Mandy Liu, PHARM.D.

A profile completeness & documented-activity index — NOT a quality, outcomes, or patient-satisfaction rating.

• Registry tenure38% of score

  4 yrs in NPPES registry

• Profile completeness38% of score

  100% of core fields populated

• Practice footprint23% of score

  1 documented practice location

Signals a provider has no public data for (e.g. Medicare claims) are left out of the score entirely — never counted as zero — so providers without that data are not penalized. See the full formula and weights in our methodology.