Data quality level | Statistical requirement |
---|---|
Definitive Q3 | R2 = 0.85–1. Relative standard deviation (RSD) ≤ 10%. Inferential statistics (test for gradient of line = 1 and y-intercept = 0) must indicate the two datasets are statistically similar (at the 95% confidence level), i.e., relationship y = x accepted |
Quantitative screening Q2 | R2 = 0.70–1. Relative standard deviation (RSD) < 20%. Inferential statistics indicate the two datasets are statistically different; i.e., relationship y = mx or y = mx + c accepted |
Qualitative screening Q1 | R2 = less than 0.70. Relative standard deviation (RSD) > 20%. Inferential statistics indicate that two datasets are statistically different |