Compare Occupations

SUMMARY
36%
Low Risk
25%
Low Risk
19%
Minimal Risk
21%
Low Risk
24%
Low Risk
20%
Minimal Risk
JOB SCORE 6.1/10 6.9/10 8.1/10 7.2/10 7.0/10 6.1/10
POLLING
64%
(High Risk, Based on 57 votes)
38%
(Low Risk, Based on 98 votes)
37%
(Low Risk, Based on 262 votes)
42%
(Moderate Risk, Based on 130 votes)
47%
(Moderate Risk, Based on 98 votes)
48%
(Moderate Risk, Based on 44 votes)
GROWTH
by year 2034
16.7%
21.5%
8.8%
6.1%
6.1%
3.0%
WAGES
$80,880
or $38.88 per hour
$91,290
or $43.89 per hour
$101,190
or $48.65 per hour
$102,010
or $49.04 per hour
$102,010
or $49.04 per hour
$81,270
or $39.07 per hour
VOLUME
as of 2024
235,640
107,760
893,900
213,000
213,000
1,128,200
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 Logistics Analysts Snowflake diagram for Operations Research Analysts Snowflake diagram for Management Analysts Snowflake diagram for Supply Chain Managers Snowflake diagram for Transportation, Storage, and Distribution Managers Snowflake diagram for Business Continuity Planners
DESCRIPTION Analyze product delivery or supply chain processes to identify or recommend changes. May manage route activity including invoicing, electronic bills, and shipment tracing. 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. Conduct organizational studies and evaluations, design systems and procedures, conduct work simplification and measurement studies, and prepare operations and procedures manuals to assist management in operating more efficiently and effectively. Includes program analysts and management consultants. 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. Develop, maintain, or implement business continuity and disaster recovery strategies and solutions, including risk assessments, business impact analyses, strategy selection, and documentation of business continuity and disaster recovery procedures. Plan, conduct, and debrief regular mock-disaster exercises to test the adequacy of existing plans and strategies, updating procedures and plans regularly. Act as a coordinator for continuity efforts after a disruption event.

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.