Forecasting Potential Impact of COVID-19 Outbreak on India's GDP Using ARIMA Model

Imtinungsang Jamir
{"title":"Forecasting Potential Impact of COVID-19 Outbreak on India's GDP Using ARIMA Model","authors":"Imtinungsang Jamir","doi":"10.2139/ssrn.3613724","DOIUrl":null,"url":null,"abstract":"The outbreak of COVID-19 has brought the world economy at standstill which brings huge challenges to major affected countries. The impact of this disease on economy is highly uncertain putting policymakers in difficult situation to formulate appropriate policy in a short time. India being the second most populous country in the world after China, there is no easy way to contain the virus from spreading. Early anticipation is that, this pandemic will give a major blow to nation’s economy when the country is already experiencing continuous decline in GDP growth for the past few quarters. In order to better understand possible economic outcome, this paper attempts to model and forecast GDP growth rate of India for the next 11 quarters from Q2 of 2020 to Q4 of 2022. Using quarterly GDP data, Box-Jenkins methodology has been applied to forecast short-term GDP in ARIMA (1, 1, 4) model. The prediction made in this paper demonstrates worrying economy for India that even with contained outbreak and several stimulus measures taken by the government, the pandemic could have a significant impact on Indian economy in the short-run with no signs of recovery. The result indicates that India will continue to experience significant decline of GDP growth till the fourth quarter of 2022. However, the forecast made in this study is only indicative rather than definitive.","PeriodicalId":13563,"journal":{"name":"Insurance & Financing in Health Economics eJournal","volume":"160 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2020-06-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Insurance & Financing in Health Economics eJournal","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2139/ssrn.3613724","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

Abstract

The outbreak of COVID-19 has brought the world economy at standstill which brings huge challenges to major affected countries. The impact of this disease on economy is highly uncertain putting policymakers in difficult situation to formulate appropriate policy in a short time. India being the second most populous country in the world after China, there is no easy way to contain the virus from spreading. Early anticipation is that, this pandemic will give a major blow to nation’s economy when the country is already experiencing continuous decline in GDP growth for the past few quarters. In order to better understand possible economic outcome, this paper attempts to model and forecast GDP growth rate of India for the next 11 quarters from Q2 of 2020 to Q4 of 2022. Using quarterly GDP data, Box-Jenkins methodology has been applied to forecast short-term GDP in ARIMA (1, 1, 4) model. The prediction made in this paper demonstrates worrying economy for India that even with contained outbreak and several stimulus measures taken by the government, the pandemic could have a significant impact on Indian economy in the short-run with no signs of recovery. The result indicates that India will continue to experience significant decline of GDP growth till the fourth quarter of 2022. However, the forecast made in this study is only indicative rather than definitive.
利用ARIMA模型预测COVID-19疫情对印度GDP的潜在影响
新冠肺炎疫情使世界经济陷入停滞,给主要疫区国家带来巨大挑战。这种疾病对经济的影响具有高度的不确定性,使决策者难以在短时间内制定适当的政策。印度是仅次于中国的世界第二大人口大国,要遏制病毒的传播并不容易。早期的预测是,在过去几个季度国内生产总值增长持续下降的情况下,这次大流行将对国家经济造成重大打击。为了更好地理解可能的经济结果,本文试图建立模型并预测印度从2020年第二季度到2022年第四季度的未来11个季度的GDP增长率。利用季度GDP数据,Box-Jenkins方法在ARIMA(1,1,4)模型中用于预测短期GDP。本文的预测显示了印度经济的担忧,即使疫情得到控制,政府采取了一些刺激措施,疫情也可能在短期内对印度经济产生重大影响,没有复苏的迹象。结果表明,印度将继续经历GDP增长的显著下降,直到2022年第四季度。然而,这项研究的预测只是指示性的,而不是决定性的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信