International Journal of Geography, Social, and Multicultural Education (IJGSME)
Vol. 4 No. 2 (2026): 1 October 2026

Decoding Climate Teleconnections: An Asymmetric Time-Lag Analysis of the Oceanic Niño Index and Chikungunya Dynamics in Indonesia, 2013–2023

Yonatan Yolius Anggara (Universitas Negeri Yogyakarta)
Ery Surya Sevriana (Soerojo Hospital)



Article Info

Publish Date
01 Oct 2026

Abstract

Raw macro-climatic and epidemiological time series are inherently prone to non-stationary biases and linear seasonal trends, causing spurious correlations that mask genuine environmental teleconnections. This study aimed to evaluate and measure the long-distance relationship between the global Oceanic Niño Index (ONI) and local Chikungunya virus (CHIKV) transmission dynamics in Indonesia from January 2012 to December 2023 (n = 144 months). Methodologically, a quantitative associative time-series design was employed within RStudio. Both datasets exhibited non-normal distributions (p=0.000) and raw non-stationarity via Augmented Dickey-Fuller testing (p>0.05). To eliminate mathematical bias, a first-order differencing transformation was applied, successfully achieving stationarity (p=0.0100). The Cross-Correlation Function (CCF) was then calculated across an interaction window from Lag -6 to Lag +6 months. The results revealed a highly dynamic double-peak epidemiological pattern, peaking in 2013 (15,324 cases) and 2023 (6,049 cases). While no instantaneous correlation occurred at Lag 0 (r=-0.0180), a significant, optimal positive cross-correlation emerged at Lag -6 (r=0.1246). This confirms an asymmetric teleconnection where an increase in the ONI—shifting toward an El Niño phase—preceding the current period by six months directly drives increased Chikungunya outbreaks in Indonesia, providing a vital baseline for climate-based Early Warning Systems.

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Journal Info

Abbrev

ijgsme

Publisher

Subject

Humanities Earth & Planetary Sciences Education Environmental Science Social Sciences

Description

The International Journal of Geography, Social, and Multicultural Education is a journal published by the Postgraduate Geography Education at the State University of Surabaya. This journal contains articles related to geography education, social education, and multicultural education. This journal ...