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Record linkage in the Cape of Good Hope Panel

Author

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  • Auke Rijpma
  • Jeanne Cilliers
  • Johan Fourie

Abstract

In this article, we describe the record linkage procedure to create a panel from Cape Colony census returns, or opgaafrolle, for 1787–1828, a dataset of 42,354 household-level observations. Based on a subset of manually linked records, we first evaluate statistical models and deterministic algorithms to best identify and match households over time. By using household-level characteristics in the linking process and near-annual data, we are able to create high-quality links for 84% of the dataset. We compare basic analyses on the linked panel dataset to the original cross-sectional data, evaluate the feasibility of the strategy when linking to supplementary sources, and discuss the scalability of our approach to the full Cape panel.

Suggested Citation

  • Auke Rijpma & Jeanne Cilliers & Johan Fourie, 2020. "Record linkage in the Cape of Good Hope Panel," Historical Methods: A Journal of Quantitative and Interdisciplinary History, Taylor & Francis Journals, vol. 53(2), pages 112-129, April.
    • Handle: RePEc:taf:vhimxx:v:53:y:2020:i:2:p:112-129
    DOI: 10.1080/01615440.2018.1517030
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    Cited by:

    1. Martins, Igor & Cilliers, Jeanne & Fourie, Johan, 2019. "Legacies of Loss: The intergenerational outcomes of slaveholder compensation in the British Cape Colony," Lund Papers in Economic History 197, Lund University, Department of Economic History.
    2. Johan Fourie & Frank Garmon, 2023. "The settlers’ fortunes: Comparing tax censuses in the Cape Colony and early American republic," Economic History Review, Economic History Society, vol. 76(2), pages 525-550, May.
    3. Vittoria La Serra & Emiliano Svezia, 2023. "A robust record linkage approach for anomaly detection in granular insurance asset reporting," Questioni di Economia e Finanza (Occasional Papers) 821, Bank of Italy, Economic Research and International Relations Area.
    4. Vittoria La Serra & Emiliano Svezia, 2024. "A supervised record linkage approach for anomaly detection in insurance assets granular data," Quality & Quantity: International Journal of Methodology, Springer, vol. 58(5), pages 4181-4205, October.
    5. Martins, Igor, 2019. "An Act for the Abolition of the Slave Trade: The Effects of an Import Ban on Cape Colony Slaveholders," African Economic History Working Paper 43/2019, African Economic History Network.
    6. Johan Fourie & Jan Greyling, 2023. "Wheat productivity in the Cape Colony in 1825: evidence from newly transcribed tax censuses," Agrekon, Taylor & Francis Journals, vol. 62(1), pages 98-115, January.
    7. Eric S. M. Protzer & Sultan Orazbayev & Andres Gomez-Lievano & Matte Hartog & Frank Neffke, 2024. "A New Algorithm to Efficiently Match U.S. Census Records and Balance Representativity with Match Quality," Growth Lab Working Papers 238, Harvard's Growth Lab.
    8. Jeanne Cilliers & Erik Green & Robert Ross, 2023. "Did it pay to be a pioneer? Wealth accumulation in a newly settled frontier society," Economic History Review, Economic History Society, vol. 76(1), pages 257-282, February.

    More about this item

    JEL classification:

    • C81 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Microeconomic Data; Data Access
    • N01 - Economic History - - General - - - Development of the Discipline: Historiographical; Sources and Methods

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