Figure 1.

Results of seemingly unrelated regressions on SERVQUAL attributes
| Coefficient | Std. err. | z | P>z | ||
|---|---|---|---|---|---|
| Personability | |||||
| Client group | −0.383 | 0.070 | −5.46 | *** | |
| Age categories (ref: Age 50 and above) | |||||
| Age 21 to 30 | −0.445 | 0.107 | −4.18 | *** | |
| Age 31 to 40 | −0.114 | 0.093 | −1.23 | ||
| Age 41 to 50 | 0.010 | 0.102 | 0.09 | ||
| Female | 0.033 | 0.060 | 0.56 | ||
| Married | −0.120 | 0.082 | −1.47 | ||
| Whites | −0.185 | 0.086 | −2.14 | * | |
| No college degree | −0.352 | 0.076 | −4.62 | *** | |
| Income categories (ref: Income >$250,000) | |||||
| Less than $100K | 0.016 | 0.108 | 0.15 | ||
| Income $100K to $150K | −0.231 | 0.100 | −2.32 | * | |
| Income $150K to $250K | −0.178 | 0.103 | −1.73 | ||
| Intercept | 4.423 | 0.132 | 33.52 | *** | |
| R-squared = .192 | |||||
| Friendly services | |||||
| Client group | −0.633 | 0.077 | −8.26 | *** | |
| Age categories (ref: Age 50 and above) | |||||
| Age 21 to 30 | −0.605 | 0.116 | −5.20 | *** | |
| Age 31 to 40 | −0.569 | 0.101 | −5.62 | *** | |
| Age 41 to 50 | −0.165 | 0.112 | −1.48 | ||
| Female | −0.090 | 0.065 | −1.37 | ||
| Married | −0.207 | 0.089 | −2.33 | * | |
| Whites | −0.206 | 0.094 | −2.19 | * | |
| No college degree | −0.246 | 0.083 | −2.96 | ** | |
| Income categories (ref: Income >$250,000) | |||||
| Less than $100K | 0.068 | 0.117 | 0.58 | ||
| Income $100K to $150K | −0.161 | 0.109 | −1.48 | ||
| Income $150K to $250K | −0.061 | 0.112 | −0.54 | ||
| Intercept | 5.064 | 0.144 | 35.15 | *** | |
| R-squared = .274 | |||||
| Promptness in responding | |||||
| Client group | −0.670 | 0.076 | −8.79 | *** | |
| Age categories (ref: Age 50 and above) | |||||
| Age 21 to 30 | −0.567 | 0.116 | −4.90 | *** | |
| Age 31 to 40 | −0.624 | 0.101 | −6.19 | *** | |
| Age 41 to 50 | −0.339 | 0.111 | −3.05 | ** | |
| Female | −0.049 | 0.065 | −0.76 | ||
| Married | −0.125 | 0.089 | −1.41 | ||
| Whites | −0.104 | 0.094 | −1.11 | ||
| No college degree | −0.066 | 0.083 | −0.80 | ||
| Income categories (ref: Income >$250,000) | |||||
| Less than $100K | −0.283 | 0.117 | −2.43 | * | |
| Income $100K to $150K | −0.407 | 0.108 | −3.76 | *** | |
| Income $150K to $250K | −0.232 | 0.112 | −2.08 | * | |
| Intercept | 5.046 | 0.143 | 35.22 | *** | |
| R-squared = .301 | |||||
| Knowledge and expertise | |||||
| Client group | −0.668 | 0.085 | −7.90 | *** | |
| Age categories (ref: Age 50 and above) | |||||
| Age 21 to 30 | −0.546 | 0.128 | −4.26 | *** | |
| Age 31 to 40 | −0.565 | 0.112 | −5.06 | *** | |
| Age 41 to 50 | −0.251 | 0.123 | −2.04 | * | |
| Female | 0.049 | 0.072 | 0.67 | ||
| Married | −0.077 | 0.098 | −0.79 | ||
| Whites | −0.150 | 0.104 | −1.44 | ||
| No college degree | −0.161 | 0.092 | −1.76 | ||
