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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

  • Test system modifications to prepare for implementation.

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

  • Evaluate or recommend software for testing or bug tracking.

  • Install, maintain, or use software testing programs.

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

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

  • Investigate customer problems referred by technical support.

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

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

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

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

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

  • Design or develop automated testing tools.

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

  • Update automated test scripts to ensure currency.

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

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

  • Create or maintain databases of known test defects.

  • Coordinate user or third-party testing.

  • 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.

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

  • Visit beta testing sites to evaluate software performance.

  • Conduct historical analyses of test results.

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

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

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

  • Monitor bug resolution efforts and track successes.

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

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

Technologies & Software

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

Alternative Job Titles