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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

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

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

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

  • Investigate customer problems referred by technical support.

  • Monitor bug resolution efforts and track successes.

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

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

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

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

  • Evaluate or recommend software for testing or bug tracking.

  • Install, maintain, or use software testing programs.

  • Update automated test scripts to ensure currency.

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

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

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

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

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

  • Test system modifications to prepare for implementation.

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

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

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

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

  • Create or maintain databases of known test defects.

  • Coordinate user or third-party testing.

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

  • Visit beta testing sites to evaluate software performance.

  • Conduct historical analyses of test results.

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

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

  • Design or develop automated testing tools.

Technologies & Software

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

Alternative Job Titles