A strong record in research quality, consulting delivery assurance, audit, risk, data governance or a related field; typically4+ years, with equivalent achievement considered. Clear evidence-based writing, structured risk judgment and constructive challenge. Basic AI learning plus a practical ability to identify and explain AI output failures.