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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

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

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

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

  • Install, maintain, or use software testing programs.

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

  • Update automated test scripts to ensure currency.

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

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

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

  • Test system modifications to prepare for implementation.

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

  • Conduct historical analyses of test results.

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

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

  • Evaluate or recommend software for testing or bug tracking.

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

  • Design or develop automated testing tools.

  • Visit beta testing sites to evaluate software performance.

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

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

  • Coordinate user or third-party testing.

  • Monitor bug resolution efforts and track successes.

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

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

  • Investigate customer problems referred by technical support.

  • 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.

  • 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.

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

Technologies & Software

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

Alternative Job Titles