Will AI replace Quality Control Analysts?

What this score means

Quality Control Analysts leans toward the safer end for Research & Science. Parts of the role touch tasks AI is getting good at, but the core still depends on hands-on work or judgment that resists automation. At 36 out of 100 it scores 5 points below the Research & Science average of 41. Across the 3 sources behind this baseline, individual estimates run from 29 to 48, so the score is a weighted consensus rather than any single figure.

The number is a consensus estimate for the typical version of the role, built from published academic and industry research scored occupation by occupation. It is not a prediction about any individual. How scoring works

What this job actually involves

Exposure follows the work itself rather than the job title, so it is worth seeing what the role is made of. These are the tasks O*NET records for Quality Control Analysts, most central first, showing 12 of 26.

• 01Conduct routine and non-routine analyses of in-process materials, raw materials, environmental samples, finished goods, or stability samples.
• 02Interpret test results, compare them to established specifications and control limits, and make recommendations on appropriateness of data for release.
• 03Calibrate, validate, or maintain laboratory equipment.
• 04Ensure that lab cleanliness and safety standards are maintained.
• 05Perform visual inspections of finished products.
• 06Complete documentation needed to support testing procedures, including data capture forms, equipment logbooks, or inventory forms.
• 07Compile laboratory test data and perform appropriate analyses.
• 08Identify and troubleshoot equipment problems.
• 09Write technical reports or documentation, such as deviation reports, testing protocols, and trend analyses.
• 10Investigate or report questionable test results.
• 11Monitor testing procedures to ensure that all tests are performed according to established item specifications, standard test methods, or protocols.
• 12Identify quality problems and recommend solutions.

Task statements from O*NET by the National Center for O*NET Development, used under CC BY 4.0. The tasks are descriptive; the exposure score above is ours.

The research behind this score

This baseline aggregates 3 research sources that scored Quality Control Analysts for AI and automation exposure. More recent, higher confidence studies carry more weight in the final number.

• 01Anthropic Economic Index 2026 - AI Task Exposure · 2026
• 02GPTs are GPTs: Labor Market Impact Potential of LLMs · 2024
• 03AI Occupational Exposure to Language Modeling · 2023

Also covers

Chemistry Quality Control Analyst (Chemistry QC Analyst) · Chemistry Quality Control Technician (Chemistry QC Technician) · Data Quality Analyst · IT Quality Control Analyst (Information Technology Quality Control Analyst) · Lab Analyst · Lab Technician (Lab Tech) · Laboratory Analyst · Laboratory Technician (Lab Tech) and related titles

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