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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

  • Create or maintain databases of known test defects.

  • Visit beta testing sites to evaluate software performance.

  • Install, maintain, or use software testing programs.

  • Conduct historical analyses of test results.

  • Evaluate or recommend software for testing or bug tracking.

  • Monitor bug resolution efforts and track successes.

  • Test system modifications to prepare for implementation.

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

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

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

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

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

  • Update automated test scripts to ensure currency.

  • Design or develop automated testing tools.

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

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

  • Investigate customer problems referred by technical support.

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

  • Coordinate user or third-party testing.

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

  • 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.

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

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

  • 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.

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

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

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

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

Technologies & Software

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

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