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Automation Risk Analysis

Will “Beta Tester” be Automated?

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AI Exposure Risk

60%

“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 60% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

30%

“Beta Tester” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 30% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Computer Programmers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Create, modify, and test the code and scripts that allow computer applications to run. Work from specifications drawn up by software and web developers or other individuals. May develop and write computer programs to store, locate, and retrieve specific documents, data, and information.

Avg. Annual Salary $103,640
Avg. Hourly Wage $49.83
Available Jobs (US) 109,870
Job Title & Hierarchy Code (SOC) Computer Programmers #15-1251
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Computer Programmers”

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Core Skills & Abilities

  • Write, analyze, review, and rewrite programs, using workflow chart and diagram, and applying knowledge of computer capabilities, subject matter, and symbolic logic.

  • Investigate whether networks, workstations, the central processing unit of the system, or peripheral equipment are responding to a program's instructions.

  • Collaborate with computer manufacturers and other users to develop new programming methods.

  • Train subordinates in programming and program coding.

  • Develop Web sites.

  • Correct errors by making appropriate changes and rechecking the program to ensure that the desired results are produced.

  • Assign, coordinate, and review work and activities of programming personnel.

  • Prepare detailed workflow charts and diagrams that describe input, output, and logical operation, and convert them into a series of instructions coded in a computer language.

  • Perform systems analysis and programming tasks to maintain and control the use of computer systems software as a systems programmer.

  • Compile and write documentation of program development and subsequent revisions, inserting comments in the coded instructions so others can understand the program.

  • Train users on the use and function of computer programs.

  • Perform or direct revision, repair, or expansion of existing programs to increase operating efficiency or adapt to new requirements.

  • Consult with and assist computer operators or system analysts to define and resolve problems in running computer programs.

  • Write or contribute to instructions or manuals to guide end users.

  • Conduct trial runs of programs and software applications to be sure they will produce the desired information and that the instructions are correct.

  • Consult with managerial, engineering, and technical personnel to clarify program intent, identify problems, and suggest changes.

  • Write, update, and maintain computer programs or software packages to handle specific jobs such as tracking inventory, storing or retrieving data, or controlling other equipment.

