What makes a teacher evaluation legally defensible: the evidence, consistency, notice, documentation, and due-process standards (including Loudermill) that decide whether a rating holds up when challenged. A practical guide for
Whether an AI-assisted teacher evaluation holds up depends on the process, not the AI itself. The four properties that make any evaluation defensible, where AI helps, where it adds risk, and what to ask before it reaches a personnel file.