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.
| SUMMARY |
67%
High Risk
|
24%
Low Risk
|
31%
Low Risk
|
21%
Low Risk
|
25%
Low Risk
|
32%
Low Risk
|
| JOB SCORE | 2.4/10 | 7.0/10 | 7.0/10 | 7.2/10 | 6.9/10 | 4.3/10 |
| POLLING |
75%
(High Risk,
Based on 61 votes)
|
47%
(Moderate Risk,
Based on 98 votes)
|
45%
(Moderate Risk,
Based on 211 votes)
|
42%
(Moderate Risk,
Based on 130 votes)
|
38%
(Low Risk,
Based on 98 votes)
|
50%
(Moderate Risk,
Based on 126 votes)
|
|
GROWTH
by year 2034
|
-1.8%
|
6.1%
|
16.7%
|
6.1%
|
21.5%
|
-4.2%
|
| WAGES |
$57,770
or $27.77 per hour
|
$102,010
or $49.04 per hour
|
$80,880
or $38.88 per hour
|
$102,010
or $49.04 per hour
|
$91,290
or $43.89 per hour
|
$77,070
or $37.05 per hour
|
|
VOLUME
as of 2024
|
385,000
|
213,000
|
235,640
|
213,000
|
107,760
|
219,530
|
| SNOWFLAKE |
|
|
|
|
|
|
| DESCRIPTION | Coordinate and expedite the flow of work and materials within or between departments of an establishment according to production schedule. Duties include reviewing and distributing production, work, and shipment schedules; conferring with department supervisors to determine progress of work and completion dates; and compiling reports on progress of work, inventory levels, costs, and production problems. | 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. | 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. | Formulate and apply mathematical modeling and other optimizing methods to develop and interpret information that assists management with decisionmaking, policy formulation, or other managerial functions. May collect and analyze data and develop decision support software, services, or products. May develop and supply optimal time, cost, or logistics networks for program evaluation, review, or implementation. | Prepare cost estimates for product manufacturing, construction projects, or services to aid management in bidding on or determining price of product or service. May specialize according to particular service performed or type of product manufactured. |
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.
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.
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.
Thousands of visitors cast their votes on how “automatable” each job feels. These community insights are shown alongside the calculated probabilities.
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.
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.
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.