Computer and Information Research Scientists resume skills and keywords
In 222 Computer and Information Research Scientists job postings from 113 employers analysed on October 23, 2026, the most requested skills are Machine learning (57 %), Publication (57 %), Python (41 %), PyTorch (41 %) and Communication (34 %). Of the top 40 skills, 32 are hard skills, tools or certifications and 8 are soft skills.
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Top 40 skills in Computer and Information Research Scientists job postings
| Skill | Share of postings | Type |
|---|---|---|
| Machine learning | 57 % | Hard skill |
| Publication | 57 % | Hard skill |
| Python | 41 % | Tool |
| PyTorch | 41 % | Tool |
| Communication | 34 % | Soft skill |
| LLMs | 32 % | Tool |
| Deep learning | 32 % | Hard skill |
| Algorithms | 30 % | Hard skill |
| Robotics | 27 % | Hard skill |
| Collaboration | 27 % | Soft skill |
| Computer vision | 21 % | Hard skill |
| Mentoring | 18 % | Soft skill |
| Problem Solving | 17 % | Soft skill |
| Generative AI | 14 % | Tool |
| Artificial Intelligence | 14 % | Hard skill |
| Leadership | 13 % | Soft skill |
| Experimentation | 12 % | Hard skill |
| Distributed training | 10 % | Hard skill |
| Creativity | 10 % | Soft skill |
| PhD in Computer Science | 10 % | Hard skill |
| Decision making | 9 % | Soft skill |
| Logistics | 9 % | Hard skill |
| TensorFlow | 8 % | Tool |
| Data pipelines | 8 % | Hard skill |
| Diffusion models | 8 % | Hard skill |
| Evaluation frameworks | 8 % | Tool |
| C++ | 7 % | Tool |
| Natural language processing | 7 % | Hard skill |
| Flexibility | 7 % | Soft skill |
| Neural Networks | 6 % | Hard skill |
| Machine Learning Models | 6 % | Hard skill |
| Research and Development | 6 % | Hard skill |
| Data Analysis | 6 % | Hard skill |
| Debugging | 6 % | Hard skill |
| Tool use | 6 % | Tool |
| Math | 6 % | Hard skill |
| Security clearance | 6 % | Certification |
| AI Tools | 5 % | Tool |
| Prototyping | 5 % | Hard skill |
| Model evaluation | 5 % | Hard skill |
Hard skills vs soft skills vs tools and certifications
Hard skills (22)
- Machine learning 57 %
- Publication 57 %
- Deep learning 32 %
- Algorithms 30 %
- Robotics 27 %
- Computer vision 21 %
- Artificial Intelligence 14 %
- Experimentation 12 %
- Distributed training 10 %
- PhD in Computer Science 10 %
- Logistics 9 %
- Data pipelines 8 %
- Diffusion models 8 %
- Natural language processing 7 %
- Neural Networks 6 %
- Machine Learning Models 6 %
- Research and Development 6 %
- Data Analysis 6 %
- Debugging 6 %
- Math 6 %
- Prototyping 5 %
- Model evaluation 5 %
Soft skills (8)
- Communication 34 %
- Collaboration 27 %
- Mentoring 18 %
- Problem Solving 17 %
- Leadership 13 %
- Creativity 10 %
- Decision making 9 %
- Flexibility 7 %
Tools and software (9)
- Python 41 %
- PyTorch 41 %
- LLMs 32 %
- Generative AI 14 %
- TensorFlow 8 %
- Evaluation frameworks 8 %
- C++ 7 %
- Tool use 6 %
- AI Tools 5 %
Certifications and licenses (1)
Keyword phrases recruiters use
Multi-word phrases that recur across these computer and information research scientists postings, with the share of postings that use each one.
How to use this on your resume
Treat the table as a checklist, not a script. Put the skills you genuinely have in your skills section, using the same wording as the posting, and back the top ones with a bullet that shows the result.
Each job posting differs from the average, so compare your resume with the actual ad: paste it into the resume keyword scanner to see which terms you already have and which are missing. The ATS keywords guide explains where to place them so applicant tracking systems read them.
Skip any skill you cannot talk about in an interview; a keyword that falls apart under one question costs more than it gains. For a full layout with these skills in context, see the Computer and Information Research Scientists resume example. Then prepare for the Computer and Information Research Scientists interview questions that test them.
Build a computer and information research scientists resume with these skills
Start in the editor, tailor your bullets to the job you want and download an ATS-friendly resume.