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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

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

  • Update automated test scripts to ensure currency.

  • Investigate customer problems referred by technical support.

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

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

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

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

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

  • Conduct historical analyses of test results.

  • Coordinate user or third-party testing.

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

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

  • Test system modifications to prepare for implementation.

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

  • Install, maintain, or use software testing programs.

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

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

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

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

  • Create or maintain databases of known test defects.

  • Design or develop automated testing tools.

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

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

  • Visit beta testing sites to evaluate software performance.

  • 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.

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

  • Monitor bug resolution efforts and track successes.

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

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

Technologies & Software

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

Alternative Job Titles