ARCH/GARCH 分析:估算印度尼西亚牛肉价格的波动性

Atikah Fajriyah Mubarok, K. Komalawati, Agus Setiadi
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摘要

本研究分析了印度尼西亚牛肉价格的波动情况,牛肉是一种对生产者和消费者福利有重大影响的战略商品。持续且不稳定的价格波动给生产者带来了经济风险,威胁着农民的经济稳定。本文使用 ARCH / GARCH 模型分析了从印度尼西亚银行国家战略食品价格信息中心获得的 2017 年 7 月 10 日至 2023 年 12 月 31 日的每日牛肉价格数据。GARCH(2,2)模型最适合估算印尼牛肉价格的波动性,其波动性较低且长期可持续。影响这种波动的因素包括饲料牛和牛肉进口、汇率、牲畜疾病、COVID-19 大流行病以及新常态时期的 PPKM 和 PSBB 等政府政策。斋月、开斋节、圣诞节和新年等重要事件也会影响牛肉的价格波动。本研究旨在帮助政府制定更有效的短期、中期和长期市场稳定政策。 关键词:牛肉、ARCH/GARCH、价格波动、波动性
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ARCH/GARCH Analysis: Estimating Beef Price Volatility in Indonesia
This study analyses the volatility of beef prices in Indonesia, a strategic commodity that significantly impacts the welfare of producers and consumers. The sustained and erratic price fluctuations pose an economic risk to producers and threaten farmers' economic stability. ARCH / GARCH models were used to analyze daily beef price data from 10 July 2017 to 31 December 2023, obtained from the National Strategic Food Price Information Centre of Bank Indonesia. The GARCH (2,2) model is the most suitable for estimating the volatility of beef prices in Indonesia, with low and sustainable volatility in the long run. Factors that affect this volatility include feeder cattle and beef imports, exchange rates, livestock diseases, the COVID-19 pandemic, and government policies such as PPKM and PSBB during the new normal era. Important events such as Ramadan, Eid al-Fitr, Christmas, and New Year also influence price volatility of beef. This research aims to assist the government to design more effective market stabilization policies in the short, medium, and long term period. Keywords: beef, ARCH/GARCH, price volatility, fluctuation
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