| Income categories (ref: Income >$250,000) | |||||
| Less than $100K | 0.014 | 0.130 | 0.10 | ||
| Income $100K to $150K | −0.281 | 0.120 | −2.34 | * | |
| Income $150K to $250K | −0.066 | 0.124 | −0.53 | ||
| Intercept | 4.697 | 0.159 | 29.56 | *** | |
| R-squared = .236 | |||||
| Help decision-making | |||||
| Client group | −0.388 | 0.069 | −5.62 | *** | |
| Age categories (ref: Age 50 and above) | |||||
| Age 21 to 30 | −0.743 | 0.105 | −7.09 | *** | |
| Age 31 to 40 | −0.460 | 0.091 | −5.03 | *** | |
| Age 41 to 50 | −0.156 | 0.101 | −1.55 | ||
| Female | −0.058 | 0.059 | −0.98 | ||
| Married | −0.173 | 0.080 | −2.16 | * | |
| Whites | −0.203 | 0.085 | −2.39 | * | |
| No college degree | −0.206 | 0.075 | −2.75 | ** | |
| Income categories (ref: Income >$250,000) | |||||
| Less than $100K | −0.236 | 0.106 | −2.23 | * | |
| Income $100K to $150K | −0.415 | 0.098 | −4.23 | *** | |
| Income $150K to $250K | −0.128 | 0.101 | −1.27 | ||
| Intercept | 5.142 | 0.130 | 39.58 | *** | |
| R-squared = .280 | |||||
| Quality investment | |||||
| Client group | −0.378 | 0.082 | −4.61 | *** | |
| Age categories (ref: Age 50 and above) | |||||
| Age 21 to 30 | −0.893 | 0.125 | −7.16 | *** | |
| Age 31 to 40 | −0.584 | 0.108 | −5.38 | *** | |
| Age 41 to 50 | −0.356 | 0.120 | −2.97 | ** | |
| Female | −0.058 | 0.070 | −0.82 | ||
| Married | −0.128 | 0.095 | −1.34 | ||
| Whites | −0.252 | 0.101 | −2.49 | * | |
| No college degree | 0.041 | 0.089 | 0.46 | ||
| Income categories (ref: Income >$250,000) | |||||
| Less than $100K | 0.090 | 0.126 | 0.72 | ||
| Income $100K to $150K | −0.088 | 0.117 | −0.75 | ||
| Income $150K to $250K | 0.043 | 0.120 | 0.36 | ||
| Intercept | 4.521 | 0.154 | 29.31 | *** | |
| R-squared = .161 | |||||
| Attentive listening | |||||
| Client group | −0.786 | 0.079 | −9.92 | *** | |
| Age categories (ref: Age 50 and above) | |||||
| Age 21 to 30 | −1.016 | 0.120 | −8.45 | *** | |
| Age 31 to 40 | −0.866 | 0.105 | −8.27 | *** | |
| Age 41 to 50 | −0.423 | 0.116 | −3.67 | *** | |
| Female | −0.077 | 0.068 | −1.13 | ||
| Married | −0.288 | 0.092 | −3.13 | ** | |
| Whites | −0.179 | 0.097 | −1.84 | ||
| No college degree | −0.394 | 0.086 | −4.58 | *** | |
| Income categories (ref: Income >$250,000) | |||||
| Less than $100K | −0.435 | 0.121 | −3.58 | *** | |
| Income $100K to $150K | −0.640 | 0.113 | −5.69 | *** | |
| Income $150K to $250K | −0.361 | 0.116 | −3.11 | ** | |
| Intercept | 5.594 | 0.149 | 37.56 | *** | |
| R-squared = .459 | |||||
| Care and interest | |||||
| Client group | −0.973 | 0.080 | −12.21 | *** | |
| Age categories (ref: Age 50 and above) | |||||
| Age 21 to 30 | −0.894 | 0.121 | −7.39 | *** | |
| Age 31 to 40 | −0.749 | 0.105 | −7.11 | *** | |
| Age 41 to 50 | −0.254 | 0.116 | −2.19 | * | |
