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Automation Risk Analysis

Will “Systems Analyst Engineer” be Automated?

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AI Exposure Risk

62%

“Systems Analyst Engineer” 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 Engineer” 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

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

  • Update automated test scripts to ensure currency.

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

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

  • Design or develop automated testing tools.

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

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

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

  • Visit beta testing sites to evaluate software performance.

  • Monitor bug resolution efforts and track successes.

  • Evaluate or recommend software for testing or bug tracking.

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

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

  • Test system modifications to prepare for implementation.

  • 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.

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

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

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

  • Investigate customer problems referred by technical support.

  • Create or maintain databases of known test defects.

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

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

  • Install, maintain, or use software testing programs.

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

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

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

  • Conduct historical analyses of test results.

  • Coordinate user or third-party testing.

Technologies & Software

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

Alternative Job Titles