Takeover Tracker

29%medium risk
Astronomers
vs

49 shared · 20 different

core competencies

38%medium risk
Statisticians

Side-by-Side Comparison

MetricAstronomersStatisticians
Risk Score28.9%37.8%
Risk TierMedium RiskMedium Risk
Risk Percentile33th75th
Tasks at Risk (>50%)4 / 159 / 15
Median Salary$132,170$103,300
Employment2K30K

Skill Comparison

|

Sorted by largest difference

Getting Information
Identifying Objects, Actions, and Events
Thinking Creatively
Training and Teaching Others
Provide Consultation and Advice to Others
Education and Training
MathematicsAI-Vulnerable
Developing Objectives and Strategies
Updating and Using Relevant Knowledge
Science
Flexibility of Closure
Far Vision

Protective Factors

Higher values indicate stronger protection against AI displacement

Astronomers

29%

total discount

Statisticians

27%

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.

Statisticians

9 of 15 at risk
71%Process large amounts of data for statistical modeling and graphic analysis, using computers.
70%Report results of statistical analyses, including information in the form of graphs, charts, and tables.
65%Prepare data for processing by organizing information, checking for inaccuracies, and adjusting and weighting the raw data.
53%Analyze and interpret statistical data to identify significant differences in relationships among sources of information.
52%Develop software applications or programming to use for statistical modeling and graphic analysis.

Wage Comparison

Statisticians earns -$28,870(-22%) vs Astronomers
AstronomersStatisticians
10th
$70,730$60,390
25th
$94,990$79,210
Median
$132,170$103,300
75th
$177,690$137,610
90th
$191,880$170,700

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