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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.

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Troubleshoot program and system malfunctions to restore normal functioning.

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

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

  • Consult with management to ensure agreement on system principles.

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

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

  • Recommend new equipment or software packages.

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

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

Technologies & Software

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

Alternative Job Titles