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Automation Risk Analysis

Will “Test Engineer” be Automated?

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AI Exposure Risk

62%

“Test 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 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.

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

  • 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.

  • Create or maintain databases of known test defects.

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

  • Update automated test scripts to ensure currency.

  • Coordinate user or third-party testing.

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

  • 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.

  • Visit beta testing sites to evaluate software performance.

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

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

  • Monitor bug resolution efforts and track successes.

  • Install, maintain, or use software testing programs.

  • Design or develop automated testing tools.

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

  • Investigate customer problems referred by technical support.

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

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

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

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

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

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

  • Test system modifications to prepare for implementation.

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

  • 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.

Technologies & Software

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

Alternative Job Titles