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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

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

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

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

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

  • Coordinate user or third-party testing.

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

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

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

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

  • Create or maintain databases of known test defects.

  • Evaluate or recommend software for testing or bug tracking.

  • Visit beta testing sites to evaluate software performance.

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

  • Update automated test scripts to ensure currency.

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

  • Investigate customer problems referred by technical support.

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

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

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

  • Install, maintain, or use software testing programs.

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

  • Test system modifications to prepare for implementation.

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

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

  • Monitor bug resolution efforts and track successes.

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

  • Design or develop automated testing tools.

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

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

  • Conduct historical analyses of test results.

Technologies & Software

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

Alternative Job Titles