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Automation Risk Analysis

Will “Systems Integration Engineer” be Automated?

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AI Exposure Risk

62%

“Systems Integration 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 Integration 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

  • 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.

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

  • Install, maintain, or use software testing programs.

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

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

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

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

  • Conduct historical analyses of test results.

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

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

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

  • Update automated test scripts to ensure currency.

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

  • Investigate customer problems referred by technical support.

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

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

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

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

  • Visit beta testing sites to evaluate software performance.

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

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

  • Monitor bug resolution efforts and track successes.

  • Coordinate user or third-party testing.

  • Design or develop automated testing tools.

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

  • Create or maintain databases of known test defects.

  • Test system modifications to prepare for implementation.

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

  • Evaluate or recommend software for testing or bug tracking.

Technologies & Software

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

Alternative Job Titles