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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

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

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

  • Determine system performance standards.

  • Coordinate installation of software system.

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

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

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

  • Train users to use new or modified equipment.

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

  • 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.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles