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Automation Risk Analysis

Will “Computer Consultant” be Automated?

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AI Exposure Risk

62%

“Computer Consultant” 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%

“Computer Consultant” 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

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

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

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

  • Test system modifications to prepare for implementation.

  • Conduct historical analyses of test results.

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

  • Create or maintain databases of known test defects.

  • Design or develop automated testing tools.

  • Update automated test scripts to ensure currency.

  • 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.

  • Investigate customer problems referred by technical support.

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

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

  • Install, maintain, or use software testing programs.

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

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

  • Visit beta testing sites to evaluate software performance.

  • Coordinate user or third-party testing.

  • Evaluate or recommend software for testing or bug tracking.

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

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

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

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

  • Monitor bug resolution efforts and track successes.

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

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

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

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

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

Technologies & Software

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

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