Table 5 Impact of multi-app store strategy on operation performance of individual merchants coping with COVID-19 by product category.

From: COVID-19 containment policies, digitalization and sustainable development goals: evidence from Alibaba’s administrative data

Dependent Variable

ln(number of orders)

ln(net GMV)

ln(average net GMV per order)

Ratio of subsidies to GMV

ln(number of SKUs)

 

(1)

(2)

(3)

(4)

(5)

Dummy of cooked food*dummy of a chain store*Wuhan’s lockdown

0.039***

0.051***

0.013***

0.006***

−0.001

 

(0.006)

(0.007)

(0.002)

(0.001)

(0.002)

Dummy of cooked food*dummy of a chain store*post Wuhan’s lockdown

0.103***

0.113***

0.007***

0.005***

0.058***

 

(0.003)

(0.004)

(0.001)

(0.000)

(0.001)

Dummy of uncooked food*dummy of a chain store*Wuhan’s lockdown

0.122***

0.241***

0.104***

−0.015***

0.062***

 

(0.010)

(0.012)

(0.004)

(0.001)

(0.004)

Dummy of uncooked food*dummy of a chain store*post Wuhan’s lockdown

−0.054***

0.002

0.030***

−0.029***

−0.028***

 

(0.006)

(0.007)

(0.002)

(0.001)

(0.002)

Dummy of pharmacy*dummy of a chain store*Wuhan’s lockdown

0.260***

0.408***

0.111***

−0.014**

−0.393***

 

(0.046)

(0.054)

(0.016)

(0.006)

(0.016)

Dummy of pharmacy*dummy of a chain store*post Wuhan’s lockdown

0.807***

0.882***

0.043***

0.008**

−0.486***

 

(0.028)

(0.034)

(0.010)

(0.004)

(0.010)

Dummy of others*dummy of a chain store*Wuhan’s lockdown

0.200***

0.134***

−0.044***

0.024***

0.069***

 

(0.009)

(0.011)

(0.003)

(0.001)

(0.003)

Dummy of others*dummy of a chain store*post Wuhan’s lockdown

0.270***

0.254***

−0.021***

0.010***

0.114***

 

(0.005)

(0.006)

(0.002)

(0.001)

(0.002)

Shop fixed effects

Yes

Yes

Yes

Yes

Yes

District-week fixed effects

Yes

Yes

Yes

Yes

Yes

Observations

≥1,000,000

  1. Standard errors are in parentheses. ***, ** and * represent significant at the 1%, 5% and 10% levels, respectively. Observations are at the shop-week level. Control variables include shop characteristics and same-side network effects measured by the logarithm of the number of shops in a city-district.