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Automation Risk Analysis

Will “Solution Architect” be Automated?

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AI Exposure Risk

62%

“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 62% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

31%

“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 31% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Software Quality Assurance Analysts and Testers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Develop and execute software tests to identify software problems and their causes. Test system modifications to prepare for implementation. Document software and application defects using a bug tracking system and report defects to software or web developers. Create and maintain databases of known defects. May participate in software design reviews to provide input on functional requirements, operational characteristics, product designs, and schedules.

Avg. Annual Salary $110,260
Avg. Hourly Wage $53.01
Available Jobs (US) 199,800
Job Title & Hierarchy Code (SOC) Software Quality Assurance Analysts and Testers #15-1253
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Software Quality Assurance Analysts and Testers”

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Core Skills & Abilities

  • Modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance.

  • Develop testing programs that address areas such as database impacts, software scenarios, regression testing, negative testing, error or bug retests, or usability.

  • Identify program deviance from standards, and suggest modifications to ensure compliance.

  • Update automated test scripts to ensure currency.

  • Investigate customer problems referred by technical support.

  • Design test plans, scenarios, scripts, or procedures.

  • Install, maintain, or use software testing programs.

  • Collaborate with field staff or customers to evaluate or diagnose problems and recommend possible solutions.

  • Provide feedback and recommendations to developers on software usability and functionality.

  • Conduct historical analyses of test results.

  • Create or maintain databases of known test defects.

  • Coordinate user or third-party testing.

  • Store, retrieve, and manipulate data for analysis of system capabilities and requirements.

  • Recommend purchase of equipment to control dust, temperature, or humidity in area of system installation.

  • Design or develop automated testing tools.

  • Install and configure recreations of software production environments to allow testing of software performance.

  • Monitor program performance to ensure efficient and problem-free operations.

  • Document test procedures to ensure replicability and compliance with standards.

  • Develop or specify standards, methods, or procedures to determine product quality or release readiness.

  • Conduct software compatibility tests with programs, hardware, operating systems, or network environments.

  • Participate in product design reviews to provide input on functional requirements, product designs, schedules, or potential problems.

  • Plan test schedules or strategies in accordance with project scope or delivery dates.

  • Document software defects, using a bug tracking system, and report defects to software developers.

  • Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.

  • Visit beta testing sites to evaluate software performance.

  • Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks.

  • Test system modifications to prepare for implementation.

  • Monitor bug resolution efforts and track successes.

  • Evaluate or recommend software for testing or bug tracking.

  • Identify, analyze, and document problems with program function, output, online screen, or content.

