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Automation Risk Analysis

Will “Full Stack Software Engineer” be Automated?

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AI Exposure Risk

58%

“Full Stack Software 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%

“Full Stack Software 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

  • 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.

  • 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.

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

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

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

  • Determine system performance standards.

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

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

  • 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.

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

  • 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.

  • Train users to use new or modified equipment.

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

Technologies & Software

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

Alternative Job Titles