Compare Occupations

SUMMARY
47%
Moderate Risk
37%
Low Risk
32%
Low Risk
40%
Moderate Risk
JOB SCORE 2.8/10 6.9/10 4.0/10 3.3/10
POLLING
66%
(High Risk, Based on 29 votes)
37%
(Low Risk, Based on 509 votes)
53%
(Moderate Risk, Based on 110 votes)
50%
(Moderate Risk, Based on 43 votes)
GROWTH
by year 2034
4.7%
9.2%
8.1%
2.3%
WAGES
$37,560
or $18.06 per hour
$67,130
or $32.27 per hour
$36,660
or $17.62 per hour
$37,320
or $17.94 per hour
VOLUME
as of 2024
25,340
130,110
49,010
44,200
SNOWFLAKE [?] The Snowflake is a visual summary of the five badges: Automation Risk (calculated), Risk (polled), Growth, Wages and Volume. It gives you an instant snapshot of an occupations profile. The colour of the Snowflake relates to its size. The better the occupation scores in relation to others, the larger and greener the Snowflake becomes. Snowflake diagram for Passenger Attendants Snowflake diagram for Flight Attendants Snowflake diagram for Tour Guides and Escorts Snowflake diagram for Concierges
DESCRIPTION Provide services to ensure the safety of passengers aboard ships, buses, trains, or within the station or terminal. Perform duties such as explaining the use of safety equipment, serving meals or beverages, or answering questions related to travel. Monitor safety of the aircraft cabin. Provide services to airline passengers, explain safety information, serve food and beverages, and respond to emergency incidents. Escort individuals or groups on sightseeing tours or through places of interest, such as industrial establishments, public buildings, and art galleries. 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.

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.

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.

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.