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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

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

  • 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.

  • 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.

  • 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.

  • 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.

  • 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.

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

  • Train users to use new or modified equipment.

  • Coordinate installation of software system.

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

Technologies & Software

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

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