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Automation Risk Analysis

Will “Validation Engineer” be Automated?

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AI Exposure Risk

62%

“Validation 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%

“Validation 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

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

  • Monitor bug resolution efforts and track successes.

  • Coordinate user or third-party testing.

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

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

  • Evaluate or recommend software for testing or bug tracking.

  • Test system modifications to prepare for implementation.

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

  • 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.

  • Visit beta testing sites to evaluate software performance.

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

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

  • Update automated test scripts to ensure currency.

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

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

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

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

  • Investigate customer problems referred by technical support.

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

  • Conduct historical analyses of test results.

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

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

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

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

  • Install, maintain, or use software testing programs.

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

  • Create or maintain databases of known test defects.

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

  • Design or develop automated testing tools.

Technologies & Software

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  • RegMon
  • Microsoft Exchange
  • Minitab
  • Microsoft Azure DevOps Services
  • AWK
  • SAP software
  • CruiseControl
  • Microsoft Internet Information Services (IIS)
  • NoSQL
  • Data definition language DDL
  • Eiffel
  • Tableau
  • Appium
  • Document management system software
  • Skype
  • Google Docs
  • Embedded systems development software
  • Oracle Reports
  • Requirements management software
  • Microsoft .NET Framework
  • Supervisory control and data acquisition SCADA software
  • Microsoft Azure software
  • A programming language APL
  • Simple API for XML SAX
  • Security testing software
  • GNU Image Manipulation Program GIMP
  • FaceTime
  • Web service definition language WDSL
  • Quest Erwin Data Modeler
  • American National Standards Institute ANSI C
  • Amazon Simple Storage Service S3
  • Apache Hive
  • Interstate connection ICON
  • IEA Software Emerald
  • SmartBear Software AutomatedQA TestComplete
  • Hewlett Packard HP-UX
  • Selenium
  • XML Path Language XPATH
  • Atlassian Bamboo
  • Google Sheets
  • NUnit
  • Backbone.js
  • PuTTY
  • Oracle Business Intelligence Suite
  • ESRI ArcGIS software
  • IBM WebSphere
  • Microsoft Access
  • QNX
  • ICON programming language
  • Puppet
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  • Ruby
  • Google Slides
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  • Evernote
  • Google Sites
  • Network intrusion detection software
  • Adobe Illustrator
  • Microsoft Visual Studio
  • Screencastify
  • JUnit
  • Mistral AI (chat/models)
  • Defect tracking software
  • Bugzilla
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  • Microsoft Visual Basic Scripting Edition VBScript
  • Apple Safari
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  • Web server software
  • Integration testing software
  • Talend Data Fabric
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  • Oracle JD Edwards EnterpriseOne
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  • PostgreSQL
  • Simulation program with integrated circuit emphasis SPICE
  • Google Angular
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  • Interface definition language IDL
  • Django
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  • Microsoft Visual Basic for Applications VBA
  • Extensible stylesheet language transformations XSLT
  • Object Management Group Object Request Broker
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  • Apache Sqoop
  • IBM SPSS Statistics
  • Microsoft Outlook
  • Verilog
  • Oracle Fusion Middleware
  • System testing software
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  • Microsoft Windows SDK
  • Anti-spyware software
  • Delphi Technology
  • Drupal
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  • Advanced business application programming ABAP
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  • Bash
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  • jQuery
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  • VMware
  • JamBoard
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  • Unified modeling language UML
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  • RESTful API
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  • ABC: the AspectBench Compiler for AspectJ
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  • Enterprise JavaBeans
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  • IBM Power Systems software
  • Event-driven State-machines Programming
  • IBM Rational Robot
  • Migration testing software
  • Microsoft DirectX
  • ABC Compiler
  • Customer information control system CICS
  • FileMaker Pro
  • Apache Oozie
  • Blink
  • Python
  • Scheme
  • Apache Ant
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  • Jenkins CI
  • IBM Domino
