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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

  • Train users to use new or modified equipment.

  • 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.

  • 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.

  • 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.

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

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

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

  • Coordinate installation of software system.

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

  • 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.

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

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

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