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Automation Risk Analysis

Will “Application Engineer” be Automated?

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AI Exposure Risk

58%

“Application 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%

“Application 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.

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

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

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

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

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

  • Determine system performance standards.

  • Coordinate installation of software system.

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

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

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

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

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

  • Train users to use new or modified equipment.

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

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

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

Technologies & Software

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

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