Manual performance attribution is a monthly bottleneck, consuming analyst time to decompose returns into allocation, selection, and interaction effects across sectors and factors. A custom workflow automates this daily, integrating with accounting systems (e.g., Eagle PACE) and benchmark data feeds to calculate Brinson-Fachler attribution upon market close. The operational upside is immediate: portfolio managers gain daily insight into alpha drivers, enabling faster tactical adjustments and improving client reporting velocity without adding headcount.




