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Automation Risk Analysis

Will “Infrastructure Engineer” be Automated?

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AI Exposure Risk

58%

“Infrastructure 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%

“Infrastructure 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

  • 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.

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

  • 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.

  • Coordinate installation of software system.

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

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

  • 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.

  • 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.

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

  • Train users to use new or modified equipment.

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

  • Confer with systems analysts, engineers, programmers and others to design systems and to obtain information on project limitations and capabilities, performance requirements and interfaces.

Technologies & Software

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

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