Compare Occupations

SUMMARY
22%
Low Risk
10%
Minimal Risk
27%
Low Risk
25%
Low Risk
24%
Low Risk
JOB SCORE 6.8/10 7.0/10 6.5/10 6.7/10 7.2/10
POLLING
35%
(Low Risk, Based on 23 votes)
49%
(Moderate Risk, Based on 35 votes)
34%
(Low Risk, Based on 46 votes)
51%
(Moderate Risk, Based on 20 votes)
37%
(Low Risk, Based on 44 votes)
GROWTH
by year 2034
1.9%
4.5%
1.9%
11.0%
4.5%
WAGES
$121,440
or $58.38 per hour
$136,550
or $65.64 per hour
$121,440
or $58.38 per hour
$101,140
or $48.62 per hour
$136,550
or $65.64 per hour
VOLUME
as of 2024
234,380
630,980
234,380
350,230
630,980
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 Quality Control Systems Managers Snowflake diagram for Regulatory Affairs Managers Snowflake diagram for Industrial Production Managers Snowflake diagram for Validation Engineers Snowflake diagram for Compliance Managers
DESCRIPTION Plan, direct, or coordinate quality assurance programs. Formulate quality control policies and control quality of laboratory and production efforts. Plan, direct, or coordinate production activities of an organization to ensure compliance with regulations and standard operating procedures. Plan, direct, or coordinate the work activities and resources necessary for manufacturing products in accordance with cost, quality, and quantity specifications. Design or plan protocols for equipment or processes to produce products meeting internal and external purity, safety, and quality requirements. Plan, direct, or coordinate activities of an organization to ensure compliance with ethical or regulatory standards.

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.