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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

  • Recommend new equipment or software packages.

  • Consult with management to ensure agreement on system principles.

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

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

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

  • 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.

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

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

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

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

  • Troubleshoot program and system malfunctions to restore normal functioning.

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

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

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles