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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

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

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

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

  • 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.

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

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

  • 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.

  • Train users to use new or modified equipment.

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

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

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

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

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

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

  • Coordinate installation of software system.

Technologies & Software

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

Alternative Job Titles