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Automation Risk Analysis

Will “Systems Engineer” be Automated?

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AI Exposure Risk

58%

“Systems 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 58% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

27%

“Systems Engineer” will almost certainly not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 27% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Software Developers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Research, design, and develop computer and network software or specialized utility programs. Analyze user needs and develop software solutions, applying principles and techniques of computer science, engineering, and mathematical analysis. Update software or enhance existing software capabilities. May work with computer hardware engineers to integrate hardware and software systems, and develop specifications and performance requirements. May maintain databases within an application area, working individually or coordinating database development as part of a team.

Avg. Annual Salary $144,570
Avg. Hourly Wage $69.50
Available Jobs (US) 1,654,440
Job Title & Hierarchy Code (SOC) Software Developers #15-1252
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Software Developers”

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Core Skills & Abilities

  • Consult with customers or other departments on project status, proposals, or technical issues, such as software system design or maintenance.

  • Develop or direct software system testing or validation procedures, programming, or documentation.

  • Confer with systems analysts, engineers, programmers and others to design systems and to obtain information on project limitations and capabilities, performance requirements and interfaces.

  • Confer with data processing or project managers to obtain information on limitations or capabilities for data processing projects.

  • Analyze user needs and software requirements to determine feasibility of design within time and cost constraints.

  • Determine system performance standards.

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

  • Coordinate installation of software system.

  • Prepare reports or correspondence concerning project specifications, activities, or status.

  • Analyze information to determine, recommend, and plan installation of a new system or modification of an existing system.

  • Modify existing software to correct errors, adapt it to new hardware, or upgrade interfaces and improve performance.

  • Supervise and assign work to programmers, designers, technologists, technicians, or other engineering or scientific personnel.

  • Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.

  • Obtain and evaluate information on factors such as reporting formats required, costs, or security needs to determine hardware configuration.

  • Monitor functioning of equipment to ensure system operates in conformance with specifications.

  • Supervise the work of programmers, technologists and technicians and other engineering and scientific personnel.

  • Train users to use new or modified equipment.

Technologies & Software

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

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