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Automation Risk Analysis

Will “Solution Architect” be Automated?

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AI Exposure Risk

55%

“Solution Architect” 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%

“Solution Architect” 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.

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

  • 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.

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

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

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

  • Recommend new equipment or software packages.

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

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

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

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

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

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

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

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

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

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

  • Consult with management to ensure agreement on system principles.

  • Troubleshoot program and system malfunctions to restore normal functioning.

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

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

Technologies & Software

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

Alternative Job Titles