Turn a slowdown into math
With an engineer, find a computing slowdown, write it as math, and set what gain counts as success.
Career profile
Computer Research Scientist
Computer research scientists invent computing methods, then test whether machines can do more or better.
Could a different set of instructions reach the same answer with less effort? Your job is turning questions like that into models, prototypes and evidence.
A day in the life
Prove the prototype is correct
Code a small version of the method and confirm its answers are right before measuring it against others.
Race rival methods head to head
Run competing methods on the same inputs and dig into why if your lead vanishes as inputs grow.
Share results, limits included
Draft a paper or a conference talk that covers the method, the results and where it falls short.
Quick facts
Usually a master's degree
United States
$140,300/year
United States · May 2025
21.8% projected growth
United States · 2025–2035
Quick orientation
Preparation, pay & outlook
Preparation
Usually a master's degreeComputer science or a related field.
Pay
$140,300/yearNational median; equivalent to $67.45/hour.
Outlook
21.8% projected growthAbout 2,900 openings per year, on average.
Fit, tradeoffs & changing tools
You might like this if…
- You enjoy figuring out why a method works.
- You like using math to make an argument precise.
- You want to test an idea that might turn out wrong.
Things to weigh
- A careful experiment can leave you with evidence that your favorite idea does not work.
- Writing and explaining results take time alongside programming.
Where AI may help
In algorithm research, artificial intelligence (AI) tools can propose code, run tests, and score candidate solutions. AlphaEvolve demonstrates this approach.
What people still lead
Researchers frame the problem and choose what the tests should reward. A better score still needs an explanation of what improved.
What we can’t predict yet
How far automated discovery can go when success is difficult to measure remains an open question. More of the work may shift toward designing evaluations and interpreting machine-generated ideas.
Pay in context
Earnings
These national figures cover computer and information research scientists across experience levels.
The middle and the spread
The median was $140,300 a year, or $67.45 an hour. The 10th and 90th percentiles were $82,200 and $230,630 annually. Those are positions in the wage distribution, not starting and senior salaries.
Workplace type matters
Annual medians were $211,270 at software publishers and $85,460 at state colleges, universities, and professional schools. These describe groups, not individual offers.
Growth and openings
Employment is projected to grow 21.8%, with about 2,900 openings annually, including replacements. A national projection does not guarantee a vacancy where you want to live.
Getting started
Continue into graduate study
- What the route involves
- Earn a bachelor's degree, then study computer science or a related field at master's level.
- What it can lead to
- Meet the typical education level for entry.
- What to check
- Some employers prefer a Doctor of Philosophy (PhD).
Target qualifying federal positions
- What the route involves
- Earn an accredited computer science bachelor's degree and compare your preparation with federal Computer Science Series 1550 vacancies.
- What it can lead to
- Meet that series' basic education requirement; some federal research jobs accept bachelor's graduates.
- What to check
- Additional qualifications depend on the position and grade. Series 1550 also includes work outside research, so read the duties carefully.
Graduate study is the usual route; some federal jobs accept a bachelor's degree.
After entry
Career paths
This starts where the entry routes leave off: early work, growing capability, and advancement or specialization.
Get established
Reproduce an existing experiment before proposing changes.
Own a study
Develop a focused research question and carry it through experiments, interpretation, and discussion with collaborators.
Set the research direction
Build a research agenda in a specialty and guide connected projects.
- Move into computing management.
Where you can work
Company research labs
Some company labs bring researchers together with engineers, designers, and program managers. You can publish findings while exploring how the work could become a product or service.
- Indoors
- Office
Federal measurement labs
In labs focused on measurement and standards, your research helps establish how to test computing systems reliably. You work across computer science, mathematics, and engineering, with industry and other agencies involved in standards development.
- Indoors
- Lab
Try it
See whether the job clicks before you commit to the path.
Write 16 names in alphabetical order. Compare finding a name by checking each in turn with repeatedly halving the remaining list. Predict which takes fewer checks, test several names, and record the counts. What changes for a missing name? Notice whether explaining the results interests you as much as getting the answer.
Sources
- U.S. Bureau of Labor Statistics. Computer and Information Research Scientists. Accessed 2026-10-03.
- O*NET OnLine. 15-1221.00 — Computer and Information Research Scientists. Accessed 2026-10-03.
- O*NET OnLine / U.S. Bureau of Labor Statistics. National Wages: Computer and Information Research Scientists. Accessed 2026-10-03.
- U.S. Bureau of Labor Statistics. Occupational projections and worker characteristics. Accessed 2026-10-03.
- U.S. Office of Personnel Management. Computer Science Series 1550. Accessed 2026-10-03.
- Microsoft Research. Research Careers. Accessed 2026-10-03.
- National Institute of Standards and Technology. About ITL. Accessed 2026-10-03.
- Google DeepMind. AlphaEvolve: A Gemini-powered coding agent for designing advanced algorithms. Accessed 2026-10-03.