Computer and Information Research Scientists
Conduct research into fundamental computer and information science as theorists, designers, or inventors. Develop solutions to problems in the field of computer hardware and software.
- O*NET-SOC code
15-1221.00 - Preparation Job Zone Five: Extensive Preparation Needed
Wages
| 10th | 25th | Median | 75th | 90th |
|---|---|---|---|---|
| $82,200 | $103,570 | $140,300 | $188,700 | $230,630 |
By state (36)
| State | Employment | Median annual | Location quotient |
|---|---|---|---|
| Alabama | 570 | $117,870 | 1.13 |
| Arizona | 360 | $129,760 | 0.46 |
| California | 8,440 | $159,100 | 1.94 |
| Colorado | 400 | $133,160 | 0.59 |
| Connecticut | $131,650 | ||
| District of Columbia | 330 | $144,190 | 1.97 |
| Florida | 1,070 | $119,810 | 0.45 |
| Georgia | 810 | $92,250 | 0.69 |
| Hawaii | 70 | $134,350 | 0.46 |
| Idaho | 70 | Not available | 0.35 |
| Illinois | 630 | $136,540 | 0.43 |
| Indiana | 720 | $85,460 | 0.94 |
| Louisiana | 140 | $115,210 | 0.30 |
| Maryland | 2,870 | $145,310 | 4.33 |
| Massachusetts | 1,760 | $170,510 | 2.03 |
| Michigan | 530 | $82,590 | 0.50 |
| Minnesota | 30 | $135,850 | 0.05 |
| Mississippi | 300 | $109,050 | 1.07 |
| Missouri | 230 | $127,820 | 0.33 |
| Nevada | 80 | $134,310 | 0.22 |
| New Hampshire | 90 | $136,160 | 0.57 |
| New Jersey | 1,580 | $140,840 | 1.54 |
| New Mexico | 490 | $165,690 | 2.36 |
| New York | 1,950 | $181,990 | 0.84 |
| North Carolina | 600 | $128,370 | 0.50 |
| Ohio | 280 | $135,510 | 0.21 |
| Oklahoma | 590 | $93,100 | 1.44 |
| Oregon | 730 | $206,220 | 1.54 |
| Pennsylvania | 330 | $130,300 | 0.23 |
| Rhode Island | 500 | $121,470 | 4.20 |
| South Carolina | 430 | $126,980 | 0.78 |
| Tennessee | $108,830 | ||
| Texas | 1,960 | $121,210 | 0.58 |
| Utah | 1,250 | $94,700 | 3.00 |
| Virginia | 3,590 | $157,390 | 3.65 |
| Washington | 2,050 | $202,400 | 2.41 |
Similar occupations
Similarity is our measure: the cosine of importance x level over all 120 O*NET skills, knowledge areas and abilities. It is not an O*NET finding. More.
Circles are the 20 most similar occupations, coloured by Job Zone. Lines join pairs where one is among the other's 10 most similar; darker lines are pairs O*NET also lists as related. Drag a circle to move it out of the way; select one to open it.
| # | Occupation | Job Zone | Similarity |
|---|---|---|---|
| 1 | Database Architects | 4 | 0.976 |
| 2 | Computer Systems Engineers/Architects | 3 | 0.972 |
| 3 | Database Administrators | 4 | 0.970 |
| 4 | Computer Hardware Engineers | 4 | 0.968 |
| 5 | Computer Network Architects | 4 | 0.966 |
| 6 | Blockchain Engineers | 4 | 0.964 |
| 7 | Computer Systems Analysts | 4 | 0.964 |
| 8 | Web Developers | 3 | 0.963 |
| 9 | Software Quality Assurance Analysts and Testers | 4 | 0.960 |
| 10 | Electrical Engineers | 4 | 0.959 |
One skill away
Among the 50 occupations most similar to Computer and Information Research Scientists, those at the same Job Zone or lower, where exactly one skill rated at least 3 in importance needs a level more than 0.75 points higher (on O*NET's 0-7 level scale). Our definition. Change the thresholds.
| Occupation | Skill to build | Level gap | Similarity |
|---|---|---|---|
| Computer Systems Engineers/Architects | Quality Control Analysis | 1.00 | 0.972 |
| Computer Network Architects | Quality Control Analysis | 1.00 | 0.966 |
| Software Quality Assurance Analysts and Testers | Quality Control Analysis | 1.00 | 0.960 |
| Computer Programmers | Quality Control Analysis | 0.88 | 0.959 |
| Electronics Engineers, Except Computer | Quality Control Analysis | 1.26 | 0.955 |
| Microsystems Engineers | Quality Control Analysis | 0.88 | 0.953 |
| Web Administrators | Quality Control Analysis | 0.76 | 0.949 |
| Automotive Engineers | Quality Control Analysis | 1.00 | 0.947 |
| Photonics Engineers | Quality Control Analysis | 1.38 | 0.945 |
| Industrial Engineering Technologists and Technicians | Quality Control Analysis | 0.76 | 0.944 |
Software to learn next
Software used by at least 3 of the 20 occupations most similar to Computer and Information Research Scientists, excluding software Computer and Information Research Scientists already lists and any you named. Ranked by how many of them use it, weighted by how much more common it is among them than across all occupations (lift). Our ranking.
