Disclosure Avoidance Statistician

Also called: Statistical Privacy Specialist, Differential Privacy Scientist

Adds carefully measured "noise" to census and survey data so nobody can figure out facts about one real person, while totals stay useful.

A day in the life

You test whether a clever attacker could match published census tables to voter lists and identify real people. Then you tune a privacy algorithm that slightly blurs small numbers. You argue, politely, with mapmakers who want more precision for tiny towns and explain why that would put people at risk.

Pay over a career

Starting
$90k
Typical
$125k
High
$170k

Approximate: anchored on Bureau of Labor Statistics data for a broader job group.

Training

Master's degree, about 6 years after high school. Master's or PhD in statistics, math or computer science.

Ways in: 4-year college, Graduate school. Training cost: $15k – $60k.

Majors to look at: Statistics, Mathematics, Computer Science.

Outlook

Growing faster than average. Rising as data privacy laws and attacks grow.

Will it last? Our AI estimate

Low risk in 5 years, medium in 10. AI makes re-identification attacks easier, which grows demand; tuning privacy math and defending trade-offs stays human.

Start now, in high school

Classes: AP Statistics, AP Calculus, AP Computer Science.

Official data: O*NET occupation 15-2041.

More Statistics & Data Science careers

Career Universe is an early version. Pay, training and AI-risk figures are estimates to start your own research, not verified facts. The research was written with AI research assistants, checked by validation scripts and spot-checked by hand. Check anything important with schools, employers and official sources. How the numbers work.