Baby-Friendly monitoring

RECREATED DASHBOARD · SYNTHETIC DATA · KOSI OKEKE
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Measure-level rates & eligible populations

MeasureNumeratorDenominatorRate

Births by delivery method

Delivery methodBirthsShare

What a leader can investigate

Compare early initiation with initiation at any point in the stay. Examine skin-to-skin documentation separately for vaginal and cesarean births. Review subgroup differences alongside their denominators before deciding what needs follow-up.

These are questions supported by the demonstration, not findings from a real hospital. A supplementation rate alone does not establish inappropriate care; clinical indications and informed parental choice matter.

Stratified view

GroupLive birthsInitiation ≤2 hours · n/dExclusive human milk · n/d

Race and ethnicity are separate recorded fields. “Not documented” is retained; no identity is inferred.

How the example calculates rates

Rate = eligible infants meeting the measure ÷ eligible infants × 100. A zero denominator displays “—”, not 0%.

Eligibility and interpretation notes

Initiation: excludes NICU admissions, transfers, and galactosemia. The early measure also requires documented initiation within 120 minutes of birth.

Exclusive human milk: uses singleton, term infants discharged alive, excluding NICU, transfers, galactosemia, and parenteral nutrition. Formula or other non-human-milk liquid disqualifies the example numerator. Direct, expressed, and donor human milk belong in a production feeding classification.

Formula supplementation: the denominator is the eligible exclusive-measure cohort who received any human milk; the numerator received formula as well. Clinical reasons are not modeled here.

Skin-to-skin: separates delivery methods and requires both an immediate-contact flag and at least 60 uninterrupted minutes. This simplified demo excludes NICU and transferred infants; safe/feasible timing, medical exceptions, and complete source documentation require the applicable facility specification.

Rooming-in: uses a precomputed flag for no separation exceeding one hour in any 24-hour period; excludes NICU and transfers. A real implementation requires interval-level separation records.

This is an illustrative implementation, not the current official Facility Data Sheet or a certification calculator. It omits detailed exception adjudication and does not assign compliance targets. For formal reporting, use the facility’s applicable BFUSA instructions and validated source mappings.

Download dashboard preview (SVG)Illustrative SQL

Independent portfolio demonstration. Baby-Friendly USA is the program authority; no endorsement is implied. Official Facility Data Sheet context ↗