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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

  • Create or maintain databases of known test defects.

  • Install, maintain, or use software testing programs.

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

  • Visit beta testing sites to evaluate software performance.

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

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

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

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

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

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

  • Monitor bug resolution efforts and track successes.

  • Investigate customer problems referred by technical support.

  • 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.

  • Update automated test scripts to ensure currency.

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

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

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

  • Coordinate user or third-party testing.

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

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

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

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

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

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

  • Conduct historical analyses of test results.

  • Evaluate or recommend software for testing or bug tracking.

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

  • Test system modifications to prepare for implementation.

  • Design or develop automated testing tools.

Technologies & Software

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

Alternative Job Titles