Technologies & Software

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  • Red Hat OpenShift
  • ADO.NET
  • Oracle Application Server
  • Functional testing software
  • Microsoft PowerShell
  • JamBoard
  • McAfee
  • ABC Compiler
  • Debugview
  • Wind River VxWorks
  • LexisNexis
  • Extensible hypertext markup language XHTML
  • KornShell
  • Storage area network SAN software
  • IBM Rational ClearQuest
  • Ada
  • Hewlett-Packard HP TestDirector for Quality Center
  • Apple Cocoa
  • Talend Big Data Integration
  • Formula translation/translator FORTRAN
  • Algorithmic language ALGOL
  • PostgreSQL
  • Google Docs
  • Embarcadero Delphi
  • IBM Rational RequisitePro
  • Tax software
  • Drupal
  • Amazon Redshift
  • Microsoft Dynamics
  • IBM Middleware
  • Salesforce software
  • Data definition language DDL
  • Simple API for XML SAX
  • GroupMe
  • Haskell
  • Oracle Java
  • Watir
  • Enterprise resource planning ERP software
  • Emerald Software Group Emerald Green Office
  • Teradata Database
  • Microsoft DirectX
  • Customer information control system CICS
  • FileMaker Pro
  • XML Path Language XPATH
  • Extensible stylesheet language transformations XSLT
  • Apache Hadoop
  • Codeium
  • Dynamic modeling software
  • Talend Data Fabric
  • Gemini (Google)
  • Source code editor software
  • Oracle Business Intelligence Enterprise Edition
  • PuTTY
  • E++ pattern language
  • Job control language JCL
  • Microsoft Dynamics GP
  • Web browser software
  • Apache HBase
  • Voice over internet protocol VoIP system software
  • Recovery testing software
  • Static analysis software
  • Mistral (Mistral AI)
  • Wind River Systems VxWorks
  • NetSuite ERP
  • Adobe Photoshop
  • Puppet
  • Oracle Fusion Applications
  • Transact-SQL
  • Virtual private networking VPN software
  • IBM DB2
  • Hibernate ORM
  • Scala
  • C#
  • Dropbox
  • Ubuntu
  • Microsoft Azure software
  • Cisco Webex
  • YouTube
  • Devin (Cognition AI)
  • Call-processing language CPL
  • Magellan Firmware
  • Microsoft Visual Basic.NET
  • 3M Post-it App
  • Gambit Scheme
  • Atlassian Bamboo
  • Borland SilkTest
  • Migration software
  • Tableau
  • Software distribution management software
  • Encryption software
  • Amazon Data Pipeline
  • Bolt.new
  • Ansible software
  • Microsoft Team Foundation Server
  • Dynamic hypertext markup language DHTML
  • Google Drive
  • Apple macOS
  • Microsoft ASP.NET
  • Microsoft Windows Server
  • Adobe Flex
  • Delphi Technology
  • Antivirus software
  • Chef
  • Bigloo Scheme
  • Flipgrid
  • Microsoft .NET Framework
  • Google Angular
  • Microsoft ASP.NET Core MVC
  • C
  • Trimble SketchUp Pro
  • Eiffel
  • Integration testing software
  • A programming language APL
  • Oracle JavaServer Pages JSP
  • Apache Cassandra
  • Prolog
  • Operating system shells
  • Mutation testing software
  • Microsoft ESP SDK
  • String oriented symbolic language SNOBOL
  • DeepSeek
  • Adobe ActionScript
  • Oracle Hyperion
  • Adobe After Effects
  • IBM Rational Rose XDE
  • SAP Crystal Reports
  • Qwen (Alibaba)
  • Microsoft Azure DevOps Services
  • Graphical user interface GUI builder software
  • MUMPS M
  • SAP software
  • Docker
  • Patch management software
  • Objective C
  • Microsoft SharePoint
  • PHP
  • Screencastify
  • Computer Associates integrated data management system CA-IDMS
  • Interstate connection ICON
  • Embarcadero JBuilder
  • Oracle Primavera Enterprise Project Portfolio Management
  • IBM Rational Robot
  • Ruby on Rails
  • Oracle JD Edwards EnterpriseOne
  • Oracle Reports
  • jQuery
  • FaceTime
  • Interface definition language IDL
  • Amazon Web Services AWS software
  • Epic Systems
  • Common Lisp Object System CLOS
  • JUnit
  • LogMeIn GoToWebinar
  • Eclipse IDE
  • Microsoft OneNote
  • QNX