| Female | −0.004 | 0.068 | −0.05 | ||
| Married | −0.180 | 0.093 | −1.94 | ||
| Whites | −0.159 | 0.098 | −1.62 | ||
| No college degree | −0.320 | 0.087 | −3.70 | *** | |
| Income categories (ref: Income >$250,000) | |||||
| Less than $100K | 0.070 | 0.122 | 0.57 | ||
| Income $100K to $150K | −0.314 | 0.113 | −2.77 | ** | |
| Income $150K to $250K | −0.093 | 0.117 | −0.79 | ||
| Intercept | 5.281 | 0.150 | 35.24 | *** | |
| R-squared = .425 | |||||
Results of Multinomial Regression Analysis on Meeting Format Preferences_
| Hybrid meetings | Virtual meetings | |||||||
|---|---|---|---|---|---|---|---|---|
| RRR | Std. err. | z | Sig | RRR | Std. err. | z | Sig | |
| Attributes | ||||||||
| Personability | 0.304 | 0.093 | −3.91 | *** | 0.665 | 0.187 | −1.45 | |
| Friendly services | 2.312 | 0.676 | 2.87 | ** | 0.938 | 0.260 | −0.23 | |
| Promptness in responding | 1.284 | 0.385 | 0.83 | 1.226 | 0.339 | 0.74 | ||
| Knowledge and expertise | 1.928 | 0.579 | 2.19 | * | 1.530 | 0.443 | 1.47 | |
| Help decision-making | 1.487 | 0.447 | 1.32 | 1.148 | 0.327 | 0.48 | ||
| Quality investment | 1.520 | 0.461 | 1.38 | 0.950 | 0.281 | −0.17 | ||
| Attentive listening | 2.274 | 0.828 | 2.26 | * | 1.799 | 0.632 | 1.67 | |
| Care and interest | 1.183 | 0.364 | 0.55 | 1.137 | 0.328 | 0.45 | ||
| Age categories (ref: Age 50 and above) | ||||||||
| Age 21 to 30 | 1.362 | 0.840 | 0.50 | 1.173 | 0.719 | 0.26 | ||
| Age 31 to 40 | 2.756 | 1.612 | 1.73 | 1.671 | 0.986 | 0.87 | ||
| Age 41 to 50 | 2.051 | 1.273 | 1.16 | 1.703 | 1.071 | 0.85 | ||
| Female | 0.944 | 0.250 | −0.22 | 1.143 | 0.289 | 0.53 | ||
| Married | 2.007 | 0.846 | 1.65 | 0.533 | 0.176 | −1.90 | ||
| Whites | 0.885 | 0.334 | −0.32 | 0.711 | 0.249 | −0.97 | ||
| No college degree | 2.810 | 0.852 | 3.41 | ** | 3.404 | 0.995 | 4.19 | *** |
| Income categories (ref: Income >$250,000) | ||||||||
| Less than $100K | 0.259 | 0.306 | −1.14 | 0.129 | 0.147 | −1.80 | ||
| Income $100K to $150K | 0.180 | 0.211 | −1.46 | 0.080 | 0.090 | −2.24 | * | |
| Income $150K to $250K | 0.254 | 0.301 | −1.15 | 0.130 | 0.148 | −1.79 | ||
| Intercept | 0.238 | 0.342 | −1.00 | 4.701 | 6.389 | 1.14 | ||
Descriptive statistics
| Client | Planner | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Obs. | %/Mean | Std. dev. | Min | Max | Obs. | %/Mean | Std. dev. | Min | Max | Diff Sig. | |
| Responsiveness | |||||||||||
| Personability | 424 | 45.99% | 313 | 74.44% | *** | ||||||
| Personability | 424 | 3.373 | 0.858 | 1 | 5 | 313 | 3.962 | 0.850 | 1 | 5 | *** |
| Friendly services | 424 | 52.83% | 313 | 84.66% | *** | ||||||
| Friendly services | 424 | 3.415 | 0.998 | 1 | 5 | 313 | 4.339 | 0.851 | 1 | 5 | *** |
| Promptness in responding | 424 | 40.80% | 313 | 84.66% | *** | ||||||
