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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

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

  • Recommend new equipment or software packages.

  • Troubleshoot program and system malfunctions to restore normal functioning.

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

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

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

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

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

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

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

  • Consult with management to ensure agreement on system principles.

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

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles