Side-by-Side Comparison
Astronomers leads 5–0| Metric | Astronomers | Statisticians |
|---|---|---|
| Risk Score | 28.9% | 37.8% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 33th | 75th |
| Tasks at Risk (>50%) | 4 / 15 | 9 / 15 |
| Median Salary | $132,170 | $103,300 |
| Employment | 2K | 30K |
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 risk51%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 risk71%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
Premium Head-to-Head Analysis
Displacement Timeline Comparison
Astronomers2028–2035
Statisticians2028–2035
20242030203520402045
Astronomers has a longer runway before significant displacement, projected 0 years later than Statisticians.
Risk-Adjusted Salary
Salary weighted by displacement risk: salary × (1 − risk%)
Astronomers
$93,999
from $132,170
Statisticians
$64,294
from $103,300
After adjusting for AI risk, Astronomers offers $29,705 more in risk-adjusted pay.
Transition Feasibility
1%
Skill Overlap
Low overlap — significant retraining needed for transition
0
Unique to Astronomers
0
Unique to Statisticians
Combined Protection Strategy
Regardless of which path you choose, focus on these protective factors
Creativity
Social Intelligence
Decision Complexity
Regulatory Barriers
AstronomersStatisticians