Table 4.
Residential areas | Workplaces | Parks | Transit Stations | Retail and Recreation | Grocery and Pharmacy | |
---|---|---|---|---|---|---|
Panel A. Economies with at least 60% Smartphone penetration | ||||||
Government stringency | 0.22*** | −0.30*** | −0.02*** | −0.12*** | −0.12*** | −0.31*** |
(0.00) | (0.00) | (0.00) | (0.00) | (0.00) | (0.00) | |
Power Distance | 0.04*** | 0.03*** | −0.04*** | −0.00 | −0.01 | −0.05*** |
(0.00) | (0.00) | (0.00) | (0.80) | (0.29) | (0.00) | |
Log GDP per capita | 0.07*** | −0.04*** | −0.01* | −0.01* | −0.01** | 0.01 |
(0.00) | (0.00) | (0.09) | (0.07) | (0.02) | (0.43) | |
Number of observations | 4814 | 4818 | 4818 | 4818 | 4818 | 4808 |
Number of economies | 38 | 38 | 38 | 38 | 38 | 38 |
Panel B. Economies with at least 50% Smartphone penetration | ||||||
Government stringency | 0.17*** | −0.30*** | −0.02*** | −0.10*** | −0.11*** | −0.29*** |
(0.00) | (0.00) | (0.00) | (0.00) | (0.00) | (0.00) | |
Power Distance | 0.02** | 0.02*** | −0.02*** | 0.01* | 0.00 | −0.03*** |
(0.02) | (0.00) | (0.00) | (0.07) | (0.93) | (0.00) | |
Log GDP per capita | 0.04*** | −0.04*** | 0.01 | −0.01* | −0.00 | 0.02* |
(0.00) | (0.00) | (0.16) | (0.09) | (0.63) | (0.05) | |
Number of observations | 6712 | 6716 | 6716 | 6716 | 6716 | 6706 |
Number of economies | 46 | 46 | 46 | 46 | 46 | 46 |
Panel C. Economies with at least 40% Smartphone penetration | ||||||
Government stringency | 0.16*** | −0.27*** | −0.03*** | −0.09*** | −0.09*** | −0.25*** |
(0.00) | (0.00) | (0.00) | (0.00) | (0.00) | (0.00) | |
Power Distance | 0.01* | 0.01* | −0.02*** | 0.01* | −0.00 | −0.02** |
(0.07) | (0.08) | (0.00) | (0.07) | (0.83) | (0.02) | |
Log GDP per capita | 0.03*** | −0.05*** | 0.01*** | −0.00 | −0.00 | 0.00 |
(0.00) | (0.00) | (0.01) | (0.44) | (0.49) | (0.69) | |
Number of observations | 8026 | 8030 | 8030 | 8030 | 8030 | 8020 |
Number of economies | 55 | 55 | 55 | 55 | 55 | 55 |
Panel D. All Economies with mobile cellular subscription | ||||||
Government stringency | 0.15*** | −0.24*** | −0.03*** | −0.09*** | −0.10*** | −0.22*** |
(0.00) | (0.00) | (0.00) | (0.00) | (0.00) | (0.00) | |
Power Distance | −0.01 | 0.02*** | −0.02*** | 0.01* | 0.00 | −0.00 |
(0.11) | (0.00) | (0.00) | (0.06) | (0.87) | (0.50) | |
Log GDP per capita | −0.01 | −0.06*** | 0.03*** | −0.01*** | −0.01 | 0.04*** |
(0.28) | (0.00) | (0.00) | (0.00) | (0.17) | (0.00) | |
Log Mobile cellular | 0.01*** | 0.01** | −0.01*** | 0.00 | −0.00 | −0.02*** |
(0.01) | (0.03) | (0.00) | (0.10) | (0.47) | (0.00) | |
Number of observations | 11,637 | 11,680 | 11,680 | 11,680 | 11,680 | 11,670 |
Number of economies | 80 | 80 | 80 | 80 | 80 | 80 |
Panel E. OECD economies with all levels of Smartphone penetration | ||||||
Government stringency | 0.21*** | −0.31*** | −0.02*** | −0.12*** | −0.12*** | −0.28*** |
(0.00) | (0.00) | (0.00) | (0.00) | (0.00) | (0.00) | |
Power Distance | 0.01 | 0.00 | −0.02** | 0.00 | −0.01** | −0.04*** |
(0.35) | (0.63) | (0.03) | (0.46) | (0.04) | (0.00) | |
Log GDP per capita | 0.00 | −0.04*** | 0.02** | −0.00 | −0.00 | 0.03** |
(0.62) | (0.00) | (0.03) | (0.90) | (0.56) | (0.04) | |
Smartphone penetration | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |
(.) | (.) | (.) | (.) | (.) | (.) | |
Number of observations | 5106 | 5110 | 5110 | 5110 | 5110 | 5100 |
Number of economies | 35 | 35 | 35 | 35 | 35 | 35 |
Panel F. Non-OECD economies with all levels of Smartphone penetration | ||||||
Government stringency | 0.10*** | −0.19*** | −0.03*** | −0.07*** | −0.08*** | −0.15*** |
(0.00) | (0.00) | (0.00) | (0.00) | (0.00) | (0.00) | |
Power Distance | −0.02*** | 0.00 | 0.02*** | 0.01*** | 0.01** | 0.01* |
(0.00) | (0.43) | (0.00) | (0.00) | (0.03) | (0.07) | |
Log GDP per capita | 0.01 | −0.21*** | 0.03 | −0.01 | −0.04 | −0.11* |
(0.78) | (0.00) | (0.45) | (0.62) | (0.28) | (0.07) | |
Smartphone penetration | −0.00 | 0.17*** | −0.03 | 0.01 | 0.03 | 0.13** |
(0.91) | (0.00) | (0.49) | (0.85) | (0.36) | (0.04) | |
Number of observations | 6531 | 6570 | 6570 | 6570 | 6570 | 6570 |
Number of economies | 45 | 45 | 45 | 45 | 45 | 45 |
Robustness checks
Notes: We report standardized beta coefficients and p-values in parentheses (* p < 0.1, **p < 0.05, ***p < 0.01). Due to limited space, we only report results on the main variables.