| Software | Similar jobs using it | Lift |
|---|---|---|
| Hewlett Packard HP-UX | 12 of 20 | 24.1x |
| Spring Framework | 11 of 20 | 31.7x |
| Red Hat Enterprise Linux | 12 of 20 | 21.3x |
| Microsoft Windows Server | 12 of 20 | 20.5x |
| Amazon Simple Storage Service S3 | 11 of 20 | 26.7x |
| Perforce Helix software | 12 of 20 | 19.8x |
| Common business oriented language COBOL | 11 of 20 | 25.4x |
| KornShell | 11 of 20 | 24.2x |
| Advanced business application programming ABAP | 11 of 20 | 22.1x |
| Job control language JCL | 11 of 20 | 22.1x |
Skills
From O*NET data. Importance is rated 1 to 5 and level 0 to 7.
| Skill | Type | Importance | Level |
|---|---|---|---|
| Judgment and Decision Making | Transferable skill | 4.00 | 4.62 |
| Complex Problem Solving | Transferable skill | 4.00 | 4.38 |
| Critical Thinking | Essential skill | 4.00 | 4.25 |
| Reading Comprehension | Essential skill | 3.75 | 4.50 |
| Systems Analysis | Transferable skill | 3.75 | 4.38 |
| Active Listening | Essential skill | 3.75 | 4.12 |
| Systems Evaluation | Transferable skill | 3.62 | 4.88 |
| Programming | Transferable skill | 3.62 | 4.50 |
| Active Learning | Essential skill | 3.50 | 4.88 |
| Speaking | Essential skill | 3.50 | 4.12 |
| Mathematics | Essential skill | 3.38 | 4.38 |
| Writing | Essential skill | 3.38 | 4.12 |
| Time Management | Transferable skill | 3.38 | 3.88 |
| Technology Design | Transferable skill | 3.12 | 4.12 |
| Monitoring | Essential skill | 3.12 | 4.00 |
| Operations Analysis | Transferable skill | 3.12 | 3.88 |
| Science | Essential skill | 3.12 | 3.38 |
| Coordination | Transferable skill | 3.00 | 3.75 |
| Learning Strategies | Essential skill | 3.00 | 3.50 |
| Instructing | Transferable skill | 3.00 | 3.38 |
| Social Perceptiveness | Transferable skill | 3.00 | 3.12 |
| Management of Personnel Resources | Transferable skill | 2.88 | 3.62 |
| Persuasion | Transferable skill | 2.75 | 3.50 |
| Service Orientation | Transferable skill | 2.75 | 2.88 |
| Operations Monitoring | Transferable skill | 2.62 | 2.75 |
| Management of Financial Resources | Transferable skill | 2.50 | 2.88 |
| Negotiation | Transferable skill | 2.50 | 2.62 |
| Troubleshooting | Transferable skill | 2.38 | 3.00 |
| Quality Control Analysis | Transferable skill | 2.38 | 2.62 |
| Management of Material Resources | Transferable skill | 2.25 | 2.62 |
| Operation and Control | Transferable skill | 2.00 | 1.75 |
| Equipment Selection | Transferable skill | 1.88 | 1.75 |
| Equipment Maintenance | Transferable skill | 1.12 | not rated |
| Repairing | Transferable skill | 1.12 | not rated |
| Installation | Transferable skill | 1.00 | not rated |
Knowledge (33) and abilities (52)
| Name | Importance | Level |
|---|---|---|
| Computers and Electronics | 4.57 | 6.11 |
| Mathematics | 4.06 | 5.43 |
| Engineering and Technology | 3.95 | 4.84 |
| English Language | 3.89 | 4.47 |
| Administration and Management | 3.30 | 3.76 |
| Design | 3.27 | 4.48 |
| Telecommunications | 3.09 | 3.89 |
| Physics | 2.84 | 3.53 |
| Sales and Marketing | 2.71 | 2.93 |