  • Perforce Helix software
  • Open Graphics Library OpenGL
  • Blackbaud The Raiser's Edge
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  • Version control software
  • Oberon
  • IBM Rational RequisitePro
  • SAP PowerBuilder
  • Node.js
  • Cursor AI
  • JetBrains IntelliJ IDEA
  • Canu
  • Common Lisp Object System CLOS
  • Microsoft Team Foundation Server
  • Adobe ActionScript
  • Hewlett-Packard HP QuickTest Professional
  • Microsoft Publisher
  • Mutation testing software
  • Haskell
  • Microsoft transact-structural query language T-SQL
  • Oracle Application Server
  • Wireshark
  • Smalltalk
  • ADO.NET
  • Gemini (Google)
  • Xcode
  • Blackboard software
  • Microsoft SQL Server Integration Services SSIS
  • SAP Crystal Reports
  • Microsoft ActiveX
  • E++ pattern language
  • UNIX Shell
  • Atlassian JIRA
  • Microsoft ESP SDK
  • Red Hat OpenShift
  • Tabnine
  • IBM Rational ClearCase
  • Apple macOS
  • Watir
  • Structured query language SQL
  • Swift
  • Recovery testing software
  • KornShell
  • SAP Business Objects
  • Linux
  • Ada
  • Amazon CodeWhisperer
  • Amazon Data Pipeline
  • UNIX
  • Usability testing software
  • DeepSeek
  • Gambit Scheme
  • Codeium
  • Dynamic analysis software
  • Red Hat Ansible Engine
  • Hypertext markup language HTML
  • Oracle JDBC
  • Splunk Enterprise
  • MySQL
  • Amazon Redshift
  • ChatGPT (OpenAI)
  • Microsoft OneNote
  • Apache Tomcat
  • Deployment software
  • Loom
  • Real time operating system RTOS software
  • Lovable.dev
  • Distributed component object model DCOM software
  • Beginner's all-purpose symbolic instruction code BASIC
  • Microsoft ASP.NET
  • IBM Rational Rose XDE
  • Acresso InstallAnywhere
  • Docker
  • Workflow software
  • Microsoft Visual Basic
  • Computer On-line Real-time Applications Language CORAL 66
  • Citrix cloud computing software
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  • Adobe After Effects
  • Oracle PL/SQL
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  • Microsoft Visual C# .NET
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  • C++
  • Microsoft SQL Server
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  • Apache Spark
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  • GroupMe
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  • Apache Pig
  • JavaScript Object Notation JSON
  • Microsoft Excel
  • Apache Struts
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  • Adobe Acrobat
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  • Adobe Dreamweaver
  • Amazon Elastic Compute Cloud EC2
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  • Load testing software
  • Hewlett-Packard HP TestDirector for Quality Center
  • Automated installation software
  • IBM Middleware
  • Graphical user interface GUI builder software
  • Programming language one PL/I
  • Ext JS
  • Microsoft Word
  • LogMeIn GoToMeeting
  • LogMeIn GoToWebinar
  • Perl
  • Bolt.new
  • Scala
  • Qwen (Alibaba)
  • Mozilla Firefox
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  • Emerald Software Group Emerald Green Office
  • McAfee
  • SAP Business Intelligence
  • Chef
  • Storage area network SAN software
  • Win CE
  • Shell script
  • Oracle E-Business Suite Financials
  • Virtual private networking VPN software
  • Apache Groovy
  • Dropbox
  • Apache Flume
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  • Apache HBase
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  • Google Meet
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  • Oracle Business Intelligence Discoverer
  • Tax software
  • Debugview
  • Microsoft Office software
  • Git
  • Patch management software
  • Operating system shells
  • Web application software
  • Microsoft Visual SourceSafe
  • Amazon Web Services AWS CloudFormation
  • Claude (Anthropic)
  • Ubuntu
  • LibreOffice
  • Graphical user interface GUI design software
  • Adobe Creative Cloud software
  • C
  • LinkedIn
  • Trimble SketchUp Pro
  • Regression testing software
  • Functional testing software
  • Revision control software
  • Restructured extended executor REXX
  • Stress testing software
  • Extensible markup language XML
  • MUMPS M
  • Enterprise application integration EAI software
  • Unit testing software
  • Forth
  • Transact-SQL
  • Embarcadero JBuilder
  • Mistral (Mistral AI)
  • Distributed database management software
  • GitHub Copilot
  • Go
  • Microsoft SQL Server Reporting Services SSRS
  • Slack
  • Geographic information system GIS software
  • Microsoft Active Server Pages ASP
  • Atlassian Confluence
  • Talend Big Data Integration
  • Extensible hypertext markup language XHTML
  • Microsoft Dynamics GP
  • TestNG
  • Microsoft PowerShell
  • Moodle
  • Red Hat WildFly
  • LexisNexis
  • JavaScript
  • The MathWorks MATLAB
  • SAS
  • Grok (xAI)
  • Integrated development environment IDE software
  • IBM Rational ClearQuest
  • Objective Caml
  • Antivirus software
  • Wind River Systems VxWorks
  • Apache Hadoop
  • YouTube
  • J
  • Apache HTTP Server
  • R
  • B-Method
  • GitHub
  • Oracle Primavera Enterprise Project Portfolio Management
  • YourKit Java Profiler
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  • MathWorks Simulink
  • IBM Notes
  • Eclipse IDE
  • Computer network routers
  • Mainframe operating systems
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  • Desktop computers
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  • Mainframe computers
  • Graphics processing unit GPU
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  • Directory servers
  • Laptop computers
  • Application servers
  • Logic analyzers
  • Multi-core central processing unit CPU
  • Notebook computers
  • Digital cameras
  • In circuit emulators ICE

Alternative Job Titles