Validation Engineers

Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

• AI can speed this up on its own: 11 (50%)
• AI can speed this up with extra software: 9 (41%)
• Little or no AI speed-up: 2 (9%)

• Develop validation master plans, process flow diagrams, test cases, or standard operating procedures.AI can speed this up on its own · core task · Seen in real AI use
• Prepare detailed reports or design statements, based on results of validation and qualification tests or reviews of procedures and protocols.AI can speed this up on its own · core task · Seen in real AI use
• Communicate with regulatory agencies regarding compliance documentation or validation results.AI can speed this up on its own · core task
• Prepare, maintain, or review validation and compliance documentation, such as engineering change notices, schematics, or protocols.AI can speed this up on its own · core task · Seen in real AI use
• Design validation study features, such as sampling, testing, or analytical methodologies.AI can speed this up on its own · core task · Seen in real AI use
• Prepare validation or performance qualification protocols for new or modified manufacturing processes, systems, or equipment for production of pharmaceuticals, electronics, or other products.AI can speed this up on its own · core task
• Create, populate, or maintain databases for tracking validation activities, test results, or validated systems.AI can speed this up on its own · core task · Seen in real AI use
• Resolve testing problems by modifying testing methods or revising test objectives and standards.AI can speed this up on its own · core task
• Direct validation activities, such as protocol creation or testing.AI can speed this up on its own · core task
• Participate in internal or external training programs to maintain knowledge of validation principles, industry trends, or novel technologies.AI can speed this up on its own · core task
• Devise automated lab validation test stations or other test fixtures or equipment.AI can speed this up on its own · supplemental task
• Study product characteristics or customer requirements to determine validation objectives and standards.AI can speed this up with extra software · core task
• Analyze validation test data to determine whether systems or processes have met validation criteria or to identify root causes of production problems.AI can speed this up with extra software · core task · Seen in real AI use
• Conduct validation or qualification tests of new or existing processes, equipment, or software in accordance with internal protocols or external standards.AI can speed this up with extra software · core task
• Recommend resolution of identified deviations from established product or process standards.AI can speed this up with extra software · core task · Seen in real AI use
• Conduct audits of validation or performance qualification processes to ensure compliance with internal or regulatory requirements.AI can speed this up with extra software · core task
• Coordinate the implementation or scheduling of validation testing with affected departments and personnel.AI can speed this up with extra software · core task
• Validate or characterize sustainable or environmentally friendly products, using electronic testing platforms.AI can speed this up with extra software · core task
• Assist in training equipment operators or other staff on validation protocols and standard operating procedures.AI can speed this up with extra software · core task
• Plan or conduct validation testing of alternative energy products, such as synthetic jet fuels or energy storage systems, such as fuel cells.AI can speed this up with extra software · supplemental task
• Maintain validation test equipment.Little or no AI speed-up · core task
• Draw samples of raw materials, intermediate products, or finished products for validation testing.Little or no AI speed-up · core task