| Customer and Personal Service | 2.71 | 2.84 |
| Education and Training | 2.66 | 3.68 |
| Administrative | 2.59 | 2.63 |
| Production and Processing | 2.47 | 2.47 |
| Personnel and Human Resources | 2.46 | 2.70 |
| Public Safety and Security | 2.41 | 2.73 |
| Psychology | 2.39 | 2.36 |
| Communications and Media | 2.28 | 2.12 |
| Economics and Accounting | 2.17 | 2.13 |
| Mechanical | 2.07 | 2.22 |
| Law and Government | 2.01 | 2.38 |
| Biology | 1.90 | 2.06 |
| Sociology and Anthropology | 1.89 | 1.91 |
| Geography | 1.85 | 1.94 |
| Chemistry | 1.85 | 1.74 |
| Building and Construction | 1.56 | 1.19 |
| History and Archeology | 1.43 | 1.01 |
| Philosophy and Theology | 1.41 | 1.21 |
| Medicine and Dentistry | 1.38 | not rated |
| Fine Arts | 1.32 | 0.70 |
| Therapy and Counseling | 1.31 | 0.81 |
| Foreign Language | 1.28 | not rated |
| Transportation | 1.28 | not rated |
| Food Production | 1.05 | not rated |
| Name | Importance | Level |
|---|---|---|
| Deductive Reasoning | 4.12 | 4.88 |
| Inductive Reasoning | 4.12 | 4.62 |
| Oral Comprehension | 4.00 | 4.75 |
| Oral Expression | 4.00 | 4.75 |
| Written Comprehension | 3.88 | 4.38 |
| Problem Sensitivity | 3.88 | 4.25 |
| Fluency of Ideas | 3.88 | 4.12 |
| Category Flexibility | 3.75 | 4.38 |
| Information Ordering | 3.75 | 4.25 |
| Written Expression | 3.75 | 4.25 |
| Near Vision | 3.75 | 4.00 |
| Originality | 3.62 | 4.38 |
| Mathematical Reasoning | 3.38 | 4.25 |
| Number Facility | 3.25 | 3.75 |
| Visualization | 3.25 | 3.62 |
| Speech Clarity | 3.25 | 3.25 |
| Speech Recognition | 3.25 | 3.25 |
| Flexibility of Closure | 3.00 | 3.25 |
| Perceptual Speed | 3.00 | 3.00 |
| Selective Attention | 2.88 | 3.00 |
| Speed of Closure | 2.88 | 3.00 |
| Memorization | 2.88 | 2.88 |
| Finger Dexterity | 2.62 | 2.88 |
| Far Vision | 2.62 | 2.62 |
| Time Sharing | 2.50 | 2.12 |
| Hearing Sensitivity | 2.12 | 1.50 |
| Control Precision | 2.00 | 2.00 |
| Visual Color Discrimination | 2.00 | 2.00 |
| Arm-Hand Steadiness | 2.00 | 1.75 |
| Manual Dexterity | 2.00 | 1.62 |
| Auditory Attention | 2.00 | 1.38 |
| Trunk Strength | 1.88 | 1.38 |
| Wrist-Finger Speed | 1.88 | 1.00 |
| Depth Perception | 1.75 | 0.75 |
| Response Orientation | 1.12 | not rated |
| Dynamic Flexibility | 1.00 | not rated |
| Dynamic Strength | 1.00 | not rated |
| Explosive Strength | 1.00 | not rated |
| Extent Flexibility | 1.00 | not rated |
| Glare Sensitivity | 1.00 | not rated |
| Gross Body Coordination | 1.00 | not rated |
| Gross Body Equilibrium | 1.00 | not rated |
| Multilimb Coordination | 1.00 | not rated |
| Night Vision | 1.00 | not rated |
| Peripheral Vision | 1.00 | not rated |
| Rate Control | 1.00 | not rated |
| Reaction Time | 1.00 | not rated |
| Sound Localization | 1.00 | not rated |
| Spatial Orientation | 1.00 | not rated |
| Speed of Limb Movement | 1.00 | not rated |
| Stamina | 1.00 | not rated |
| Static Strength | 1.00 | not rated |
Software used
Examples from O*NET data. "Hot" and "in demand" are O*NET flags for technologies often listed in job postings.