| Promptness in responding | 424 | 3.285 | 0.987 | 1 | 5 | 313 | 4.351 | 0.791 | 1 | 5 | *** |
| Assurance | |||||||||||
| Knowledge and expertise | 424 | 42.22% | 313 | 78.91% | *** | ||||||
| Knowledge and expertise | 424 | 3.182 | 1.118 | 1 | 5 | 313 | 4.089 | 0.831 | 1 | 5 | *** |
| Empathy | |||||||||||
| Attentive listening | 424 | 27.59% | 313 | 84.03% | *** | ||||||
| Attentive listening | 424 | 2.974 | 1.062 | 1 | 5 | 313 | 4.406 | 0.967 | 1 | 5 | *** |
| Care and interest | 424 | 41.27% | 313 | 85.94% | *** | ||||||
| Care and interest | 424 | 3.113 | 1.116 | 1 | 5 | 313 | 4.447 | 0.835 | 1 | 5 | *** |
| Reliability | |||||||||||
| Help decision-making | 424 | 61.08% | 313 | 87.86% | *** | ||||||
| Help decision-making | 424 | 3.594 | 0.923 | 1 | 5 | 313 | 4.358 | 0.788 | 1 | 5 | *** |
| Quality investment | 424 | 39.39% | 313 | 65.81% | *** | ||||||
| Quality investment | 424 | 3.200 | 1.034 | 1 | 5 | 313 | 3.840 | 0.913 | 1 | 5 | *** |
| Tangible | |||||||||||
| Virtual meeting productivity | 424 | 53.07% | 313 | 73.80% | *** | ||||||
| 424 | 3.481 | 0.833 | 1 | 5 | 313 | 3.859 | 1.031 | 1 | 5 | *** | |
| Demographic | |||||||||||
| Age | 424 | 36.554 | 9.118 | 22 | 74 | 313 | 45.636 | 13.762 | 21 | 81 | *** |
| Age categories | 313 | ||||||||||
| Age 21 to 30 | 424 | 26.42% | 313 | 13.74% | *** | ||||||
| Age 31 to 40 | 424 | 51.65% | 313 | 30.35% | *** | ||||||
| Age 41 to 50 | 424 | 15.09% | 313 | 20.77% | * | ||||||
| Age 50 and above | 424 | 6.84% | 313 | 35.14% | *** | ||||||
| Female | 424 | 46.46% | 312 | 35.90% | ** | ||||||
| Married | 424 | 83.25% | 312 | 80.13% | |||||||
| White | 424 | 84.67% | 313 | 86.58% | |||||||
| Degree holder | 424 | 70.28% | 313 | 91.37% | *** | ||||||
| Income level | |||||||||||
| less than $100,000 | 424 | 27.12% | 309 | 13.59% | *** | ||||||
| $100,000 – $150,000 | 424 | 50.24% | 309 | 23.95% | *** | ||||||
| $150,000 – $250,000 | 424 | 19.34% | 309 | 22.33% | *** | ||||||
| higher than $250,000 | 424 | 3.30% | 309 | 40.13% | *** | ||||||
Results of OLS regression on viewing virtual meetings being equally productive as in-person meetings
| Coefficient | Std. err. | t | P>t | |
|---|---|---|---|---|
| Client group | −0.248 | 0.081 | −3.05 | *** |
| Age categories (ref: Age 50 and above) | ||||
| Age 21 to 30 | −0.159 | 0.119 | −1.33 | |
| Age 31 to 40 | −0.182 | 0.104 | −1.75 | |
| Age 41 to 50 | −0.035 | 0.115 | −0.31 | |
| Female | 0.087 | 0.069 | 1.27 | |
| Married | −0.041 | 0.092 | −0.45 | |
| Whites | −0.168 | 0.098 | −1.73 | |
| No college degree | −0.208 | 0.087 | −2.38 | * |
| Income categories (ref: Income >$250,000) | ||||
| Less than $100K | 0.001 | 0.125 | 0.01 | |
| Income $100K to $150K | −0.063 | 0.112 | −0.56 | |
| Income $150K to $250K | 0.112 | 0.115 | 0.97 | |
| Intercept | 4.084 | 0.148 | 27.66 | *** |