--- title: "Population Stability Index (PSI)" type: concept tags: [ml-ops, model-monitoring, drift] sources: [specialized-model-qa] last_updated: 2026-04-20 --- ## Definition Population Stability Index(PSI)用于衡量两个样本分布之间的变化程度,常见于模型监控与特征稳定性分析。 ## Interpretation - < 0.10:无显著偏移 - 0.10–0.25:中等偏移,需要调查 - ≥ 0.25:显著偏移,需要处理 ## Use in Model QA - 检测特征漂移 - 识别训练集与生产集分布差异 - 为复审与再训练提供量化证据 ## Related Concepts - [[Model Audit]] - [[Calibration Testing]] - [[Discrimination Metrics]]