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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

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

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

  • 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.

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

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

  • 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.

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

  • 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.

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles