,190
Employment2K127K

Skill Comparison

|

Sorted by largest difference

Education and Training
Training and Teaching Others
Thinking Creatively
Evaluating Information to Determine Compliance with Standards
Far Vision
Flexibility of Closure
Documenting/Recording Information
Interpreting the Meaning of Information for Others
Communicating with Persons Outside Organization
WritingAI-Augmented
Active LearningAI-Augmented
Written Expression

Protective Factors

Higher values indicate stronger protection against AI displacement

Astronomers

29%

total discount

Financial Quantitative Analysts

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Astronomers

4 of 15 at risk
51%Present research findings at scientific conferences and in papers written for scientific journals.
51%Measure radio, infrared, gamma, and x-ray emissions from extraterrestrial sources.
51%Develop theories based on personal observations or on observations and theories of other astronomers.
51%Develop instrumentation and software for astronomical observation and analysis.
49%Study celestial phenomena, using a variety of ground-based and space-borne telescopes and scientific instruments.

Financial Quantitative Analysts

7 of 15 at risk
72%Prepare requirements documentation for use by software developers.
68%Produce written summary reports of financial research results.
66%Identify, track, or maintain metrics for trading system operations.
55%Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques.
53%Devise or apply independent models or tools to help verify results of analytical systems.

Wage Comparison

Financial Quantitative Analysts earns -$51,980(-39%) vs Astronomers
AstronomersFinancial Quantitative Analysts
10th
$70,730$46,420
25th
$94,990$60,140
Median
$132,170$80,190
75th
$177,690$109,120
90th
$191,880$151,780

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Astronomers2028–2035
Financial Quantitative Analysts2028–2035
20242030203520402045

Astronomers has a longer runway before significant displacement, projected 0 years later than Financial Quantitative Analysts.

Risk-Adjusted Salary

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

Astronomers

$93,999

from $132,170

Financial Quantitative Analysts

$53,896

from $80,190

After adjusting for AI risk, Astronomers offers $40,104 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Astronomers

0

Unique to Financial

Combined Protection Strategy

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

Regulatory Barriers
Fine Manipulation
Creativity
Social Intelligence
AstronomersFinancial Quantitative Analysts
Find transitions from AstronomersFind transitions from Financial Quantitative Analysts