Evidence map›Paper›PMID 36338242›Full record

ArticleFood policy2022

Has COVID-19 accelerated the E-commerce of agricultural products? Evidence from sales data of E-stores in China.

Jianxin Guo, Songqing Jin, Jichun Zhao, Hongbiao Wang, Fang Zhao

Open access · greenAbstract read
In one paragraph

Article in Food policy, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
6.2field-weighted citation impact, top 4% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed, 46 citations in OpenAlex.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors at 1 institution in 2 countries.

Jianxin GuoInstitute of Data Science and Agricultural Economics, Beijing Academy of Agricultural and Forestry Sciences, Beijing 100097, China.
Songqing JinChina Academy for Rural Development (CARD), School of Public Affairs, Zhejiang University, Hangzhou 310058, China.
Jichun ZhaoInstitute of Data Science and Agricultural Economics, Beijing Academy of Agricultural and Forestry Sciences, Beijing 100097, China.
Hongbiao WangInstitute of Data Science and Agricultural Economics, Beijing Academy of Agricultural and Forestry Sciences, Beijing 100097, China.
Fang ZhaoBG2_BUBA_AILAB GienTech Technology Co., Ltd. Beijing 100192, China.
Michigan State University · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

We investigated the operation of e-stores specializing in food and agricultural products before and after the occurrence of COVID-19. A difference-in-difference (DID) method was employed to estimate the relationship between COVID-19 and the online sales of agricultural products using data from 164,002 food and agricultural product e-commerce stores (in short, e-stores) of two major Chinese e-commerce platforms in 120 prefectural-level or above cities. The results demonstrated that while COVID-19 and its control measures were associated with a substantial growth in the monthly sales of food and agricultural product e-stores, the growth varies considerably across store scales and with the type of food and agricultural product in which an e-store is specialized. Micro stores experienced much larger growth and played a more important role in maintaining the resilience of the supply chain of food and agricultural products than larger-scale stores; stores selling more essential food items experienced larger growth than those selling leisure food items. A mechanism analysis further revealed that the growth of online sales of agricultural products was mainly driven by changes in consumers' food purchase behaviors from offline channels to online channels (i.e., an increase in the number of online customer orders and price per online order) starting with the onset of COVID-19. The results of this paper underscore the importance of e-commerce in maintaining the resilience of the agri-food supply chain and call for public support of the development of micro- and small-scale e-stores to meet consumers' increasing demand for food supply from those types of stores during the pandemic period.

Indexed as

Agricultural productsChinaCOVID-19Difference-in-differenceE-commerceResilience of the supply chain

Identifiers

PMID36338242
PMCPMC9626436
OpenAlexW4308151888

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.