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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

  • Determine system performance standards.

  • Train users to use new or modified equipment.

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

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

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

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

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

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

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

  • 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.

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

  • Coordinate installation of software system.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles