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.
Compare Occupations
| SUMMARY |
74%
High Risk
|
22%
Low Risk
|
32%
Low Risk
|
9%
Minimal Risk
|
40%
Moderate Risk
|
65%
High Risk
|
| JOB SCORE | 3.9/10 | 5.8/10 | 4.0/10 | 6.0/10 | 3.3/10 | 3.2/10 |
| POLLING |
39%
(Low Risk,
Based on 34 votes)
|
26%
(Low Risk,
Based on 135 votes)
|
53%
(Moderate Risk,
Based on 110 votes)
|
31%
(Low Risk,
Based on 29 votes)
|
50%
(Moderate Risk,
Based on 43 votes)
|
67%
(High Risk,
Based on 103 votes)
|
|
GROWTH
by year 2034
|
3.4%
|
5.8%
|
8.1%
|
4.1%
|
2.3%
|
3.7%
|
| WAGES |
$30,490
or $14.66 per hour
|
$33,720
or $16.21 per hour
|
$36,660
or $17.62 per hour
|
$35,380
or $17.01 per hour
|
$37,320
or $17.94 per hour
|
$34,270
or $16.47 per hour
|
|
VOLUME
as of 2024
|
371,590
|
143,590
|
49,010
|
309,640
|
44,200
|
261,430
|
| SNOWFLAKE |
|
|
|
|
|
|
| DESCRIPTION | Perform a variety of attending duties at amusement or recreation facility. May schedule use of recreation facilities, maintain and provide equipment to participants of sporting events or recreational pursuits, or operate amusement concessions and rides. | Monitor recreational areas, such as pools, beaches, or ski slopes, to provide assistance and protection to participants. | Escort individuals or groups on sightseeing tours or through places of interest, such as industrial establishments, public buildings, and art galleries. | Conduct recreation activities with groups in public, private, or volunteer agencies or recreation facilities. Organize and promote activities, such as arts and crafts, sports, games, music, dramatics, social recreation, camping, and hobbies, taking into account the needs and interests of individual members. | Assist patrons at hotel, apartment, or office building with personal services. May take messages; arrange or give advice on transportation, business services, or entertainment; or monitor guest requests for housekeeping and maintenance. | Accommodate hotel, motel, and resort patrons by registering and assigning rooms to guests, issuing room keys or cards, transmitting and receiving messages, keeping records of occupied rooms and guests' accounts, making and confirming reservations, and presenting statements to and collecting payments from departing guests. |
Compare Occupations Side by Side
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.
Job Score
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.
Polling Data
Thousands of visitors cast their votes on how “automatable” each job feels. These community insights are shown alongside the calculated probabilities.
Growth & Wages
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.
Volume of Workers
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.
The Snowflake Diagram
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.