Nowcasting Economic Activity in Times of COVID-19 : An Approximation from the Google Community Mobility Report
This paper proposes a leading indicator, the "Google Mobility Index," for nowcasting monthly industrial production growth rates in selected economies in Latin America and the Caribbean. The index is constructed using the Google COVID-19 C...
Main Authors: | , |
---|---|
Format: | Working Paper |
Language: | English |
Published: |
World Bank, Washington, DC
2020
|
Subjects: | |
Online Access: | http://documents.worldbank.org/curated/en/619261589478136374/Nowcasting-Economic-Activity-in-Times-of-COVID-19-An-Approximation-from-the-Google-Community-Mobility-Report http://hdl.handle.net/10986/33794 |
id |
okr-10986-33794 |
---|---|
recordtype |
oai_dc |
spelling |
okr-10986-337942022-09-20T00:11:24Z Nowcasting Economic Activity in Times of COVID-19 : An Approximation from the Google Community Mobility Report Sampi, James Jooste, Charl GOOGLE MOBILITY INDEX CORONAVIRUS INDUSTRIAL PRODUCTION PRODUCTION GROWTH AIR QUALITY MONITORING This paper proposes a leading indicator, the "Google Mobility Index," for nowcasting monthly industrial production growth rates in selected economies in Latin America and the Caribbean. The index is constructed using the Google COVID-19 Community Mobility Report database via a Kalman filter. The Google database is publicly available starting from February 15, 2020. The paper uses a backcasting methodology to increase the historical number of observations and then augments a lag of one week in the mobility data with other high-frequency data (air quality) over January 1, 2019 to April 30, 2020. Finally, mixed data sampling regression is implemented for nowcasting industrial production growth rates. The Google Mobility Index is a good predictor of industrial production. The results suggest a significant decline in output of between 5 and 7 percent for March and April, respectively, while indicating a trough in output in mid-April. 2020-05-21T18:55:16Z 2020-05-21T18:55:16Z 2020-05 Working Paper http://documents.worldbank.org/curated/en/619261589478136374/Nowcasting-Economic-Activity-in-Times-of-COVID-19-An-Approximation-from-the-Google-Community-Mobility-Report http://hdl.handle.net/10986/33794 English Policy Research Working Paper;No. 9247 CC BY 3.0 IGO http://creativecommons.org/licenses/by/3.0/igo World Bank World Bank, Washington, DC Publications & Research Publications & Research :: Policy Research Working Paper Latin America & Caribbean Caribbean Latin America |
repository_type |
Digital Repository |
institution_category |
Foreign Institution |
institution |
Digital Repositories |
building |
World Bank Open Knowledge Repository |
collection |
World Bank |
language |
English |
topic |
GOOGLE MOBILITY INDEX CORONAVIRUS INDUSTRIAL PRODUCTION PRODUCTION GROWTH AIR QUALITY MONITORING |
spellingShingle |
GOOGLE MOBILITY INDEX CORONAVIRUS INDUSTRIAL PRODUCTION PRODUCTION GROWTH AIR QUALITY MONITORING Sampi, James Jooste, Charl Nowcasting Economic Activity in Times of COVID-19 : An Approximation from the Google Community Mobility Report |
geographic_facet |
Latin America & Caribbean Caribbean Latin America |
relation |
Policy Research Working Paper;No. 9247 |
description |
This paper proposes a leading indicator,
the "Google Mobility Index," for nowcasting
monthly industrial production growth rates in selected
economies in Latin America and the Caribbean. The index is
constructed using the Google COVID-19 Community Mobility
Report database via a Kalman filter. The Google database is
publicly available starting from February 15, 2020. The
paper uses a backcasting methodology to increase the
historical number of observations and then augments a lag of
one week in the mobility data with other high-frequency data
(air quality) over January 1, 2019 to April 30, 2020.
Finally, mixed data sampling regression is implemented for
nowcasting industrial production growth rates. The Google
Mobility Index is a good predictor of industrial production.
The results suggest a significant decline in output of
between 5 and 7 percent for March and April, respectively,
while indicating a trough in output in mid-April. |
format |
Working Paper |
author |
Sampi, James Jooste, Charl |
author_facet |
Sampi, James Jooste, Charl |
author_sort |
Sampi, James |
title |
Nowcasting Economic Activity in Times of COVID-19 : An Approximation from the Google Community Mobility Report |
title_short |
Nowcasting Economic Activity in Times of COVID-19 : An Approximation from the Google Community Mobility Report |
title_full |
Nowcasting Economic Activity in Times of COVID-19 : An Approximation from the Google Community Mobility Report |
title_fullStr |
Nowcasting Economic Activity in Times of COVID-19 : An Approximation from the Google Community Mobility Report |
title_full_unstemmed |
Nowcasting Economic Activity in Times of COVID-19 : An Approximation from the Google Community Mobility Report |
title_sort |
nowcasting economic activity in times of covid-19 : an approximation from the google community mobility report |
publisher |
World Bank, Washington, DC |
publishDate |
2020 |
url |
http://documents.worldbank.org/curated/en/619261589478136374/Nowcasting-Economic-Activity-in-Times-of-COVID-19-An-Approximation-from-the-Google-Community-Mobility-Report http://hdl.handle.net/10986/33794 |
_version_ |
1764479531831263232 |