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Automation Risk Analysis

Will “Full Stack Engineer” be Automated?

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AI Exposure Risk

58%

“Full Stack 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 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

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

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

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

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

  • Train users to use new or modified equipment.

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

  • Coordinate installation of software system.

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

  • 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.

  • Determine system performance standards.

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

  • 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.

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

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

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

Technologies & Software

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

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