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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

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

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

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

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

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

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

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

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

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

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

  • Determine system performance standards.

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

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

  • Coordinate installation of software system.

  • Train users to use new or modified equipment.

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

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

Technologies & Software

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

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