Jurnal Kesmas Prima Indonesia
Vol. 10 No. 2 (2026): July Edition

Development of a Harmonized Community-Based NCD Surveillance Dataset for Public Health Research

Johannes Bastira Ginting (University Prima Indonesia)
Tri Suci (Universitas Prima Indonesia)
Rizkiyah Novianti (Universitas Prima Indonesia)



Article Info

Publish Date
24 Jul 2026

Abstract

Community-based noncommunicable disease (NCD) surveillance data are increasingly utilized as secondary sources in public health research. Variations in dataset structure, variable nomenclature, data types, and coding systems across surveillance periods frequently impede data integration and subsequent analyses. This study developed a harmonized community-based NCD surveillance dataset using secondary data collected at UPTD Puskesmas Johar Baru, Jakarta, Indonesia, from 2019 to 2021. The methodology included dataset inventory, variable mapping, standardization of variable names, data types, and coding systems, data cleaning, derivation of analytical variables, and dataset integration using Python with the Pandas and NumPy libraries. Three surveillance datasets, comprising 196,949 observations, were successfully integrated. The harmonization process identified 158 unique variables, which were standardized into 17 analytical variables while preserving all observations. The resulting dataset offers a consistent and interoperable structure suitable for epidemiological studies, health program evaluation, and other public health research. Furthermore, the harmonization framework established in this study may serve as a practical reference for standardizing multi-period health surveillance datasets and promoting the broader use of secondary health data in future public health research

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Journal Info

Abbrev

JKPI

Publisher

Subject

Health Professions Medicine & Pharmacology Nursing Public Health

Description

Jurnal Kesmas Prima Indonesia merupakan jurnal yang diterbitkan oleh Fakultas Kesehatan Masyarakat dengan frekuensi penerbitan dua kali setahun, yaitu pada bulan Januari dan Juli. Jurnal ini memuat naskah penelitian dan naskah studi literatur di bidang Ilmu Kesehatan Masyarakat yang meliputi ...