A mark and recapture perspective on vaccination touchpoints

This paper considers large-scale vaccination campaigns, a major platform for vaccine access in a lot of the world, as a recapture estimate of the target population marked by routine immunization. Framing the campaign as a measurement, we learn about its properties, including the campaign’s coverage of the target population and some implied sampling properties of post-campaign coverage surveys (PCCSs), the current gold-standard in implementation quality measurement. We develop this idea in the context of the 2023 measles campaign in Kano State, Nigeria, where we have detailed implementation data collected by vaccination teams involved in that effort. Looking specifically at the teams’ tally sheets, the daily records of who they vaccinated, we find significant discrepancies between the recapture estimates and those from the corresponding PCCS. Exploring a variety of bias models applied to both the tally sheets and the PCCS helps clarify how anecdotal issues from the field relate to this discrepancy. Overall, we find that the tally sheets, despite being an unorthodox population sample, provide a tractable perspective on implementation and measurement, one that’s in principle available nearly instantly and at high resolution for any vaccination touchpoint.

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Publication Details

Journal
Gates Open Research
Published
2026-09-01
DOI
https://doi.org/10.12688/gatesopenres.16396.1
Primary Topic
Vaccine Coverage and Hesitancy
Type
article
Field-Weighted Citation Impact
0.00

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article

A mark and recapture perspective on vaccination touchpoints

Niket Thakkar
Gates Open Research
Vaccine Coverage and Hesitancy
article

A mark and recapture perspective on vaccination touchpoints

Niket Thakkar
article en

Abstract

This paper considers large-scale vaccination campaigns, a major platform for vaccine access in a lot of the world, as a recapture estimate of the target population marked by routine immunization. Framing the campaign as a measurement, we learn about its properties, including the campaign’s coverage of the target population and some implied sampling properties of post-campaign coverage surveys (PCCSs), the current gold-standard in implementation quality measurement. We develop this idea in the context of the 2023 measles campaign in Kano State, Nigeria, where we have detailed implementation data collected by vaccination teams involved in that effort. Looking specifically at the teams’ tally sheets, the daily records of who they vaccinated, we find significant discrepancies between the recapture estimates and those from the corresponding PCCS. Exploring a variety of bias models applied to both the tally sheets and the PCCS helps clarify how anecdotal issues from the field relate to this discrepancy. Overall, we find that the tally sheets, despite being an unorthodox population sample, provide a tractable perspective on implementation and measurement, one that’s in principle available nearly instantly and at high resolution for any vaccination touchpoint.

Gates Open ResearchVol. 10
Gates Foundation (US)
Bill and Melinda Gates Foundation
Good health and well-being
Openalex Percentile: Top 7%
Vaccine Coverage and Hesitancy
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A mark and recapture perspective on vaccination touchpoints — Niket Thakkar · Gates Open Research (2026) | TGRS Research Map | TGRS