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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

  • Supervise and assign work to programmers, designers, technologists, technicians, or other engineering or scientific personnel.

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

  • Determine system performance standards.

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

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

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

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

  • Train users to use new or modified equipment.

  • Coordinate installation of software system.

  • 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.

  • Obtain and evaluate information on factors such as reporting formats required, costs, or security needs to determine hardware configuration.

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

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

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

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

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

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Alternative Job Titles