- Amazon Web Services AWS software in demand
- Ansible software in demand
- Apache Hadoop in demand
- Apache Kafka in demand
- Apache Spark in demand
- Bash in demand
- C in demand
- C++ in demand
- Docker in demand
- Git in demand
- GitHub in demand
- Go in demand
- Grafana Labs Grafana Cloud in demand
- IBM Terraform in demand
- JavaScript in demand
- Jenkins CI in demand
- Kubernetes in demand
- Linux in demand
- Microsoft Azure software in demand
- Oracle Java in demand
- Prometheus in demand
- PyTorch in demand
- Python in demand
- R in demand
- Scala in demand
- Snowflake in demand
- Structured query language SQL in demand
- TensorFlow in demand
- Amazon Web Services AWS SageMaker in demand
- Hugging Face in demand
All 164
- LangChain in demand
- Scikit-learn in demand
- Vector database software in demand
- pandas in demand
- Amazon DynamoDB hot
- Amazon Elastic Compute Cloud EC2 hot
- Amazon Redshift hot
- Amazon Web Services AWS CloudFormation hot
- Apache Airflow hot
- Apache Cassandra hot
- Apache Hive hot
- Apache Subversion SVN hot
- C# hot
- Chef hot
- Django hot
- ESRI ArcGIS software hot
- Eclipse IDE hot
- Elasticsearch hot
- Extensible markup language XML hot
- GitLab hot
- Google Analytics hot
- IBM SPSS Statistics hot
- Microsoft Excel hot
- Microsoft Office software hot
- Microsoft Power BI hot
- Microsoft PowerPoint hot
- Microsoft Project hot
- Microsoft SQL Server hot
- Microsoft Visual Basic hot
- Microsoft Visual Basic for Applications VBA hot
- Microsoft Visual Studio hot
- MongoDB hot
- MySQL hot
- NoSQL hot
- Node.js hot
- Oracle Database hot
- Oracle Java 2 Platform Enterprise Edition J2EE hot
- PHP hot
- Perl hot
- PostgreSQL hot
- Puppet hot
- Redis hot
- Ruby hot
- SAS hot
- Shell script hot
- Splunk Enterprise hot
- Tableau hot
- Teradata Database hot
- The MathWorks MATLAB hot
- Transact-SQL hot
- UNIX hot
- UNIX Shell hot
- 3D graphics software
- Ada
- Advanced numerical software
- Algorithmic software
- Apache Flume
- Apache HTTP Server
- Apache Pig
- Apache Solr
- Augmint
- Automated document generation software
- Bidirectional encoder representations from transformers (BERT)
- Business software applications
- CMake
- Charm++
- Chatbot software
- Clustermatic
- Computational statistics software
- Computer aided design and drafting CADD software
- Data visualization software
- Doxygen
- Eiffel
- Embarcadero JBuilder
- Extensible stylesheet language transformations XSLT
- Formula translation/translator FORTRAN
- Geographic information system GIS software
- Google Ads
- Graphics pipelines
- Greenhills Ada compilers
- High-performance software libraries
- IBM Cognos Impromptu
- IBM Domino
- IBM InfoSphere DataStage
- IBM Rational Apex
- IBM Rational Rose XDE
- Integrated development environment IDE software
- Intel Integrated Performance Primitives
- Intel Math Kernel Library
- Jupyter Notebook
- List processing language LISP
- Low-level virtual machine LLVM compilers
- Mathematical software
- MicroStrategy
- Microsoft ActiveX
- Microsoft Dynamics
- Microsoft Visual Basic Scripting Edition VBScript
- Microsoft Visual Basic.NET
- Microsoft Visual C# .NET
- Microsoft Visual Studio.NET
- Microsoft Windows XP
- Minitab
- Multisensory data representation software
- National Instruments LabVIEW
- Object oriented development environment software
- Open Graphics Library OpenGL
- OpenAI ChatGPT
- Optimization software
- Oracle Business Intelligence Enterprise Edition
- Oracle Solaris
- PTC Creo Parametric
- Parallel systems software
- Perforce Software Configuration Management System
- Plug-in file software
- Polaris parallelizing compilers
- Polhemus Fasttrack System
- Prolog
- Qlik Tech QlikView
- Quest Erwin Data Modeler
- Relational database management software
- Relational database management system software
- Rice Simulator for ILP Multiprocessors RSIM
- SAP Business Objects
- Simulation software
- Software libraries
- Source code management SCM software
- StataCorp Stata
- System testing software
- Ubuntu
- Unified modeling language UML
- VME PowerPC VxWorks
- Verilog
- Video editing software
- Waikato Environment for Knowledge Analysis Weka
Where it concentrates
Metro areas ranked by BLS location quotient: the occupation's share of the area's jobs divided by its share of all US jobs. Above 1 means more concentrated than the nation. Metros employing fewer than 100 are left out.
| Metro area | Employment | Location quotient | Median annual |
|---|---|---|---|
| Warner Robins, GA | 650 | 35.72 | $89,500 |
| Lexington Park, MD | 360 | 21.36 | $136,660 |
| Ogden, UT | 810 | 12.55 | $96,740 |
| San Jose-Sunnyvale-Santa Clara, CA | 2,210 | 8.14 | $218,420 |
| Atlantic City-Hammonton, NJ | 290 | 7.15 | $140,190 |
| Panama City-Panama City Beach, FL | 140 | 6.28 | $105,660 |
| Bakersfield-Delano, CA | 490 | 6.04 | $116,650 |
| Utica-Rome, NY | 160 | 5.81 | $125,720 |
| Bremerton-Silverdale-Port Orchard, WA | 110 | 5.12 | $109,550 |
| San Diego-Chula Vista-Carlsbad, CA | 1,680 | 4.56 | $121,530 |