Compare Occupations

	First-Line Supervisors of Personal Service Workers	Training and Development Specialists	First-Line Supervisors of Food Preparation and Serving Workers	Compliance Officers	Human Resources Specialists
SUMMARY	31% Low Risk	19% Minimal Risk	20% Minimal Risk	39% Low Risk	32% Low Risk
JOB SCORE	5.5/10	7.3/10	5.2/10	5.5/10	6.1/10
POLLING	There hasn't been enough votes on this occupation yet	38% (Low Risk, Based on 146 votes)	51% (Moderate Risk, Based on 17 votes)	45% (Moderate Risk, Based on 105 votes)	50% (Moderate Risk, Based on 215 votes)
GROWTH by year 2034	6.7%	10.8%	6.0%	3.0%	6.2%
WAGES	$47,080 or $22.63 per hour	$65,850 or $31.66 per hour	$42,010 or $20.20 per hour	$78,420 or $37.70 per hour	$72,910 or $35.05 per hour
VOLUME as of 2024	107,060	436,610	1,187,460	397,770	917,460
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.
DESCRIPTION	Supervise and coordinate activities of personal service workers.	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.	Directly supervise and coordinate activities of workers engaged in preparing and serving food.	Examine, evaluate, and investigate eligibility for or conformity with laws and regulations governing contract compliance of licenses and permits, and perform other compliance and enforcement inspection and analysis activities not classified elsewhere.	Recruit, screen, interview, or place individuals within an organization. May perform other activities in multiple human resources areas.

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.