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Automation Risk Analysis

Will “Solution Engineer” be Automated?

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AI Exposure Risk

58%

“Solution 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%

“Solution 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

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

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

  • 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.

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

  • Coordinate installation of software system.

  • Train users to use new or modified equipment.

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

  • 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.

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

  • 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.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles