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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.

  • Train subordinates in programming and program coding.

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

  • 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.

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

  • 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.

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

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

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

  • 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.

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

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

  • Develop Web sites.

  • 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.

Technologies & Software

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