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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

  • Install, maintain, or use software testing programs.

  • Conduct historical analyses of test results.

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

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

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

  • Monitor bug resolution efforts and track successes.

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

  • Coordinate user or third-party testing.

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

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

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

  • 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.

  • Investigate customer problems referred by technical support.

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

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

  • 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.

  • Test system modifications to prepare for implementation.

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

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

  • Evaluate or recommend software for testing or bug tracking.

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

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

  • Visit beta testing sites to evaluate software performance.

  • 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.

  • Create or maintain databases of known test defects.

  • Update automated test scripts to ensure currency.

  • Design or develop automated testing tools.

Technologies & Software

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

Alternative Job Titles