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Automation Risk Analysis

Will “Beta Tester” be Automated?

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AI Exposure Risk

58%

“Beta Tester” 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%

“Beta Tester” 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

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

  • 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.

  • Train users to use new or modified equipment.

  • Determine system performance standards.

  • 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.

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

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

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

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

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

  • Coordinate installation of software system.

  • 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.

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

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

Technologies & Software

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  • RESTful API
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  • Microsoft Word
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  • Extensible stylesheet language transformations XSLT
  • Ada
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  • Microsoft Visual Basic
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  • Job control language JCL
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  • Microsoft PowerShell
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  • Mistral AI (chat/models)
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  • Win CE
  • Microsoft .NET Framework
  • UNIX
  • Ruby
  • Apache Kafka
  • IBM Notes
  • Scala
  • Requirements management software
  • Microsoft Visual Basic Scripting Edition VBScript
  • B-Method
  • AJAX
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  • Microsoft ESP SDK
  • Slack
  • GitLab
  • Extensible hypertext markup language XHTML
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  • PHP
  • C#
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  • Web server software
  • Adobe Photoshop
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  • Oberon
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  • Oracle PeopleSoft
  • Microservices Architecture
  • Apache Struts
  • Regression testing software
  • IBM WebSphere MQ
  • Kotlin
  • MongoDB
  • Django
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  • Oracle SQL Developer
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  • ICON programming language
  • Git
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  • Simulation program with integrated circuit emphasis SPICE
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  • SAP ERP
  • Document Object Model DOM Scripting
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  • J
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  • MUMPS M
  • Perl
  • Google Angular
  • 3M Post-it App
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  • Gemini Code Assist
  • Skype
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  • Spring Framework
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  • WordPress
  • Interoperability testing software
  • Jupyter Notebook
  • Computer On-line Real-time Applications Language CORAL 66
  • Microsoft Azure software
  • RabbitMQ
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  • Google Android
  • Oracle Java Message Service JMS
  • Distributed database management software
  • VMware
  • Graphical user interface GUI builder software
  • Salesforce software
  • JavaScript
  • Microsoft Project
  • Apache Cassandra
  • ADO.NET
  • Haskell
  • SAP Crystal Reports
  • Adobe Dreamweaver
  • Web application software
  • Microsoft Visual Studio
  • Extensible markup language XML
  • Cascading style sheets CSS
  • React
  • Disk operating system DOS
  • v0 by Vercel
  • Beginner's all-purpose symbolic instruction code BASIC
  • LogMeIn GoToWebinar
  • JavaScript framework software
  • Algorithmic language ALGOL
  • Microsoft SQL Server Integration Services SSIS
  • Trimble SketchUp Pro
  • Adobe Acrobat
  • Apache Hadoop
  • American National Standards Institute ANSI C
  • ABC Compiler
  • Blackboard software
  • Ext JS
  • DeepSeek
  • Spring Boot
  • Embarcadero Delphi
  • Component-based Scalable Logical Architecture CSLA
  • Apache Subversion SVN
  • Tableau
  • Airtable
  • Xcode
  • Event-driven State-machines Programming
  • IBM Power Systems software
  • Figma
  • System testing software
  • Codeium
  • Microsoft transact-structural query language T-SQL
  • Microsoft Active Server Pages ASP
  • Graphical user interface GUI design software
  • Node.js
  • Real time operating system RTOS software
  • Object Management Group Object Request Broker
  • Microsoft Power BI
  • LinkedIn
  • Apache Ant
  • Apache HTTP Server
  • ESRI ArcGIS software
  • JUnit
  • Hypertext markup language HTML
  • XML Path Language XPATH
  • Oracle Business Intelligence Suite
  • Linux
  • Migration testing software
  • Oracle Fusion Middleware
  • Border Gateway Protocol BGP
  • Apache Flume
  • Loom
  • IBM Rational RequisitePro
  • Scheme
  • GitHub Copilot
  • Eclipse IDE
  • Lovable.dev
  • Qlik Tech QlikView
  • Oracle PL/SQL
  • Call-processing language CPL
  • LibreOffice
  • Bolt.new
  • Microsoft PowerPoint
  • Embarcadero JBuilder
  • IBM AIX
  • Jenkins CI
  • Puppet
  • Blackbaud The Raiser's Edge
  • Shell script
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  • Kimi (Moonshot AI)
  • Structured query language SQL
  • Configuration management software
  • Apache Hive
  • IBM Rational PurifyPlus
  • Objective C
  • Selenium
  • Enterprise application integration EAI software
  • Oracle Database
  • Document management system software
  • Nagios
  • Delphi Technology
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  • Grok (xAI)
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  • Customer information control system CICS
  • Embedded systems development software
  • Ubuntu
  • Teradata Database
  • JamBoard
  • Cisco IOS
  • DataVision
  • Microsoft Visual Basic for Applications VBA
  • YouTube
  • Apple macOS
  • Unified modeling language UML
  • Adobe Flex
  • Oracle Primavera Enterprise Project Portfolio Management
  • Flipgrid
  • Oracle Cloud software
  • Tabnine
  • NoSQL
  • Oracle Fusion Applications
  • Forth
  • Gradle
  • SmugMug Flickr
  • Symantec Visual Cafe
  • Pascal
  • Drupal
  • Amazon Kinesis
  • Common business oriented language COBOL
  • Amazon Simple Storage Service S3
  • SAP NetWeaver
  • Usability testing software
  • KornShell
  • Transact-SQL
  • Microsoft OneNote
  • React Native
  • Cisco Webex
  • Amazon Elastic Compute Cloud EC2
  • Perforce Helix software
  • Visible Razor
  • Apache HBase
  • Microsoft ASP.NET
  • Interface definition language IDL
  • StataCorp Stata
  • Simple API for XML SAX
  • Microsoft SQL Server Reporting Services SSRS
  • Evernote
  • Verilog
  • Microsoft Internet Information Services (IIS)
  • Oracle WebLogic Server
  • The MathWorks MATLAB
  • Unit testing software
  • Single sign-on SSO
  • Google Sheets
  • jQuery
  • Microsoft Team Foundation Server
  • MySQL
  • Enterprise JavaBeans
  • ChatGPT (OpenAI)
  • Go
  • Data analysis software
  • TensorFlow
  • SAS
  • Amazon Web Services AWS CloudFormation
  • Test implementation software
  • Google Slides
  • Microsoft Azure DevOps Services
  • Microsoft Teams
  • Component object model COM software
  • Deployment software
  • Static analysis software
  • R
  • Moodle
  • Microsoft Publisher
  • A programming language APL
  • Atlassian Confluence
  • Magellan Firmware
  • Google Cloud software
  • Microsoft DirectX
  • Bash
  • Gambit Scheme
  • Google Meet
  • Structured Query Report SQR
  • Google Gmail
  • Veritas NetBackup
  • Formula translation/translator FORTRAN
  • QNX
  • Vue.js
  • Oracle Application Server
  • Microsoft SharePoint
  • Bootstrap
  • Ruby on Rails
  • Integrated development environment IDE software
  • Graphics processing unit GPU
  • Mainframe computers
  • Multi-core central processing unit CPU
  • Notebook computers
  • In circuit emulators ICE
  • Computer servers
  • Logic analyzers
  • Application servers
  • Digital cameras
  • Desktop computers
  • Flash disks
  • Directory servers

Alternative Job Titles