Advantage: Non-parametric and can correct any monotonic miscalibration pattern, no matter how complex. - Disadvantage: Requires more calibration data (at least 500-1000 observations) to avoid overfitting. With small calibration sets, it can produce noisy, unreliable calibration mappings.