Table 2.
(1) |
(2) |
(3) |
(4) |
|
---|---|---|---|---|
Poisson QML | OLS | |||
Dependent variable | Local Response Time | Overall Response Time | Ln(Local Response Time) | Ln(Overall Response Time) |
Independent variables | b/std. err | b/std. err | b/std. err | b/std. err |
Startup | −0.244** | −0.135** | −0.402* | −0.136** |
0.115 | 0.055 | 0.229 | 0.065 | |
University | −0.022 | −0.009 | −0.029 | −0.007 |
0.110 | 0.052 | 0.135 | 0.064 | |
Controls | ||||
Marketing innovation | −0.207 | 0.004 | −0.311 | −0.022 |
0.149 | 0.072 | 0.217 | 0.092 | |
Product innovation | −0.144 | −0.035 | −0.076 | −0.068 |
0.129 | 0.069 | 0.178 | 0.088 | |
Region: Asia | 0.094 | −0.372*** | 0.019 | −0.440*** |
0.127 | 0.084 | 0.172 | 0.100 | |
Region: North America | −0.025 | −0.037 | −0.055 | −0.035 |
0.079 | 0.038 | 0.131 | 0.045 | |
Industry | 0.074*** | 0.023** | 2.466 | 2.096** |
0.023 | 0.010 | 1.769 | 0.897 | |
Trend: health style | −0.041 | 0.002 | −0.022 | −0.016 |
0.091 | 0.054 | 0.118 | 0.067 | |
Trend: Outernet | −0.104 | −0.037 | −0.154 | −0.025 |
0.093 | 0.053 | 0.110 | 0.067 | |
Trend: data era | −0.056 | 0.011 | −0.008 | 0.011 |
0.109 | 0.057 | 0.131 | 0.074 | |
Trend: distrust society | −0.116 | −0.136*** | −0.059 | −0.105* |
0.098 | 0.050 | 0.134 | 0.057 | |
Trend: attention economy | 0.132 | 0.003 | 0.128 | −0.002 |
0.106 | 0.054 | 0.161 | 0.064 | |
Trend: artificial intelligence | −0.150 | −0.165* | −0.213 | −0.160 |
0.167 | 0.092 | 0.191 | 0.111 | |
Trend: seamless commerce | −0.037 | −0.061 | 0.034 | −0.098 |
0.095 | 0.055 | 0.124 | 0.079 | |
Trend: connected world | 0.044 | −0.009 | 0.024 | −0.008 |
0.078 | 0.040 | 0.110 | 0.049 | |
Trend: future of work | −0.122 | −0.027 | −0.222 | −0.017 |
0.160 | 0.065 | 0.224 | 0.076 | |
Trend: urbanization | −0.034 | −0.026 | 0.012 | −0.031 |
0.127 | 0.058 | 0.160 | 0.071 | |
Constant | 1.021 | 2.826*** | −5.234 | −4.500 |
0.920 | 0.716 | 6.510 | 3.849 | |
N | 136 | 136 | 136 | 136 |
pseudo-R2 | R2 | 0.097 | 0.171 | 0.15 | 0.407 |
Chi2 | F | 52.40*** | 98.35*** | 2.60*** | 5.96*** |
Standard error in italics; * p < 0.10, **p < 0.05, and ***p < 0.01, reference category for startup and university is established firms, reference category for marketing and product innovation is technology innovation, reference category for regions is Europe. Industry is the mean dependent variable by industry. VIFs for all variables included are well below 4.