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Automation Risk Analysis

Will “Computational Scientist” be Automated?

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AI Exposure Risk

62%

“Computational Scientist” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 62% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

32%

“Computational Scientist” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 32% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Computer and Information Research Scientists, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: 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.

Avg. Annual Salary $152,310
Avg. Hourly Wage $73.23
Available Jobs (US) 38,480
Job Title & Hierarchy Code (SOC) Computer and Information Research Scientists #15-1221
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Computer and Information Research Scientists”

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Core Skills & Abilities

  • Assign or schedule tasks to meet work priorities and goals.

  • Meet with managers, vendors, and others to solicit cooperation and resolve problems.

  • Participate in staffing decisions and direct training of subordinates.

  • Consult with users, management, vendors, and technicians to determine computing needs and system requirements.

  • Maintain network hardware and software, direct network security measures, and monitor networks to ensure availability to system users.

  • Participate in multidisciplinary projects in areas such as virtual reality, human-computer interaction, or robotics.

  • Evaluate project plans and proposals to assess feasibility issues.

  • Develop and interpret organizational goals, policies, and procedures.

  • Analyze problems to develop solutions involving computer hardware and software.

  • Design computers and the software that runs them.

  • Conduct logical analyses of business, scientific, engineering, and other technical problems, formulating mathematical models of problems for solution by computers.

  • Apply theoretical expertise and innovation to create or apply new technology, such as adapting principles for applying computers to new uses.

  • Approve, prepare, monitor, and adjust operational budgets.

  • Develop performance standards, and evaluate work in light of established standards.

  • Direct daily operations of departments, coordinating project activities with other departments.