  • IBM z/OS operating systems
  • UNIX
  • Oracle Java 2 Platform Enterprise Edition J2EE
  • YourKit Java Profiler
  • Selenium
  • JavaScript Object Notation JSON
  • Adobe InDesign
  • Linux
  • Smalltalk
  • Google Gmail
  • Hewlett-Packard HP QuickTest Professional
  • Apache Groovy
  • VMWare ESX Server
  • IBM Rational PurifyPlus
  • Extensible markup language XML
  • Ext JS
  • Microsoft Visual Basic
  • IBM SPSS Statistics
  • Common business oriented language COBOL
  • Cascading style sheets CSS
  • Microsoft Visio
  • React
  • Amazon DynamoDB
  • SmugMug Flickr
  • SAP NetWeaver
  • Git
  • Microsoft Excel
  • Dynamic analysis software
  • NoSQL
  • Atlassian JIRA
  • Microsoft Internet Explorer
  • Microsoft Visual SourceSafe
  • Postman
  • R
  • Adobe Creative Cloud software
  • J
  • AJAX
  • GitHub Copilot
  • Veritas NetBackup
  • Spring Framework
  • Microsoft Teams
  • Oracle Solaris
  • GitLab
  • Oracle JDBC
  • VMWare Workstation
  • Autodesk AutoCAD
  • Modula
  • RESTful API
  • Geographic information system GIS software
  • Apache Ant
  • MathWorks Simulink
  • Microsoft Project
  • Verilog
  • Microsoft PowerPoint
  • Acresso InstallAnywhere
  • Migration testing software
  • Apache Subversion SVN
  • Data manipulation language DML
  • Perforce Helix software
  • Atlassian Confluence
  • Wireshark
  • ABC: the AspectBench Compiler for AspectJ
  • Apache Kafka
  • Red Hat Ansible Engine
  • Event-driven State-machines Programming
  • Moodle
  • Microsoft Windows SDK
  • Google Slides
  • Lovable.dev
  • Revision control software
  • Amazon Elastic Compute Cloud EC2
  • Version control software
  • ESRI ArcGIS software
  • Microsoft Access
  • Amazon Web Services AWS CloudFormation
  • Microsoft Word
  • National Instruments LabVIEW
  • Simulation program with integrated circuit emphasis SPICE
  • Adobe Illustrator
  • Restructured extended executor REXX
  • B-Method
  • Oracle E-Business Suite Financials
  • SAP Business Intelligence
  • System testing software
  • Microsoft Visual Basic for Applications VBA
  • Oracle PeopleSoft
  • Microsoft Exchange
  • Relational database management software
  • Mistral AI (chat/models)
  • Supervisory control and data acquisition SCADA software
  • Slack
  • Oracle Fusion Middleware
  • Disk operating system DOS
  • Kimi (Moonshot AI)
  • Django
  • RegMon
  • Unified modeling language UML
  • Test implementation software
  • Firewall software
  • File server software
  • The MathWorks MATLAB
  • MongoDB
  • Perl
  • Enterprise JavaBeans
  • Jupyter Notebook
  • Node.js
  • LAMP Stack
  • Microsoft ActiveX
  • Claude (Anthropic)
  • Computer On-line Real-time Applications Language CORAL 66
  • Microsoft transact-structural query language T-SQL
  • Hewlett-Packard HP WinRunner
  • Advanced business application programming ABAP
  • Qlik Tech QlikView
  • Real time operating system RTOS software
  • Document Object Model DOM Scripting
  • Oracle Business Intelligence Discoverer
  • Structured query language SQL
  • Twiki
  • Requirements management software
  • ChatGPT (OpenAI)
  • Google Sheets
  • TestNG
  • Blackboard software
  • ICON programming language
  • Google Sites
  • GNU Image Manipulation Program GIMP
  • SAP Business Objects
  • Component-based Scalable Logical Architecture CSLA
  • JetBrains IntelliJ IDEA
  • SAP PowerBuilder
  • Distributed component object model DCOM software
  • Zoom
  • Gemini Code Assist
  • Fault testing software
  • Graphical user interface GUI design software
  • Nova (Amazon)
  • Automated installation software
  • Apache Tomcat
  • LogMeIn GoToMeeting
  • FitNesse
  • Go
  • Microsoft Office software
  • Microsoft Internet Information Services (IIS)
  • Jenkins CI
  • Load testing software
  • Oberon
  • Workflow software
  • Apache Oozie
