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Automation Risk Analysis

Will “Systems Analyst” be Automated?

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AI Exposure Risk

62%

“Systems 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%

“Systems 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

  • Investigate customer problems referred by technical support.

  • Evaluate or recommend software for testing or bug tracking.

  • Install, maintain, or use software testing programs.

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

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

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

  • Test system modifications to prepare for implementation.

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

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

  • Visit beta testing sites to evaluate software performance.

  • 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.

  • Design or develop automated testing tools.

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

  • 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.

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

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

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

  • Create or maintain databases of known test defects.

  • 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.

  • Coordinate user or third-party testing.

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

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

  • Conduct historical analyses of test results.

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

  • Monitor bug resolution efforts and track successes.

  • Update automated test scripts to ensure currency.

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

Technologies & Software

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

Alternative Job Titles