Research scientist resume keywords
We counted the skills in 425 open research scientist job postings from 114 employers, including Jump Trading, SentinelOne and Jane Street. The ones employers ask for most are machine learning (67% of postings), Python (32%) and LLMs (28%). 67% of the postings mention AI, though often in the company's description rather than as a skill the job needs.
Top skills and tools in research scientist postings
| # | Keyword | Share of postings |
|---|---|---|
| 1 | machine learning | 67% |
| 2 | Python | 32% |
| 3 | LLMs | 28% |
| 4 | prototyping | 25% |
| 5 | statistics | 23% |
| 6 | deep learning | 21% |
| 7 | algorithms | 19% |
| 8 | A/B testing | 16% |
| 9 | PyTorch | 15% |
| 10 | trading | 14% |
| 11 | automation | 13% |
| 12 | analytics | 13% |
| 13 | product roadmap | 12% |
| 14 | C++ | 11% |
| 15 | generative AI | 10% |
| 16 | UX | 9% |
| 17 | customer experience | 8% |
| 18 | sales | 8% |
| 19 | NLP | 8% |
| 20 | TensorFlow | 8% |
| 21 | forecasting | 8% |
| 22 | shipping | 8% |
| 23 | data analysis | 8% |
| 24 | marketing | 7% |
| 25 | cybersecurity | 7% |
| 26 | computer vision | 6% |
| 27 | robotics | 5% |
| 28 | SQL | 5% |
| 29 | data pipelines | 5% |
| 30 | product design | 5% |
Share of the 425 postings whose description names the skill (plurals and common spellings, such as “JS” and “JavaScript”, count as one).
Soft skills employers mention
collaboration · 17%creativity · 12%communication · 9%cross-functional · 8%leadership · 8%ownership · 6%analytical skills · 5%decision making · 4%
Show these through results in your bullets (“led a team of six”) rather than listing them as adjectives.
How to use these keywords on your research scientist resume
- Start with the posting, not this list. These are averages across 425 jobs; the one you're applying for has its own priorities. Use this page to spot common gaps, then match the specific posting.
- Name skills the way employers do. If you use “machine learning”, “Python” and “LLMs”, write those exact words. Applicant tracking systems and recruiters search for them, and a close synonym can be missed.
- Put each skill in a bullet that shows a result. Naming prototyping inside a bullet about what you achieved with it, with a number where you can, is stronger than listing it alone in a skills section.
- Add only what's true. If you've worked with “prototyping”, “statistics” and “deep learning” but your resume doesn't say so, add it. If you haven't, leave it out: interviews expose padded resumes quickly.
More about research scientist jobs
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How these numbers are calculated
Every figure comes from open research scientist job postings on MANY Hired, imported from employers' own career pages. For each posting we pick out the skills, tools, certifications and qualifications its description names, then count how many postings ask for each one. A job counts as research scientist by its title. Updated October 28, 2026.