Technologies & Software

  • Clipper
  • Citrix cloud computing software
  • A programming language APL
  • Objective C
  • Data manipulation language DML
  • Extensible stylesheet language XSL
  • Basis BBx VisualPRO/5
  • Ada
  • One pass compiler software
  • Microsoft Visual Basic
  • IBM Rational ClearCase
  • Bigloo Scheme
  • Inline code expander software
  • Web service definition language WDSL
  • Customer information control system CICS
  • MySQL
  • B-Method
  • Delphi Technology
  • Hibernate ORM
  • Microsoft Azure software
  • Scheme
  • Oracle PL/SQL
  • VMware
  • Prolog
  • Nagios
  • National Instruments LabVIEW
  • Amazon Web Services AWS CloudFormation
  • Unified modeling language UML
  • Microsoft Windows
  • Backbone.js
  • Integrated development environment IDE software
  • IEA Software Emerald
  • Apache Maven
  • SAP Business Objects
  • ICON programming language
  • Oracle JD Edwards EnterpriseOne
  • Amazon Web Services AWS software
  • Microsoft Visio
  • Workflow software
  • Cursor AI
  • Forth
  • AJAX
  • Human resource management software HRMS
  • Transact-SQL
  • Incremental compiler software
  • Oracle Fusion Middleware
  • Atlassian Confluence
  • Ansible software
  • Llama (Meta)
  • Algorithmic language ALGOL
  • Elasticsearch
  • Computer On-line Real-time Applications Language CORAL 66
  • Emerald Software Group Emerald Green Office
  • Go
  • JavaScript
  • American National Standards Institute ANSI C
  • Apache Groovy
  • Apache Hive
  • Hypertext markup language HTML
  • Microsoft Silverlight
  • Gemini Code Assist
  • Node.js
  • Oracle Business Intelligence Enterprise Edition
  • C++
  • DeepSeek
  • Qlik Tech QlikView
  • Ext JS
  • Compilers
  • Structured query language SQL
  • IBM InfoSphere DataStage
  • Amazon Elastic Compute Cloud EC2
  • Source code editor software
  • Apache HTTP Server
  • Operating system software
  • IBM Domino
  • Event-driven State-machines Programming
  • Nova (Amazon)
  • Microsoft Visual C# .NET
  • OpenAI ChatGPT
  • ReCrystallize Crystal Reports
  • IBM SPSS Statistics
  • Progress WebSpeed Workshop
  • Structured Query Report SQR
  • Scala
  • Tabnine
  • Veritas NetBackup
  • Decompilers
  • Oracle Hyperion
  • Microsoft Publisher
  • Oracle WebLogic Server
  • Tax software
  • Progress OpenEdge ABL
  • Simulation program with integrated circuit emphasis SPICE
  • IBM Cognos Impromptu
  • Microsoft Access
  • Chef
  • Microsoft SQL Server Reporting Services SSRS
  • Microsoft SQL Server
  • Atlassian JIRA
  • Lovable.dev
  • IBM WebSphere
  • Microsoft Word
  • Tier generator software
  • Eiffel
  • Spring Framework
  • Microsoft Extensible Application Markup Language (XAML)
  • C
  • Amazon Kinesis
  • CAST SQL Builder
  • Perforce Helix software
  • Apache Cassandra
  • Job control language JCL
  • Retargetable compiler
  • UNIX
  • GitHub
  • Progress Sonic ESB
  • JUnit
  • Microsoft Systems Management Server
  • Microsoft ESP SDK
  • Hewlett Packard HP-UX
  • Microsoft Visual Basic Scripting Edition VBScript
  • Apache Pig
  • Microsoft Excel
  • Corel CorelDraw Graphics Suite
  • Objective Caml
  • Adobe ActionScript
  • Ubuntu
  • Just-in-time compiler
  • Microsoft Visual Basic.NET
  • String oriented symbolic language SNOBOL
  • Microsoft Dynamics
  • Perl
  • Microsoft Dynamics GP
  • Apache Solr
  • IBM Notes
  • Xerces2 Java Parser
  • Network intrusion prevention systems NIPS
  • Amazon DynamoDB
  • Code generator software
  • Splunk Enterprise
  • Oracle Database
  • ABC: the AspectBench Compiler for AspectJ
  • List processing language LISP
  • Atlassian Bamboo
  • NoSQL
  • Enterprise JavaBeans
  • SAP BusinessObjects Data Integrator
  • Salesforce Visualforce
  • Adobe Acrobat
  • The MathWorks MATLAB
  • Microsoft Windows Server
  • Symbolic debugger software
  • Minitab
  • Virage VS Archive
  • Collaborative Application Markup Language CAML
  • C#
  • Microsoft SharePoint
  • Supervisory control and data acquisition SCADA software
  • Perplexity AI
  • Devin (Cognition AI)
  • Spring Boot
  • Oracle Solaris
  • ESRI ArcGIS software
  • SAP software
  • Microsoft Exchange
  • Shell script
  • SAP Adaptive Server Enterprise
  • Call-processing language CPL
  • Oracle E-Business Suite Financials
  • Interface definition language IDL
  • Bentley MicroStation
  • GitHub Copilot
  • Source code migration software
  • Symantec Visual Cafe
  • Microsoft Active Server Pages ASP
  • Apache Ant
  • jQuery
  • J
  • Django
  • Red Hat Enterprise Linux
  • IBM DB2
  • Eclipse IDE
  • Ruby
  • Wireshark
  • Google Angular
  • React
  • Restructured extended executor REXX
  • Google Antigravity
  • Apache Tomcat
  • Drupal
  • Microsoft ASP.NET Core MVC
  • Apache Hadoop
  • SAP Crystal Reports
  • MUMPS M
  • Microsoft Visual Studio
  • Epic Systems
  • Common Lisp Object System CLOS
  • Haskell
  • Apache Spark
  • Oracle JDBC
  • Amazon CodeWhisperer
  • Relational database management software
  • Qwen (Alibaba)
  • Interpreter software
  • Selenium
  • Revision control software
  • Microsoft PowerPoint
  • Apache Struts
  • Microsoft .NET Framework
  • Data definition language DDL
  • Teradata Database
  • Debugging software
  • MicroStrategy
  • Gambit Scheme
  • Cascading style sheets CSS
  • Mistral AI (chat/models)
  • Computer aided design and drafting CADD software
  • Ruby on Rails
  • Dassault Systemes CATIA
  • Geographic information system GIS software
  • Microsoft Project
  • Advanced business application programming ABAP
  • StataCorp Stata
  • Snort
  • Bourne Shell
  • Gemini (Google)
  • Codeium
  • Red Hat WildFly
  • Microsoft Office software
  • PostgreSQL
  • Adobe ColdFusion
  • PHP
  • CoffeeCup The HTML Editor
  • NetSuite ERP
  • Microsoft ActiveX
  • Adobe Photoshop
  • UNIX Shell
  • Apache Subversion SVN
  • Microsoft Visual Basic for Applications VBA
  • Hewlett Packard LoadRunner
  • Microsoft FrontPage
  • Grok (xAI)
  • Bash
  • Programming language one PL/I
  • Code munger software
  • KornShell
  • Partial class generator software
  • Common business oriented language COBOL
  • Microsoft PowerShell
  • Verilog
  • Oracle PeopleSoft
  • Low-level debugger software
  • LAMP Stack
  • Amazon Redshift
  • Extensible hypertext markup language XHTML
  • Threaded code compiler
  • Oracle Fusion Applications
  • Smalltalk
  • JavaScript Object Notation JSON
  • MongoDB
  • Python
  • Bolt.new
  • Red Hat OpenShift
  • ABC Compiler
  • E++ pattern language
  • SAS
  • AWK
  • Adobe Dreamweaver
  • Pascal
  • Oberon
  • Puppet
  • Mixed code generator
  • Computer Associates integrated data management system CA-IDMS
  • Apache Kafka
  • Quest Erwin Data Modeler
  • Beginner's all-purpose symbolic instruction code BASIC
  • Swift
  • Canu
  • Command interpreters
  • Greatis Object Inspector
  • Dynamic hypertext markup language DHTML
  • Tableau
  • Logo design software
  • FileMaker Pro
  • Microsoft SQL Server Integration Services SSIS
  • R
  • Docker
  • v0 by Vercel
  • Oracle Java
  • Microsoft Visual FoxPro
  • Embarcadero Delphi
  • Adobe Illustrator
  • ChatGPT (OpenAI)
  • Kimi (Moonshot AI)
  • Adobe Flex
  • Amazon Simple Storage Service S3
  • McAfee
  • IBM Power Systems software
  • SAP NetWeaver BW
  • Git
  • Mistral (Mistral AI)
  • Virtual private networking VPN software
  • Adobe PostScript
  • Interstate connection ICON
  • PowerSoft PowerBuilder
  • Formula translation/translator FORTRAN
  • Extensible markup language XML
  • Claude (Anthropic)
  • Google Analytics
  • Jupyter Notebook
  • Microsoft ASP.NET
  • Oracle PeopleSoft Financials
  • Graphical user interface GUI design software
  • dBASE Plus
  • Oracle JavaServer Pages JSP
  • Modula
  • Linux
  • Computer servers
  • Mainframe computers
  • Mainframe operating systems
  • Serial port cards
  • Desktop computers