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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

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

  • Coordinate user or third-party testing.

  • Investigate customer problems referred by technical support.

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

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

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

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

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

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

  • 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.

  • Evaluate or recommend software for testing or bug tracking.

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

  • Test system modifications to prepare for implementation.

  • Visit beta testing sites to evaluate software performance.

  • Update automated test scripts to ensure currency.

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

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

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

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

  • Create or maintain databases of known test defects.

  • 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.

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

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

  • Conduct historical analyses of test results.

  • Design or develop automated testing tools.

  • 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.

  • Monitor bug resolution efforts and track successes.

Technologies & Software

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

Alternative Job Titles