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Quality Control Analysts

Quality Control Analysts score 52 out of 100, which is elevated exposure to AI. That ranks #193 of 923 US occupations, where #1 is the most exposed. Of the 26 tasks in this job, AI could speed up 6 on its own and 16 more with extra software built on top of it. In April–May 2026, 10 of these tasks showed up in real conversations with Claude, Anthropic's AI assistant.

52/ 100
Elevated
Rank
#193of 923 jobs
US workers
73,910for Life, Physical, and Social Science Technicians, All Other
Median pay
$62,280a year
In real AI use
10 of 26tasks, April–May 2026

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: 6 (23%)
  • AI can speed this up with extra software: 16 (62%)
  • Little or no AI speed-up: 4 (15%)
  • Complete documentation needed to support testing procedures, including data capture forms, equipment logbooks, or inventory forms.AI can speed this up on its own · core task
  • Write technical reports or documentation, such as deviation reports, testing protocols, and trend analyses.AI can speed this up on its own · core task · Seen in real AI use
  • Write or revise standard quality control operating procedures.AI can speed this up on its own · core task
  • Perform validations or transfers of analytical methods in accordance with applicable policies or guidelines.AI can speed this up on its own · core task · Seen in real AI use
  • Prepare or review required method transfer documentation including technical transfer protocols or reports.AI can speed this up on its own · supplemental task
  • Develop and qualify new testing methods.AI can speed this up on its own · supplemental task
  • Conduct routine and non-routine analyses of in-process materials, raw materials, environmental samples, finished goods, or stability samples.AI can speed this up with extra software · core task
  • Interpret test results, compare them to established specifications and control limits, and make recommendations on appropriateness of data for release.AI can speed this up with extra software · core task · Seen in real AI use
  • Perform visual inspections of finished products.AI can speed this up with extra software · core task · Seen in real AI use
  • Compile laboratory test data and perform appropriate analyses.AI can speed this up with extra software · core task · Seen in real AI use
  • Identify and troubleshoot equipment problems.AI can speed this up with extra software · core task
  • Investigate or report questionable test results.AI can speed this up with extra software · core task
  • Monitor testing procedures to ensure that all tests are performed according to established item specifications, standard test methods, or protocols.AI can speed this up with extra software · core task · Seen in real AI use
  • Identify quality problems and recommend solutions.AI can speed this up with extra software · core task · Seen in real AI use
  • Participate in out-of-specification and failure investigations and recommend corrective actions.AI can speed this up with extra software · core task
  • Supply quality control data necessary for regulatory submissions.AI can speed this up with extra software · core task
  • Serve as a technical liaison between quality control and other departments, vendors, or contractors.AI can speed this up with extra software · core task
  • Participate in internal assessments and audits as required.AI can speed this up with extra software · core task
  • Evaluate analytical methods and procedures to determine how they might be improved.AI can speed this up with extra software · core task · Seen in real AI use
  • Review data from contract laboratories to ensure accuracy and regulatory compliance.AI can speed this up with extra software · supplemental task · Seen in real AI use
  • Coordinate testing with contract laboratories and vendors.AI can speed this up with extra software · supplemental task
  • Evaluate new technologies and methods to make recommendations regarding their use.AI can speed this up with extra software · supplemental task · Seen in real AI use
  • Calibrate, validate, or maintain laboratory equipment.Little or no AI speed-up · core task
  • Ensure that lab cleanliness and safety standards are maintained.Little or no AI speed-up · core task
  • Receive and inspect raw materials.Little or no AI speed-up · core task
  • Train other analysts to perform laboratory procedures and assays.Little or no AI speed-up · core task

Questions about quality control analysts and AI

Will AI replace quality control analysts?

Not entirely. Parts of the job are likely to change as AI takes over routine tasks. Quality Control Analysts score 52 out of 100 (elevated exposure), #193 of 923 US jobs. AI could speed up 22 of the job's 26 tasks, 6 of them on its own, while 4 see little or no speed-up. Exposure means the work is likely to change, not that the job will disappear.

Which quality control analysts tasks can AI do?

The most exposed tasks include "Complete documentation needed to support testing procedures, including data capture forms, equipment logbooks, or inventory forms"; "Write technical reports or documentation, such as deviation reports, testing protocols, and trend analyses"; "Write or revise standard quality control operating procedures".

Which quality control analysts tasks are hardest for AI?

Tasks with little or no AI speed-up include "Calibrate, validate, or maintain laboratory equipment"; "Ensure that lab cleanliness and safety standards are maintained"; "Receive and inspect raw materials".

Are people already using AI for this work?

Yes. In April–May 2026, 10 of the 26 tasks showed up in real conversations with Claude, according to the Anthropic Economic Index.

How many people work as quality control analysts, and what do they earn?

About 73,910 people in the US (figure for Life, Physical, and Social Science Technicians, All Other), with median pay of $62,280 a year (BLS, May 2025).

How to read this score. Exposure measures how much of the work AI could speed up, not whether the job will disappear. A highly exposed job can change shape, with people spending less time on routine tasks and more on the rest. The score counts tasks AI can speed up on its own in full, and tasks that need extra software at half weight.

The ratings come from published research based on GPT-4 (2023). To show what's happening now, each task is also checked against the latest Anthropic Economic Index, which records which tasks people actually use AI for. That data is refreshed automatically when Anthropic publishes a new release. Read the full method.

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