An Attrition Risk Score Is Not a Label

At 9:05 a.m., a sales director asks Sofia for “the list of people who are going to quit.” The model ranks 38 employees above 0.72 risk, but Sofia knows a list like that can damage trust fast. Attrition modeling estimates probability from historical patterns. works when people analytics separates signal, decision, and action. Start with a business question that has a real owner: which roles are leaving, which engagement needs are weak, which workforce metric is moving, and what decision will change if the pattern is credible. Then define the denominator, time window, employee population, and comparison group before looking…

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