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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 or contribute to instructions or manuals to guide end users.

  • 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.

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

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

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

  • Develop Web sites.

  • 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.

  • 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.

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

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

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

  • Train subordinates in programming and program coding.

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

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

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

Technologies & Software

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