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Automation Risk Analysis

Will “Validation Engineer” be Automated?

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AI Exposure Risk

62%

“Validation Engineer” 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 62% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

31%

“Validation Engineer” 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 31% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Software Quality Assurance Analysts and Testers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Develop and execute software tests to identify software problems and their causes. Test system modifications to prepare for implementation. Document software and application defects using a bug tracking system and report defects to software or web developers. Create and maintain databases of known defects. May participate in software design reviews to provide input on functional requirements, operational characteristics, product designs, and schedules.

Avg. Annual Salary $110,260
Avg. Hourly Wage $53.01
Available Jobs (US) 199,800
Job Title & Hierarchy Code (SOC) Software Quality Assurance Analysts and Testers #15-1253
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Software Quality Assurance Analysts and Testers”

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Core Skills & Abilities

  • Review software documentation to ensure technical accuracy, compliance, or completeness, or to mitigate risks.

  • Identify program deviance from standards, and suggest modifications to ensure compliance.

  • Monitor bug resolution efforts and track successes.

  • Conduct software compatibility tests with programs, hardware, operating systems, or network environments.

  • Recommend purchase of equipment to control dust, temperature, or humidity in area of system installation.

  • Coordinate user or third-party testing.

  • Document software defects, using a bug tracking system, and report defects to software developers.

  • Design test plans, scenarios, scripts, or procedures.

  • Document test procedures to ensure replicability and compliance with standards.

  • Monitor program performance to ensure efficient and problem-free operations.

  • Investigate customer problems referred by technical support.

  • Test system modifications to prepare for implementation.

  • Design or develop automated testing tools.

  • Provide feedback and recommendations to developers on software usability and functionality.

  • Update automated test scripts to ensure currency.

  • Install, maintain, or use software testing programs.

  • Participate in product design reviews to provide input on functional requirements, product designs, schedules, or potential problems.

  • Conduct historical analyses of test results.

  • Evaluate or recommend software for testing or bug tracking.

  • Modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance.

  • Identify, analyze, and document problems with program function, output, online screen, or content.

  • Install and configure recreations of software production environments to allow testing of software performance.

  • Develop testing programs that address areas such as database impacts, software scenarios, regression testing, negative testing, error or bug retests, or usability.

  • Create or maintain databases of known test defects.

  • Perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.

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

  • Collaborate with field staff or customers to evaluate or diagnose problems and recommend possible solutions.

  • Plan test schedules or strategies in accordance with project scope or delivery dates.

  • Visit beta testing sites to evaluate software performance.

  • Develop or specify standards, methods, or procedures to determine product quality or release readiness.

Technologies & Software

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  • Grok (xAI)
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  • Gemini (Google)
  • C
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  • In circuit emulators ICE
  • Directory servers
  • Logic analyzers
  • Desktop computers
  • Graphics processing unit GPU
  • Digital cameras

Alternative Job Titles