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Automation Risk Analysis

Will “Solutions Architect” be Automated?

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AI Exposure Risk

58%

“Solutions 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%

“Solutions 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

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

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

  • Coordinate installation of software system.

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

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

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

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

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

  • Train users to use new or modified equipment.

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

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

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

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

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

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

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

  • Determine system performance standards.

Technologies & Software

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

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