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Automation Risk Analysis

Will “Scientific Systems Analyst” be Automated?

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AI Exposure Risk

55%

“Scientific Systems Analyst” 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 55% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

40%

“Scientific Systems Analyst” 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 40% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Computer Systems Analysts, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Analyze science, engineering, business, and other data processing problems to develop and implement solutions to complex applications problems, system administration issues, or network concerns. Perform systems management and integration functions, improve existing computer systems, and review computer system capabilities, workflow, and schedule limitations. May analyze or recommend commercially available software.

Avg. Annual Salary $111,960
Avg. Hourly Wage $53.83
Available Jobs (US) 497,800
Job Title & Hierarchy Code (SOC) Computer Systems Analysts #15-1211
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Computer Systems Analysts”

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Core Skills & Abilities

  • Assess the usefulness of pre-developed application packages and adapt them to a user environment.

  • Read manuals, periodicals, and technical reports to learn how to develop programs that meet staff and user requirements.

  • Review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes.

  • Provide staff and users with assistance solving computer-related problems, such as malfunctions and program problems.

  • Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology.

  • Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling, and information engineering.

  • Prepare cost-benefit and return-on-investment analyses to aid in decisions on system implementation.

  • Supervise computer programmers or other systems analysts or serve as project leaders for particular systems projects.

  • Expand or modify system to serve new purposes or improve work flow.

  • Define the goals of the system and devise flow charts and diagrams describing logical operational steps of programs.

  • Troubleshoot program and system malfunctions to restore normal functioning.

  • Confer with clients regarding the nature of the information processing or computation needs a computer program is to address.

  • Consult with management to ensure agreement on system principles.

  • Train staff and users to work with computer systems and programs.

  • Coordinate and link the computer systems within an organization to increase compatibility so that information can be shared.

  • Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems.

  • Develop, document, and revise system design procedures, test procedures, and quality standards.

  • Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems.

  • Interview or survey workers, observe job performance, or perform the job to determine what information is processed and how it is processed.

  • Specify inputs accessed by the system and plan the distribution and use of the results.

  • Recommend new equipment or software packages.

  • Determine computer software or hardware needed to set up or alter systems.

Technologies & Software

  • Red Hat OpenShift
  • Kimi (Moonshot AI)
  • Relational database management software
  • Adobe Flex
  • Extensible markup language XML
  • Stac Software ReachOut
  • InstallShield
  • System testing software
  • Microsoft Project
  • Google Analytics
  • Microsoft .NET Framework
  • Load testing software
  • Ruby on Rails
  • Atlassian Bamboo
  • Component object model COM software
  • IBM WebSphere
  • Microsoft ASP.NET
  • Microsoft ActiveX
  • Symantec Visual Cafe
  • Codeium
  • Selenium
  • Structure prediction software
  • Functional testing software
  • Structured query language SQL
  • Epic Systems
  • IBM Domino
  • Oracle Fusion Middleware
  • Objective C
  • Cascading style sheets CSS
  • Microsoft Visual C# .NET
  • SAP NetWeaver
  • KornShell
  • Salesforce Visualforce
  • HyperSpace
  • Oracle PL/SQL
  • SpectraQuest
  • Amazon CodeWhisperer
  • Microsoft Visual Basic
  • Popkin System Architect
  • GitHub
  • Fund accounting software
  • Computer aided design and drafting CADD software
  • Web server software
  • jQuery
  • Regression testing software
  • NetSuite ERP
  • Quest Erwin Data Modeler
  • Dassault Systemes CATIA
  • Active directory software
  • Adobe Illustrator
  • IBM Rational PurifyPlus
  • Unit testing software
  • Amazon Redshift
  • SAP ERP
  • Node.js
  • Microsoft SQL Server
  • C#
  • JavaScript Object Notation JSON
  • Perl
  • Hewlett Packard LoadRunner
  • Oracle Solaris
  • C
  • Oracle Eloqua
  • Cursor AI
  • Google Docs
  • Oracle JD Edwards EnterpriseOne
  • MEDITECH software
  • IBM Rational Rose XDE
  • Gemini Code Assist
  • Operating system software
  • Blackbaud The Raiser's Edge
  • Systems and application deployment and migration software
  • Ruby
  • Oracle PeopleSoft Financials
  • Microsoft Visual Basic for Applications VBA
  • WebFOCUS
  • Stress testing software
  • Architecture description language ADL
  • Oracle Business Intelligence Enterprise Edition
  • Microsoft Outlook
  • Bolt.new
  • SAP Master Data Management MDM
  • Data conversion software
  • AJAX
  • Google Antigravity
  • Microsoft SQL Server Integration Services SSIS
  • Claude (Anthropic)
  • Oracle Master Data Management MDM Suite
  • Oracle JDBC
  • Swift
  • McAfee
  • NoSQL
  • SAP Business Objects
  • Blink
  • Oracle Business Intelligence Suite
  • Microsoft Word
  • Apache Groovy
  • Dynamic hypertext markup language DHTML
  • Snort
  • Veritas NetBackup
  • Oracle Hyperion
  • Adobe ActionScript
  • Apple macOS
  • Microsoft Access
  • Salesforce software
  • Microsoft Visio
  • VMware
  • Electronic design automation EDA software
  • Grok (xAI)
  • Apache Solr
  • Voice over internet protocol VoIP system software
  • Verilog
  • Amazon Simple Storage Service S3
  • Red Hat Enterprise Linux
  • Nova (Amazon)
  • Test design software
  • ESRI ArcGIS software
  • Omni Group OmniGraffle
  • Eclipse IDE
  • Oracle WebLogic Server
  • Apache Tomcat
  • IBM Cognos Impromptu
  • Rapide
  • MicroStrategy
  • Medical condition coding software
  • Tableau
  • Healthcare common procedure coding system HCPCS
  • SAP Adaptive Server Enterprise
  • Microsoft Team Foundation Server
  • Apache Struts
  • NortonLifeLock cybersecurity software
  • Microsoft Publisher
  • Advanced business application programming ABAP
  • Microsoft Exchange
  • C++
  • Oracle Taleo
  • Wireshark
  • Apache Hive
  • Lovable.dev
  • Marketo Marketing Automation
  • LexisNexis
  • Adobe ColdFusion
  • FileMaker Pro
  • Microsoft Windows
  • Transact-SQL
  • Qlik Tech QlikView
  • YouTube
  • Perforce Helix software
  • Nagios
  • Defect tracking software
  • Informatica Corporation PowerCenter
  • SAS
  • Google Angular
  • Teradata Database
  • DeepSeek
  • StataCorp Stata
  • SAP software
  • IBM DB2
  • Software distribution software
  • Medical procedure coding software
  • Blackboard software
  • Oracle Cloud software
  • Spring Framework
  • Help desk software
  • System and data disaster recovery software
  • Microsoft Power BI
  • ADP Workforce Now
  • Microsoft SQL Server Reporting Services SSRS
  • Database software
  • 3M Post-it App
  • Microsoft Azure software
  • Formula translation/translator FORTRAN
  • Hibernate ORM
  • Linux
  • Oracle PeopleSoft
  • Interoperability testing software
  • Docker
  • Element management software
  • Flow chart software
  • Integrated development environment IDE software
  • Microsoft Internet Information Services (IIS)
  • SAP BusinessObjects Desktop Intelligence
  • National Instruments LabVIEW
  • Microsoft Dynamics
  • Apache HTTP Server
  • Chef
  • Qwen (Alibaba)
  • Apache Spark
  • IBM InfoSphere DataStage
  • Patch and update management software
  • Virtual private networking VPN software
  • Oracle Java
  • Oracle Database
  • Cisco Systems CiscoWorks
  • Apache Subversion SVN
  • Personal computer diagnostic software
  • Software asset management SAM software
  • Amazon DynamoDB
  • IBM SPSS Statistics
  • MongoDB
  • Shell script
  • Adobe Photoshop
  • Tabnine
  • Oracle E-Business Suite Financials
  • PostgreSQL
  • Network intrusion prevention systems NIPS
  • Adobe Acrobat
  • Diagramming software
  • Django
  • MySQL
  • Usability testing software
  • Requirements management software
  • IBM Power Systems software
  • Automated installation software
  • Oracle Primavera Enterprise Project Portfolio Management
  • Ext JS
  • Amazon Elastic Compute Cloud EC2
  • Adobe Dreamweaver
  • Customer information control system CICS
  • Microsoft Active Server Pages ASP
  • Microsoft Visual Studio
  • Microsoft Visual FoxPro
  • Apache Maven
  • Hewlett Packard HP-UX
  • ServiceNow
  • React
  • The MathWorks MATLAB
  • Scala
  • OrCAD Capture
  • Amazon Web Services AWS software
  • Apache Pig
  • Oracle Java 2 Platform Enterprise Edition J2EE
  • Time sharing option TSO software
  • Microsoft ASP.NET Core MVC
  • Apache Ant
  • Oracle SQL Developer
  • Cost estimating software
  • Eiffel
  • JavaScript
  • Perplexity AI
  • Microsoft Windows Server
  • Python
  • Compatibility testing software
  • Embarcadero JBuilder
  • IBM Rational ClearCase
  • Mutation testing software
  • Symantec pcAnywhere
  • Delphi Technology
  • Red Hat WildFly
  • Geographic information system GIS software
  • Backbone.js
  • Oracle JavaServer Pages JSP
  • Git
  • Apache Hadoop
  • Microsoft Teams
  • JUnit
  • Hypertext markup language HTML
  • IBM Rational ClearQuest
  • Job control language JCL
  • Test implementation software
  • Microsoft Visual Basic Scripting Edition VBScript
  • Citrix cloud computing software
  • Microsoft PowerShell
  • Smalltalk
  • Go
  • Oracle Fusion Applications
  • v0 by Vercel
  • UNIX Shell
  • Extensible hypertext markup language XHTML
  • LAMP Stack
  • Application management software
  • Mistral (Mistral AI)
  • SAP Crystal Reports
  • PHP
  • Dynamic analysis software
  • Integration testing software
  • Jupyter Notebook
  • Remote control software
  • J
  • Slack
  • Access management software
  • Unified modeling language UML
  • Static analysis software
  • Supervisory control and data acquisition SCADA software
  • Ubuntu
  • Version control software
  • CrossTec NetOp Remote Control
  • Oracle Application Server
  • OpenAI ChatGPT
  • Migration testing software
  • Devin (Cognition AI)
  • Minitab
  • Amazon Web Services AWS CloudFormation
  • Atlassian JIRA
  • Business intelligence system software
  • Human resource management software HRMS
  • Cisco Webex
  • Microsoft PowerPoint
  • Mistral AI (chat/models)
  • Bash
  • Spring Boot
  • IBM Notes
  • Sun Microsystems Sun ONE
  • Wise Solutions Wise for Windows Installer
  • Hierarchical simulation program with integrated circuit emphasis HSPICE
  • GitHub Copilot
  • Microsoft Office software
  • Drupal
  • Microsoft Visual Basic.NET
  • Ada
  • UNIX
  • Ansible software
  • SAP NetWeaver BW
  • Slido interaction software
  • Llama (Meta)
  • Apache Kafka
  • Skype
  • Apache Cassandra
  • Security testing software
  • Splunk Enterprise
  • Puppet
  • Elasticsearch
  • Microsoft Excel
  • Enterprise JavaBeans
  • R
  • ChatGPT (OpenAI)
  • Microsoft Dynamics GP
  • Gemini (Google)
  • Distributed component object model DCOM software
  • Common business oriented language COBOL
  • Microsoft SharePoint
  • AcmeStudio
  • Tax software
  • Recovery testing software
  • Atlassian Confluence
  • Virus scanning software
  • Notebook computers
  • Desktop computers
  • Personal digital assistants PDA
  • Mainframe computers

Alternative Job Titles