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通过替代数据和大数据技术进行的经济分析:它们对巴西有何启示?

Economic analysis through alternative data and big data techniques: what do they tell about Brazil?

作者信息

Libório Matheus Pereira, Ekel Petr Iakovlevitch, da Silva Martins Carlos Augusto Paiva

机构信息

Pontifical Catholic University of Minas Gerais, Belo Horizonte, 30535-012 Brazil.

Federal University of Minas Gerais, Belo Horizonte, 31270-901 Brazil.

出版信息

SN Bus Econ. 2023;3(1):3. doi: 10.1007/s43546-022-00387-z. Epub 2022 Dec 5.

DOI:10.1007/s43546-022-00387-z
PMID:36531601
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9734695/
Abstract

Alternative data are now widely used in economic analyses worldwide but still infrequent in studies on the Brazilian economy. This research demonstrates how alternative data extracted from Google Trends and Google Mobility contribute to innovative economic analysis. First, it demonstrates that the search for the future on the internet is correlated ( = 0.62) with the average household income in Brazilian states. The three Brazilian states with the most people looking for the future on the internet have an average household income 1.6 times higher than people from states that do not have this behavior. The search for the future represents 10.9% of the economic development potential of the states, while the proportion of people with university degrees, scientific publications, and researchers represents another 60.4%. The reduction in mobility in retail/recreation locations averaged 34.28% in Brazil, Ecuador, Paraguay, and Uruguay. This group of countries had COVID-19 infection and death rates 1.25 and 1.74 times higher than in countries that reduced their mobility in retail/recreation locations by 45.03%. The impact of reduced mobility in retail/recreation locations on the unemployment rate, gross domestic product degrowth, and inflation in countries such as Brazil was 1.1, 2.2, and 2.6 times lower than in countries that reduced mobility more of people. The research contributions are associated with identifying new indicators extracted from alternative data and their application to carry out innovative economic analyses.

摘要

替代数据目前在全球经济分析中被广泛使用,但在巴西经济研究中仍然很少见。本研究展示了从谷歌趋势和谷歌移动性中提取的替代数据如何有助于创新经济分析。首先,研究表明在互联网上对未来的搜索与巴西各州的家庭平均收入相关(相关系数为0.62)。在互联网上搜索未来的人数最多的三个巴西州的家庭平均收入比没有这种行为的州的人高出1.6倍。对未来的搜索占各州经济发展潜力的10.9%,而拥有大学学位、科学出版物和研究人员的人口比例占另外60.4%。巴西、厄瓜多尔、巴拉圭和乌拉圭零售/娱乐场所的流动性平均下降了34.28%。这组国家的新冠病毒感染率和死亡率分别比零售/娱乐场所流动性下降45.03%的国家高1.25倍和1.74倍。巴西等国家零售/娱乐场所流动性下降对失业率、国内生产总值负增长和通货膨胀的影响分别比流动性下降更多的国家低1.1倍、2.2倍和2.6倍。本研究的贡献在于识别从替代数据中提取的新指标及其在进行创新经济分析中的应用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/729a/9734695/ca294f435448/43546_2022_387_Fig5_HTML.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/729a/9734695/9aa7bedca861/43546_2022_387_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/729a/9734695/84340b350760/43546_2022_387_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/729a/9734695/3d2d816ed487/43546_2022_387_Fig3_HTML.jpg
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本文引用的文献

1
Comparing community mobility reduction between first and second COVID-19 waves.比较新冠疫情第一波和第二波期间社区流动性降低情况。
Transp Policy (Oxf). 2021 Oct;112:114-124. doi: 10.1016/j.tranpol.2021.08.004. Epub 2021 Aug 25.
2
Are Mobility and COVID-19 Related? A Dynamic Analysis for Portuguese Districts.出行与新冠疫情有关吗?葡萄牙各地区的动态分析。
Entropy (Basel). 2021 Jun 21;23(6):786. doi: 10.3390/e23060786.
3
Stay-at-home orders, social distancing, and trust.居家令、社交距离和信任。
J Popul Econ. 2021;34(4):1321-1354. doi: 10.1007/s00148-021-00848-z. Epub 2021 Jun 19.
4
Mobility-based real-time economic monitoring amid the COVID-19 pandemic.基于移动性的 COVID-19 大流行期间实时经济监测。
Sci Rep. 2021 Jun 22;11(1):13069. doi: 10.1038/s41598-021-92134-x.
5
Associations between changes in population mobility in response to the COVID-19 pandemic and socioeconomic factors at the city level in China and country level worldwide: a retrospective, observational study.应对 COVID-19 大流行期间人口流动变化与中国城市层面和全球国家层面社会经济因素的关联:一项回顾性观察研究。
Lancet Digit Health. 2021 Jun;3(6):e349-e359. doi: 10.1016/S2589-7500(21)00059-5.
6
Poverty and COVID-19 in Africa and Latin America.非洲和拉丁美洲的贫困与新冠疫情
World Dev. 2021 Jun;142:105422. doi: 10.1016/j.worlddev.2021.105422. Epub 2021 Feb 16.
7
Socio-demographic factors associated with self-protecting behavior during the Covid-19 pandemic.与新冠疫情期间自我保护行为相关的社会人口学因素。
J Popul Econ. 2021;34(2):691-738. doi: 10.1007/s00148-020-00818-x. Epub 2021 Jan 14.
8
Causal impact of masks, policies, behavior on early covid-19 pandemic in the U.S.口罩、政策、行为对美国早期新冠疫情的因果影响
J Econom. 2021 Jan;220(1):23-62. doi: 10.1016/j.jeconom.2020.09.003. Epub 2020 Oct 17.
9
COVID-19 outbreak, social response, and early economic effects: a global VAR analysis of cross-country interdependencies.新冠疫情、社会应对措施及早期经济影响:跨国相互依存关系的全球向量自回归分析
J Popul Econ. 2021;34(1):223-252. doi: 10.1007/s00148-020-00792-4. Epub 2020 Aug 19.
10
The Value of Greenspace Under Pandemic Lockdown.疫情封锁期间绿地空间的价值
Environ Resour Econ (Dordr). 2020;76(4):1161-1185. doi: 10.1007/s10640-020-00489-y. Epub 2020 Aug 4.