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Automation Risk Analysis

Will “Extract Transform Load Developer” be Automated?

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AI Exposure Risk

58%

“Extract Transform Load 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%

“Extract Transform Load 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

  • Determine system performance standards.

  • 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 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.

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

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

  • Coordinate installation of software system.

  • 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.

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles