Statistical Analysis
Standard Error of Measurement (SEM) & 95% Minimal Detectable Change (MDC95)
Convert baseline standard deviation and test-retest reliability (ICC) into Standard Error of Measurement SEM = SD * SQRT(1 - ICC) and two-measurement Minimal Detectable Change MDC_95.
Why two noisy measurements require SQRT(2) scaling in MDC95
In psychometric testing, physical-therapy outcomes, and industrial gauge R&R, an individual’s single observed score X carries random within-subject measurement error with Standard Error of Measurement SEM = SD_baseline * SQRT(1 - r_xx), where r_xx is the test-retest Intraclass Correlation Coefficient (ICC).
When evaluating longitudinal change Delta_X = X_post - X_pre on the same subject, independent measurement errors from both timepoints add in variance: Var(X_post - X_pre) = SEM^2 + SEM^2 = 2 * SEM^2, so SD_diff = SQRT(2) * SEM. Multiplying by z_0.975 = 1.96 yields the 95% Minimal Detectable Change MDC_95 = 1.96 * SQRT(2) * SEM (and 1.645 * SQRT(2) * SEM for MDC_90): any individual score shift smaller than MDC_95 cannot be distinguished from random retest noise.
| Reliability Metric | Formula | Scale (SD = 12.0, ICC = 0.91) |
|---|---|---|
| Standard Error of Measurement | SD * SQRT(1 - ICC) | 3.60 points |
| 90% Minimal Detectable Change | 1.645 * SQRT(2) * SEM | 8.37 points |
| 95% Minimal Detectable Change | 1.96 * SQRT(2) * SEM | 9.98 points |
| Patient Gain +11.5 pts | ABS(Delta_X) >= MDC_95 | REAL_CHANGE_95 |
Standard Error of Measurement (SEM) Formula
Multiply baseline population/pooled SD by SQRT(1 - ICC) (clamping 1 - ICC >= 0).
=ROUND(B2 * SQRT(MAX(0, 1 - B3)), 4)95% Minimal Detectable Change (MDC_95) Formula
Scale SEM by 1.96 * SQRT(2) (~2.7719 * SEM) to establish the minimum statistically real individual change threshold.
=ROUND(1.96 * SQRT(2) * E2, 2)Try the example
Use the original values or change them to test your understanding.