Table 1.
Descriptive statistics
| 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% | *** |
Table 2.
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 | |||||
The responsiveness factor encompasses personability, friendly services, and promptness in responding. The assurance factor covers knowledge and expertise, while the reliability factor involves help with decision-making and quality investment. The empathy factor includes attentive listening, as well as care and interest.
Table 3.
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 | *** |
Table 4.
Results of Multinomial Regression Analysis on Meeting Format Preferences.
| 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 | ||

Figure 1.
Ranking of SERVQUAL Attributes among Clients and Planners.