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Automation Risk Analysis

Will “Solution Architect” be Automated?

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AI Exposure Risk

58%

“Solution Architect” 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 Architect” 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

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

  • 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.

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

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

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

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

  • Determine system performance standards.

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

  • 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.

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

  • Train users to use new or modified equipment.

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

  • Coordinate installation of software system.

Technologies & Software

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

Alternative Job Titles