Blind testing
Blind testing is a quality-control practice in which samples with known composition are sent to a laboratory without analysts being told what they are. The laboratory handles them like ordinary specimens, and the results are compared with the true values.
Also called: blind proficiency testing, blind quality control, blind QC
Blind testing (also known as blind proficiency testing or blind quality control) is a laboratory quality-control method in which samples with a known composition are hidden inside routine daily work. Analysts handle them like normal specimens, so the laboratory can observe its real-world error rate, not only its best-case performance on labeled standards.
Blind testing samples follow the standard laboratory workflow
The hidden sample passes through the usual workflow: receipt, preparation, analysis, and reporting. After the result is issued, the submitting party compares the reported value with the known true value. Any difference can show where the laboratory's process, equipment, staff work, or reporting failed.
When you judge a Certificate of Analysis (COA), documented blind testing is stronger evidence than accreditation alone. Standards such as ISO-IEC 17025 are valuable, but audits can miss specific day-to-day errors. Blind testing checks whether the COA reflects actual laboratory accuracy under normal conditions.
- Analytical accuracy and precision
- Adherence to standard operating procedures
- Operator performance and equipment calibration
- Clerical accuracy in data entry and reporting
- Potential signs of bias or professional misconduct
Laboratory blind testing is distinct from clinical trial blinding
Laboratory blind testing is different from blinding in clinical trials, although the terms sound similar. In clinical research, blinding hides treatment allocation from participants or researchers, such as in single-blind or double-blind designs. In the laboratory, blind testing hides the sample's identity or expected result from the technician, so the quality-control process can be judged without that knowledge influencing the work.
Sources
- Implementing blind proficiency testing in forensic laboratories - PMC
- What Is A Single Blind Study? Single Blind vs Double Blind ...
- Double-Blind Study - StatPearls - NCBI Bookshelf - NIH
- Implementation of a Blind Quality Control Program in a Forensic ...
- Blinding in Clinical Trials: Seeing the Big Picture - PMC - NIH
- Peer-review Blinded Assay Test (P-BAT): a framework for trustless laboratory quality assurance for state-regulated cannabis markets
- 10 Things You Should Be Doing to Verify Your Testing Labs' Data
- What Is An Open Label Clinical Trial?
- Reducing bias in open-label trials where blinded outcome assessment is not feasible: strategies from two randomised trials
- Considerations for open-label clinical trials: design, conduct, and analysis
- The limits of accreditation: Monopoly, insularity, and the need for openness in forensic science - PMC
- Randomized double blind placebo control studies, the “Gold Standard” in intervention based studies
- Quality control by blind sample analysis - PubMed
- Protecting against researcher bias in secondary data analysis - PMC
- Blinding: Who, what, when, why, how? - PMC
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