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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

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

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

  • Update automated test scripts to ensure currency.

  • Monitor bug resolution efforts and track successes.

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

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

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

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

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

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

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

  • Coordinate user or third-party testing.

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

  • Visit beta testing sites to evaluate software performance.

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

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

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

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

  • Investigate customer problems referred by technical support.

  • Conduct historical analyses of test results.

  • Install, maintain, or use software testing programs.

  • 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.

  • Test system modifications to prepare for implementation.

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

  • Evaluate or recommend software for testing or bug tracking.

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

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

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

  • Design or develop automated testing tools.

Technologies & Software

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

Alternative Job Titles