Immunization Recovery and Measles Risk Archetypes Across Countries, 2019–2024

S. Ramakrishnan's analysis on figshare provides operational intelligence for immunization recovery. The multicountry observational panel from 2019 to 2024 uses indicators of service disruption and system capacity to model recovery debt and measles outbreak risk. Four robust service delivery archetypes were identified, linking routine indicators to immunization service risk.

Use Cases

• Clustering countries into service delivery archetypes based on disruption and capacity indicators mentioned in the description
• Modeling the association between recovery debt and reported measles activity using negative binomial models described
• Monitoring service improvements and outbreak risk by tracking transitions between risk archetypes over time

Strengths

• Analysis spans a 5-year observational panel from 2019 to 2024
• Identifies four robust service delivery archetypes with distinct driver profiles
• Findings remained robust across prespecified sensitivity analyses

Limitations

• Dataset is a 13.9 KB DOCX file, suggesting limited raw data or a summary document
• Column-level documentation and sample data are unavailable
• Row count and specific country coverage are unknown

Provenance

Source

S. Ramakrishnan via figshare

Collection Method

Multicountry observational panel analysis using routinely available indicators

Time Range

2019–2024

Freshness

Last updated 2026-05-07 05:42:17

Geography

Multiple countries (specifics unknown)