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 |
42%
Moderate Risk
|
21%
Low Risk
|
24%
Low Risk
|
31%
Low Risk
|
21%
Low Risk
|
36%
Low Risk
|
| JOB SCORE | 4.2/10 | 7.2/10 | 7.0/10 | 7.0/10 | 5.1/10 | 6.1/10 |
| POLLING |
66%
(High Risk,
Based on 42 votes)
|
42%
(Moderate Risk,
Based on 130 votes)
|
47%
(Moderate Risk,
Based on 98 votes)
|
45%
(Moderate Risk,
Based on 211 votes)
|
50%
(Moderate Risk,
Based on 27 votes)
|
64%
(High Risk,
Based on 57 votes)
|
|
GROWTH
by year 2034
|
3.0%
|
6.1%
|
6.1%
|
16.7%
|
3.0%
|
16.7%
|
| WAGES |
$78,420
or $37.70 per hour
|
$102,010
or $49.04 per hour
|
$102,010
or $49.04 per hour
|
$80,880
or $38.88 per hour
|
$78,420
or $37.70 per hour
|
$80,880
or $38.88 per hour
|
|
VOLUME
as of 2024
|
397,770
|
213,000
|
213,000
|
235,640
|
397,770
|
235,640
|
| SNOWFLAKE |
|
|
|
|
|
|
| DESCRIPTION | Prepare customs documentation and ensure that shipments meet all applicable laws to facilitate the import and export of goods. Determine and track duties and taxes payable and process payments on behalf of client. Sign documents under a power of attorney. Represent clients in meetings with customs officials and apply for duty refunds and tariff reclassifications. Coordinate transportation and storage of imported goods. | Direct or coordinate production, purchasing, warehousing, distribution, or financial forecasting services or activities to limit costs and improve accuracy, customer service, or safety. Examine existing procedures or opportunities for streamlining activities to meet product distribution needs. Direct the movement, storage, or processing of inventory. | Plan, direct, or coordinate transportation, storage, or distribution activities in accordance with organizational policies and applicable government laws or regulations. Includes logistics managers. | Analyze and coordinate the ongoing logistical functions of a firm or organization. Responsible for the entire life cycle of a product, including acquisition, distribution, internal allocation, delivery, and final disposal of resources. | Coordinate and document internal regulatory processes, such as internal audits, inspections, license renewals, or registrations. May compile and prepare materials for submission to regulatory agencies. | Analyze product delivery or supply chain processes to identify or recommend changes. May manage route activity including invoicing, electronic bills, and shipment tracing. |
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.