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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

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

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

  • Train users to use new or modified equipment.

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

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

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

  • Determine system performance standards.

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

  • 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.

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

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

  • 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.

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

  • Coordinate installation of software system.

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

Technologies & Software

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

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