Test learners' ability to evaluate AI-driven automation initiatives in professional services by: calculating and critiquing ROI (costs, benefits, TCO, time horizon, sensitivity analysis); identifying and assessing ethical risks (bias, transparency, client confidentiality, accountability, regulatory compliance); analyzing workforce impacts (job displacement vs augmentation, skills gaps, redeployment, labor cost implications, change management); applying evaluation frameworks and metrics; conducting stakeholder and scenario analyses; and formulating justified mitigation, governance, and implementation recommendations. Questions may require quantitative calculations, qualitative judgments, and evidence-based recommendations for responsible deployment.