A portfolio manager asking a simple question—“Which positions drove active risk this quarter and why?”—may require data from multiple systems to perform attribution, analyze factor exposures and benchmarks, review market events, reconcile calculations, and manually piece together insights before they can be shared with clients or presented to a risk committee.