Journal of Business and Political Economy: Biannual Review of The Indonesian Economy Review
Vol. 7 No. 2 (2025): Journal of Business and Political Economy: Biannual Review of The Indonesian Ec

Applied Big Data Driven Study on Shock Absorption and Tolerance Bands of Staple Food Commodities Price Volatility in East Java

Herawan, Jonathan (Unknown)
Aviliani, Avi (Unknown)
Kartawinata, Matthew (Unknown)



Article Info

Publish Date
05 Mar 2026

Abstract

This study investigates the day-to-day volatility dynamics of five staple food commodities in East Java which are Red Bird’s Eye Chili Pepper, Medium Rice, Bendera Powdered Milk, Free-Range Chicken Meat, and Commercial Chicken Eggs. By utilizing daily price data from January 1, 2021, to February 2, 2025, collected via big-data scraping of a government price monitoring website. A GARCH model with Student-t innovations is fitted to each return series, from which one-day 95% Value-at-Risk (VaR) thresholds are derived to establish an evidence-based "tolerance band" for policy intervention. The results show that Red Bird’s Eye Chili Pepper has the widest band, with an allowable daily drop of 2.5% and a rise of 10.14%, whereas Bendera Powdered Milk exhibits the narrowest range. All five series display extreme volatility persistence coefficients are near or above 1, but a critical finding is that the markets for Medium Rice and Free-Range Chicken Meat are not shock absorbent, with persistence values exceeding 1. This indicates that any market disruption has a permanent effect on their future volatility, pointing to deep structural inefficiencies. These empirically derived VaR-based guardrails provide a quantitative framework for timely market stabilization, while the persistence analysis highlights the need for long-term structural reforms, particularly for the rice and chicken sectors. Keywords: food price volatility; GARCH;  value-at-risk; big data. JEL: C54, Q11, Q1

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Journal Info

Abbrev

BisnisEkonomiPolitik

Publisher

Subject

Economics, Econometrics & Finance Social Sciences

Description

Journal of Business and Political Economy: Biannual Review of The Indonesian Economy Review [P-ISSN 2685-2004] is devoted to the study of political economy, economy, and business issues, focussing on encouraging transparency on the economic decision-making process in Indonesia. The review is ...