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Automation Risk Analysis

Will “Automation Specialist” be Automated?

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AI Exposure Risk

62%

“Automation Specialist” 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%

“Automation Specialist” 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

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

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

  • Visit beta testing sites to evaluate software performance.

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

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

  • Investigate customer problems referred by technical support.

  • Conduct historical analyses of test results.

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

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

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

  • Monitor bug resolution efforts and track successes.

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

  • Test system modifications to prepare for implementation.

  • Create or maintain databases of known test defects.

  • Update automated test scripts to ensure currency.

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

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

  • Design or develop automated testing tools.

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

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

  • Evaluate or recommend software for testing or bug tracking.

  • Coordinate user or third-party testing.

  • Install, maintain, or use software testing programs.

  • 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.

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles