Takeover Tracker

29%medium risk
Astronomers
vs

52 shared · 20 different

core competencies

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

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