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Automation Risk Analysis

Will “Simulation Developer” be Automated?

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AI Exposure Risk

58%

“Simulation Developer” 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%

“Simulation Developer” 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

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

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

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

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

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

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

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

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

  • Determine system performance standards.

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

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

  • Coordinate installation of software system.

  • Train users to use new or modified equipment.

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

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

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

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

Technologies & Software

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

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