Technologies & Software

  • Python
  • Graphics pipelines
  • Structured query language SQL
  • PostgreSQL
  • Gemini Code Assist
  • Microsoft Project
  • StataCorp Stata
  • Ruby
  • PTC Creo Parametric
  • Apache Subversion SVN
  • Bash
  • MicroStrategy
  • UNIX Shell
  • Formula translation/translator FORTRAN
  • Google Antigravity
  • IBM Rational Apex
  • Apache HTTP Server
  • Quest Erwin Data Modeler
  • Shell script
  • Splunk Enterprise
  • Low-level virtual machine LLVM compilers
  • Geographic information system GIS software
  • High-performance software libraries
  • Clustermatic
  • Microsoft Office software
  • Ada
  • NoSQL
  • Computer aided design and drafting CADD software
  • ChatGPT (OpenAI)
  • Relational database management system software
  • Apache Flume
  • Git
  • IBM InfoSphere DataStage
  • Amazon Web Services AWS CloudFormation
  • Extensible markup language XML
  • IBM SPSS Statistics
  • UNIX
  • Open Graphics Library OpenGL
  • Oracle Java
  • Microsoft SQL Server
  • TensorFlow
  • National Instruments LabVIEW
  • Data mining software
  • Google Analytics
  • Operating system software
  • Codeium
  • Microsoft Visual Basic Scripting Edition VBScript
  • 3D graphics software
  • Amazon CodeWhisperer
  • C++
  • Cursor AI
  • Node.js
  • Integrated development environment IDE software
  • Perforce Software Configuration Management System
  • MySQL
  • IBM Cognos Impromptu
  • Elasticsearch
  • Amazon Web Services AWS software
  • R
  • IBM Terraform
  • Nova (Amazon)
  • Claude (Anthropic)
  • Microsoft Visual Studio
  • Grafana Labs Grafana Cloud
  • Apache Cassandra
  • CMake
  • Intel Integrated Performance Primitives
  • C#
  • Verilog
  • Multisensory data representation software
  • Oracle Java 2 Platform Enterprise Edition J2EE
  • IBM Rational Rose XDE
  • GitLab
  • Intel Math Kernel Library
  • Microsoft Azure software
  • ESRI ArcGIS software
  • Oracle Database
  • Video editing software
  • Redis
  • Oracle Solaris
  • Scikit-learn
  • Hugging Face
  • Relational database management software
  • Simulation software
  • Microsoft Dynamics
  • Kimi (Moonshot AI)
  • Parallel systems software
  • Microsoft Windows XP
  • Microsoft Visual C# .NET
  • Polaris parallelizing compilers
  • MongoDB
  • Polhemus Fasttrack System
  • Microsoft ActiveX
  • Puppet
  • Embarcadero JBuilder
  • Grok (xAI)
  • Devin (Cognition AI)
  • Docker
  • Amazon Redshift
  • Transact-SQL
  • Rice Simulator for ILP Multiprocessors RSIM
  • Jenkins CI
  • Greenhills Ada compilers
  • Source code management SCM software
  • Waikato Environment for Knowledge Analysis Weka
  • Chef
  • Eclipse IDE
  • PHP
  • Microsoft PowerPoint
  • Mistral AI (chat/models)
  • Perl
  • Amazon DynamoDB
  • Qwen (Alibaba)
  • Mathematical software
  • SAS
  • Software libraries
  • Charm++
  • Oracle Business Intelligence Enterprise Edition
  • Lovable.dev
  • Extensible stylesheet language transformations XSLT
  • Teradata Database
  • IBM Domino
  • Computational statistics software
  • Linux
  • Llama (Meta)
  • JavaScript
  • Microsoft Excel
  • Bidirectional encoder representations from transformers (BERT)
  • Prolog
  • Business software applications
  • v0 by Vercel
  • The MathWorks MATLAB
  • Clustering software
  • Optimization software
  • Apache Kafka
  • Scala
  • C
  • pandas
  • Gemini (Google)
  • Advanced numerical software
  • Apache Airflow
  • PyTorch
  • Ansible software
  • Automated document generation software
  • Apache Pig
  • Doxygen
  • Object oriented development environment software
  • Minitab
  • Tableau
  • SAP Business Objects
  • Kubernetes
  • Jupyter Notebook
  • Microsoft Visual Basic
  • VME PowerPC VxWorks
  • Apache Spark
  • Plug-in file software
  • Qlik Tech QlikView
  • Perplexity AI
  • Microsoft Visual Basic for Applications VBA
  • Unified modeling language UML
  • Amazon Elastic Compute Cloud EC2
  • Microsoft Power BI
  • Data visualization software
  • Microsoft Visual Studio.NET
  • GitHub
  • Apache Solr
  • List processing language LISP
  • Google Ads
  • Mistral (Mistral AI)
  • GitHub Copilot
  • Amazon Web Services AWS SageMaker
  • Go
  • Eiffel
  • DeepSeek
  • Django
  • System testing software
  • Ubuntu
  • Apache Hive
  • Microsoft Visual Basic.NET
  • Algorithmic software
  • Augmint
  • OpenAI ChatGPT
  • Tabnine
  • Apache Hadoop
  • Bolt.new
  • Chatbot software
  • Lighting grids
  • Stereographic projectors
  • Graphics workstations
  • Web servers
  • Render farms
  • High end computer servers
  • Cluster systems
  • Microcomputers
  • Free-field speakers
  • Computer laser printers
  • High-speed networking testbeds
  • Massively parallel processors MPP
  • Image capture devices
  • Universal serial bus USB flash drives
  • High-performance cluster HPC computers
  • Mobile robots
  • Pan-tilt-zoom cameras
  • Personal computers
  • Digital cameras
  • Hard disk drives
  • Mainframe computers
  • File servers
  • Network interface cards NIC
  • Articulated robots
  • Digital video cameras
  • Video projectors
  • Distributed heterogeneous computers
  • Magneto optical discs
  • Quarter inch cartridge QIC tapes
  • Real time motion capture systems
  • Computer scanners
  • Network storage arrays
  • Laser scanners