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Automation Risk Analysis

Will “Test Automation Engineer” be Automated?

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AI Exposure Risk

62%

“Test Automation Engineer” 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%

“Test Automation Engineer” 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

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

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

  • 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.

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

  • Test system modifications to prepare for implementation.

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

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

  • Update automated test scripts to ensure currency.

  • 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.

  • Install, maintain, or use software testing programs.

  • 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.

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

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

  • Visit beta testing sites to evaluate software performance.

  • 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.

  • Conduct historical analyses of test results.

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

  • Design or develop automated testing tools.

  • Evaluate or recommend software for testing or bug tracking.

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

  • Investigate customer problems referred by technical support.

  • Monitor bug resolution efforts and track successes.

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

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

  • Create or maintain databases of known test defects.

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

Technologies & Software

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

Alternative Job Titles