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Automation Risk Analysis

Will “Solutions Architect” be Automated?

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AI Exposure Risk

62%

“Solutions 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%

“Solutions 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

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

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

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

  • 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.

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

  • Monitor bug resolution efforts and track successes.

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

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

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

  • Coordinate user or third-party testing.

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

  • Update automated test scripts to ensure currency.

  • Design or develop automated testing tools.

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

  • Evaluate or recommend software for testing or bug tracking.

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

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

  • Conduct historical analyses of test results.

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

  • Visit beta testing sites to evaluate software performance.

  • Install, maintain, or use software testing programs.

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

  • Create or maintain databases of known test defects.

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

  • Investigate customer problems referred by technical support.

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

  • Test system modifications to prepare for implementation.

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

Technologies & Software

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

Alternative Job Titles