Developing Quality Metrics and Error in Record Linkage Methodologies
Conference
65th ISI World Statistics Congress 2025
Format: IPS Abstract - WSC 2025
Keywords: data-linkage, data-quality, error, probabilisticlinkage
Tuesday 7 October 10:50 a.m. - 12:30 p.m. (Europe/Amsterdam)
Abstract
We discuss creating a system for estimating error & quality in Fellegi-Sunter record linkage systems that accounts for linked record re-use. The system establishes a decision threshold algorithmically. The multi-component Bayesian decisions inherent to F-S record linkage require more robust theoretical descriptions of model weights. We describe the complex issues implementing changes to record linkage practices begun more than two decades ago to ensure transparency & replicability.