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Automation Risk Analysis

Will “Software Test Analyst” be Automated?

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AI Exposure Risk

62%

“Software Test Analyst” 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%

“Software Test Analyst” 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

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

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

  • Conduct historical analyses of test results.

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

  • Evaluate or recommend software for testing or bug tracking.

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

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

  • Investigate customer problems referred by technical support.

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

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

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

  • Test system modifications to prepare for implementation.

  • Design or develop automated testing tools.

  • Create or maintain databases of known test defects.

  • Visit beta testing sites to evaluate software performance.

  • Coordinate user or third-party testing.

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

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

  • 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.

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

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

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

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

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

  • Monitor bug resolution efforts and track successes.

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

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

  • Update automated test scripts to ensure currency.

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

Technologies & Software

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

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