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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

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

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

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

  • Create or maintain databases of known test defects.

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

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

  • Investigate customer problems referred by technical support.

  • Monitor bug resolution efforts and track successes.

  • Conduct historical analyses of test results.

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

  • 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.

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

  • Visit beta testing sites to evaluate software performance.

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

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

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

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

  • Design or develop automated testing tools.

  • Test system modifications to prepare for implementation.

  • Install, maintain, or use software testing programs.

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

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

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles