Automation Risk
Each occupation shows a probability of automation. A higher score means machines and algorithms are more likely to take over the role in the future.
| SUMMARY |
55%
Moderate Risk
|
34%
Low Risk
|
21%
Low Risk
|
19%
Minimal Risk
|
9%
Minimal Risk
|
36%
Low Risk
|
| JOB SCORE | 6.9/10 | 6.9/10 | 5.5/10 | 7.3/10 | 6.8/10 | 4.9/10 |
| POLLING |
28%
(Low Risk,
Based on 1,470 votes)
|
32%
(Low Risk,
Based on 2,574 votes)
|
43%
(Moderate Risk,
Based on 21 votes)
|
38%
(Low Risk,
Based on 146 votes)
|
33%
(Low Risk,
Based on 34 votes)
|
43%
(Moderate Risk,
Based on 23 votes)
|
|
GROWTH
by year 2034
|
3.9%
|
5.1%
|
1.7%
|
10.8%
|
3.0%
|
4.2%
|
| WAGES |
$226,600
or $108.93 per hour
|
$122,670
or $58.97 per hour
|
$85,750
or $41.22 per hour
|
$65,850
or $31.66 per hour
|
$86,130
or $41.41 per hour
|
$56,750
or $27.28 per hour
|
|
VOLUME
as of 2024
|
99,300
|
51,830
|
23,320
|
436,610
|
12,570
|
16,640
|
| SNOWFLAKE |
|
|
|
|
|
|
| DESCRIPTION | Pilot and navigate the flight of fixed-wing aircraft, usually on scheduled air carrier routes, for the transport of passengers and cargo. Requires Federal Air Transport certificate and rating for specific aircraft type used. Includes regional, national, and international airline pilots and flight instructors of airline pilots. | Pilot and navigate the flight of fixed-wing aircraft on nonscheduled air carrier routes, or helicopters. Requires Commercial Pilot certificate. Includes charter pilots with similar certification, and air ambulance and air tour pilots. Excludes regional, national, and international airline pilots. | Inspect aircraft, maintenance procedures, air navigational aids, air traffic controls, and communications equipment to ensure conformance with Federal safety regulations. | Design or conduct work-related training and development programs to improve individual skills or organizational performance. May analyze organizational training needs or evaluate training effectiveness. | Plan and direct disaster response or crisis management activities, provide disaster preparedness training, and prepare emergency plans and procedures for natural (e.g., hurricanes, floods, earthquakes), wartime, or technological (e.g., nuclear power plant emergencies or hazardous materials spills) disasters or hostage situations. | Ensure the safe takeoff and landing of commercial and military aircraft. Duties include coordination between air-traffic control and maintenance personnel, dispatching, using airfield landing and navigational aids, implementing airfield safety procedures, monitoring and maintaining flight records, and applying knowledge of weather information. |
Curious how automation and AI could affect your career? Our comparison tool lets you view two or more jobs side by side, helping you quickly spot differences in risk level, pay, growth, and popularity. All of this is based on a mix of academic research, user polling, and official labour data.
Each occupation shows a probability of automation. A higher score means machines and algorithms are more likely to take over the role in the future.
A quick summary of how a job performs overall — factoring in wages, growth, volume, and automation risk. It’s a handy way to see the bigger picture at a glance.
Thousands of visitors cast their votes on how “automatable” each job feels. These community insights are shown alongside the calculated probabilities.
See how fast each occupation is projected to grow and what people earn on average. High wages don’t always mean high security — automation risk still matters.
Explore how many people currently work in each occupation and in which year the data was recorded. Popularity can affect how disruptive automation will be for the wider economy.
Each snowflake visualises the balance between automation risk, wages, growth, and job volume. Bigger and greener areas mean stronger performance in that dimension.
Use this comparison page to research careers, guide students, or simply explore the future of work. All data is regularly updated to keep the results relevant.