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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

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

  • Determine system performance standards.

  • Coordinate installation of software system.

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

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

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

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

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

  • Train users to use new or modified equipment.

  • 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.

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

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

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles