Attribution Engine

Every output answers: "What changed, and why?" — AD portfolio forecast drivers.

Growth Drivers

+$5,400M

Headwinds

-$2,900M

Net Change

+$2,500M

Forecast Attribution Waterfall

Growth Drivers

AD Market Growth+$1,800M
KP-723NM-26PX-128PX-130
Dupixent LOE Tailwind+$2,400M
NM-26PX-128
JAK Safety Shift+$1,200M
NM-26PX-128

Headwinds

Payer Access Headwind$-900M
KP-723PX-128PX-130
Competitive Launches$-1,400M
KP-723NM-26PX-128PX-130
Pricing Pressure$-600M
KP-723NM-26PX-128PX-130