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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

  • Store, retrieve, and manipulate data for analysis of system capabilities and requirements.

  • 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.

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

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

  • 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.

  • Determine system performance standards.

  • Train users to use new or modified equipment.

  • 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.

  • Coordinate installation of software system.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles