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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

  • Create or maintain databases of known test defects.

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

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

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

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

  • Investigate customer problems referred by technical support.

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

  • Coordinate user or third-party testing.

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

  • 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.

  • Monitor bug resolution efforts and track successes.

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

  • Design or develop automated testing tools.

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

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

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

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

  • Update automated test scripts to ensure currency.

  • Evaluate or recommend software for testing or bug tracking.

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

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

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

  • Install, maintain, or use software testing programs.

  • Test system modifications to prepare for implementation.

  • Visit beta testing sites to evaluate software performance.

  • Conduct historical analyses of test results.

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

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

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

Technologies & Software

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

Alternative Job Titles