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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

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

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

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

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

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

  • 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.

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

  • Design or develop automated testing tools.

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

  • Evaluate or recommend software for testing or bug tracking.

  • Visit beta testing sites to evaluate software performance.

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

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

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

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

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

  • Create or maintain databases of known test defects.

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

  • Install, maintain, or use software testing programs.

  • Monitor bug resolution efforts and track successes.

  • 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.

  • Update automated test scripts to ensure currency.

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

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

  • Coordinate user or third-party testing.

  • Investigate customer problems referred by technical support.

  • Test system modifications to prepare for implementation.

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

Technologies & Software

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

Alternative Job Titles