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Automation Risk Analysis

Will “Technology Analyst” be Automated?

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AI Exposure Risk

62%

“Technology Analyst” 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%

“Technology Analyst” 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

  • Test system modifications to prepare for implementation.

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

  • Design or develop automated testing tools.

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

  • Investigate customer problems referred by technical support.

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

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

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

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

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

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

  • Conduct historical analyses of test results.

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

  • Monitor bug resolution efforts and track successes.

  • Coordinate user or third-party testing.

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

  • Visit beta testing sites to evaluate software performance.

  • Create or maintain databases of known test defects.

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

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

  • 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.

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

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

  • Update automated test scripts to ensure currency.

  • Install, maintain, or use software testing programs.

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

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

  • Evaluate or recommend software for testing or bug tracking.

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

Technologies & Software

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

Alternative Job Titles