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 |
23%
Low Risk
|
32%
Low Risk
|
27%
Low Risk
|
29%
Low Risk
|
21%
Low Risk
|
| JOB SCORE | 6.4/10 | 5.7/10 | 7.6/10 | 4.3/10 | 7.0/10 |
| POLLING |
There hasn't been enough votes on this occupation yet
|
41%
(Moderate Risk,
Based on 16 votes)
|
20%
(Low Risk,
Based on 242 votes)
|
There hasn't been enough votes on this occupation yet
|
There hasn't been enough votes on this occupation yet
|
|
GROWTH
by year 2034
|
4.5%
|
42.1%
|
8.1%
|
2.4%
|
5.3%
|
| WAGES |
$62,970
or $30.27 per hour
|
$51,860
or $24.93 per hour
|
$59,810
or $28.75 per hour
|
$48,640
or $23.38 per hour
|
$78,690
or $37.83 per hour
|
|
VOLUME
as of 2024
|
455,940
|
28,280
|
396,870
|
183,690
|
806,080
|
| SNOWFLAKE |
|
|
|
|
|
| DESCRIPTION | Install or repair solar energy systems designed to collect, store, and circulate solar-heated water for residential, commercial or industrial use. | Assemble, install, or maintain solar photovoltaic (PV) systems on roofs or other structures in compliance with site assessment and schematics. May include measuring, cutting, assembling, and bolting structural framing and solar modules. May perform minor electrical work such as current checks. | Install or repair heating, central air conditioning, HVAC, or refrigeration systems, including oil burners, hot-air furnaces, and heating stoves. | Perform technical activities at power plants or individual installations necessary for the generation of power from geothermal energy sources. Monitor and control operating activities at geothermal power generation facilities and perform maintenance and repairs as necessary. Install, test, and maintain residential and commercial geothermal heat pumps. | Direct work crews installing residential or commercial solar photovoltaic or thermal systems. |
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.