Compare Occupations

SUMMARY
34%
Low Risk
21%
Low Risk
22%
Low Risk
23%
Low Risk
19%
Minimal Risk
25%
Low Risk
JOB SCORE 4.9/10 6.4/10 6.2/10 7.0/10 4.9/10 6.9/10
POLLING
50%
(Moderate Risk, Based on 130 votes)
43%
(Moderate Risk, Based on 909 votes)
44%
(Moderate Risk, Based on 533 votes)
47%
(Moderate Risk, Based on 145 votes)
46%
(Moderate Risk, Based on 1,271 votes)
38%
(Low Risk, Based on 98 votes)
GROWTH
by year 2034
3.1%
21.8%
8.5%
14.8%
1.2%
21.5%
WAGES
$80,190
or $38.55 per hour
$125,770
or $60.46 per hour
$103,300
or $49.66 per hour
$161,700
or $77.73 per hour
$115,440
or $55.50 per hour
$91,290
or $43.89 per hour
VOLUME
as of 2024
127,450
28,340
29,800
818,620
15,880
107,760
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 Financial Quantitative Analysts Snowflake diagram for Actuaries Snowflake diagram for Statisticians Snowflake diagram for Investment Fund Managers Snowflake diagram for Economists Snowflake diagram for Operations Research Analysts
DESCRIPTION Develop quantitative techniques to inform securities investing, equities investing, pricing, or valuation of financial instruments. Develop mathematical or statistical models for risk management, asset optimization, pricing, or relative value analysis. Analyze statistical data, such as mortality, accident, sickness, disability, and retirement rates and construct probability tables to forecast risk and liability for payment of future benefits. May ascertain insurance rates required and cash reserves necessary to ensure payment of future benefits. Develop or apply mathematical or statistical theory and methods to collect, organize, interpret, and summarize numerical data to provide usable information. May specialize in fields such as biostatistics, agricultural statistics, business statistics, or economic statistics. Includes mathematical and survey statisticians. Plan, direct, or coordinate investment strategy or operations for a large pool of liquid assets supplied by institutional investors or individual investors. Conduct research, prepare reports, or formulate plans to address economic problems related to the production and distribution of goods and services or monetary and fiscal policy. May collect and process economic and statistical data using sampling techniques and econometric methods. 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.

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.