  • SAP Adaptive Server Enterprise
  • Amazon Kinesis
  • LinkedIn
  • Anti-spyware software
  • Web application software
  • ej-technologies JProfiler
  • Microsoft Outlook
  • Microsoft Visual Studio
  • CruiseControl
  • Apache HTTP Server
  • Tabnine
  • Apache Maven
  • Amazon CodeWhisperer
  • Security testing software
  • MySQL
  • Unit testing software
  • Integrated development environment IDE software
  • MicroStrategy
  • Dassault Systemes CATIA
  • Hypertext markup language HTML
  • Shell script
  • Apache Struts
  • Red Hat Enterprise Linux
  • Loom
  • Structured Query Report SQR
  • Microsoft Visual Basic Scripting Edition VBScript
  • Allaire ColdFusion
  • Network intrusion detection software
  • Oracle Business Intelligence Suite
  • Quest Erwin Data Modeler
  • Backup and archival software
  • IBM Notes
  • DataVision
  • Airtable
  • Symantec Visual Cafe
  • Visible Razor
  • Social media sites
  • Hewlett Packard HP-UX
  • Python
  • Adobe Acrobat
  • Pascal
  • Cisco IOS
  • Swift
  • NortonLifeLock cybersecurity software
  • Blackbaud The Raiser's Edge
  • Cursor AI
  • Operating system software
  • Evernote
  • Oracle PeopleSoft Financials
  • Bugzilla
  • Nagios
  • Regression testing software
  • Llama (Meta)
  • Web service definition language WDSL
  • Document management system software
  • Apache JMeter
  • Splunk Enterprise
  • Citrix cloud computing software
  • Apache Sqoop
  • Ruby
  • Xcode
  • LibreOffice
  • v0 by Vercel
  • Red Hat WildFly
  • Minitab
  • Embedded systems development software
  • Defect tracking software
  • IEA Software Emerald
  • Human resource management software HRMS
  • JavaScript
  • Skype
  • Scheme
  • Adobe Dreamweaver
  • UNIX Shell
  • Microsoft SQL Server Reporting Services SSRS
  • AWK
  • Bash
  • Test design software
  • IBM AIX
  • Hewlett Packard LoadRunner
  • Oracle WebLogic Server
  • Grok (xAI)
  • Mozilla Firefox
  • Microsoft SQL Server
  • Open Graphics Library OpenGL
  • Collaborative Application Markup Language CAML
  • NUnit
  • IBM Domino
  • Google Antigravity
  • American National Standards Institute ANSI C
  • Oracle PL/SQL
  • IBM Cognos Impromptu
  • Web server software
  • Programming language one PL/I
  • IBM WebSphere
  • Google Analytics
  • Oracle Database
  • Elasticsearch
  • Microsoft Windows
  • Microsoft SQL Server Integration Services SSIS
  • VMware
  • Distributed database management software
  • Configuration management software
  • Component object model COM software
  • Microsoft Publisher
  • Bentley MicroStation
  • Apple Safari
  • SAS
  • Usability testing software
  • Forth
  • Apache Hive
  • Beginner's all-purpose symbolic instruction code BASIC
  • Oracle Eloqua
  • Apache Spark
  • Objective Caml
  • FileMon
  • Apache Avro
  • Amazon Simple Storage Service S3
  • Object Management Group Object Request Broker
  • SmartBear Software AutomatedQA TestComplete
  • Stress testing software
  • Spring Boot
  • Microsoft Active Server Pages ASP
  • Deployment software
  • GitHub
  • Enterprise application integration EAI software
  • Data analysis software
  • Microsoft Visual C# .NET
  • StataCorp Stata
  • Google Meet
  • IBM Power Systems software
  • Apache Solr
  • IBM Rational ClearCase
  • IBM InfoSphere DataStage
  • Backbone.js
  • Appium
  • Interoperability testing software
  • Canu
  • Computer network routers
  • Computer servers
  • Logic analyzers
  • Multi-core central processing unit CPU
  • Digital cameras
  • In circuit emulators ICE
  • Directory servers
  • Flash disks
  • Mainframe computers
  • Graphics processing unit GPU
  • Supercomputers
  • Application servers
  • Notebook computers
  • Personal computers
  • Mainframe operating systems
  • Desktop computers
  • Laptop computers

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