Average marginal effects for the heteroskedastic ordered probit model
| Mean equation | Explanatory variables | AME on Prob(SRR = 1) | AME on Prob(SRR = 2) | AME on Prob(SRR = 3) | AME on Prob(SRR = 4) |
|---|---|---|---|---|---|
| Accommodation characteristics | bed_bfast | −0.935*** | −2.838*** | −0.863*** | 4.636*** |
| half_board | −1.030*** | −3.405*** | −2.078*** | 6.512*** | |
| full_board | 0.174 | −2.543** | −10.543*** | 12.912*** | |
| 3-star | −0.169 | −1.145*** | −1.935** | 3.249*** | |
| 4-star | −1.350*** | −5.614*** | −7.363*** | 14.326*** | |
| 5-star | −1.218*** | −7.146*** | −24.563*** | 32.927*** | |
| a_quality | −1.567*** | −5.553*** | −5.167*** | 12.287*** | |
| a_comfort | −2.037*** | −6.710*** | 0.992 | 7.755** | |
| a_experience | −1.919*** | −7.179*** | −8.768*** | 17.866*** | |
| a_like | −2.193*** | −5.929*** | 4.362*** | 3.761*** | |
| a_recommend | −1.432*** | −4.873*** | −3.811*** | 10.117*** | |
| a_environment | −1.916*** | −3.802*** | 4.428*** | 1.290 | |
| a_tranquility | −0.564 | −1.788 | −0.832 | 3.184 | |
| a_closeness | 0.803 | 2.222 | 0.230* | −3.254 | |
| a_price | −1.511*** | −3.291*** | 2.446*** | 2.356** | |
| exp_accom | 0.007*** | 0.021*** | 0.008*** | −0.037*** | |
| Sociodemographic characteristics | age | 0.027*** | 0.036* | −0.112*** | 0.049 |
| male | −0.430** | −0.095 | 2.838*** | −2.313*** | |
| self-employed | −0.041 | −0.123 | −0.036 | 0.200 | |
| student | 0.641** | 1.813** | 0.274*** | −2.728** | |
| homemaker | −0.148 | −0.449 | −0.146 | 0.743 | |
| unemployed | −0.170 | −0.517 | −0.173 | 0.860 | |
| retired | −0.242 | −0.739 | −0.259 | 1.241 | |
| foreign | −0.306 | −0.939 | −0.344 | 1.589 | |
| resident | −0.657*** | −2.100*** | −1.007** | 3.764*** | |
| Trip characteristics | leisure | −0.325 | −0.946 | −0.211** | 1.482 |
| business | −0.379 | −1.173 | −0.454 | 2.006 | |
| alone | −0.142 | −0.428 | −0.138 | 0.708 | |
| couple | −0.208* | −0.619* | −0.169* | 0.996* | |
| party_size | −0.025* | −0.075* | −0.021* | 0.121* | |
| LOS | −0.013 | −0.038 | −0.011 | 0.062 | |
| first-time | 0.394** | 0.628* | −1.126* | 0.103 | |
| main_cities | 2.295*** | 4.983*** | −2.920*** | −4.358*** | |
| east_coast | 1.706*** | 2.391*** | −4.023*** | −0.074 | |
| east_inner | 2.125*** | 2.720*** | −5.173*** | 0.328 | |
| Time effects | y2006 | 0.912*** | 2.534*** | 0.261*** | −3.708*** |
| y2007 | 0.598* | 1.695* | 0.272*** | −2.565** | |
| y2008 | 0.435 | 1.250 | 0.244*** | −1.929* | |
| y2009 | −0.475** | −1.480** | −0.604 | 2.559** | |
| y2010 | 0.483* | 1.389* | 0.264*** | −2.136* | |
| y2011 | 0.174 | 0.512 | 0.128 | −0.814 | |
| y2012 | −0.814*** | −2.615*** | −1.294*** | 4.723*** | |
| y2013 | −0.330 | −1.013 | −0.373 | 1.716 | |
| y2014 | 0.396 | 1.142 | 0.232** | −1.770 | |
| y2015 | −0.957*** | −3.134*** | −1.754*** | 5.845*** | |
| y2016 | −0.612*** | −1.934*** | −0.876* | 3.422** | |
| q3 | 0.442*** | 1.312*** | 0.353*** | −2.107*** | |
| Variance equation | Explanatory variables | AME | |||
| Scale determinants | full_board | 22.298*** | |||
| 3-star | 3.906* | ||||
| 4-star | 9.342*** | ||||
| 5-star | 35.609*** | ||||
| a_comfort | −15.495*** | ||||
| a_like | −17.683*** | ||||
| a_environment | −14.278*** | ||||
| a_price | −10.016*** | ||||
| age | 0.274*** | ||||
| male | −7.052*** | ||||
| first-time | 3.207* | ||||
| main_cities | 10.914*** | ||||
| east_coast | 11.731*** | ||||
| east_inner | 15.085*** | ||||
| Total observations | 14,879 | ||||
| Mean equation | Explanatory variables | AME on Prob(SRR = 1) | AME on Prob(SRR = 2) | AME on Prob(SRR = 3) | AME on Prob(SRR = 4) |
|---|---|---|---|---|---|
| Accommodation characteristics | −0.935 | −2.838 | −0.863 | 4.636 | |
| −1.030 | −3.405 | −2.078 | 6.512 | ||
| 0.174 | −2.543 | −10.543 | 12.912 | ||
| −0.169 | −1.145 | −1.935 | 3.249 | ||
| −1.350 | −5.614 | −7.363 | 14.326 | ||
| −1.218 | −7.146 | −24.563 | 32.927 | ||
| −1.567 | −5.553 | −5.167 | 12.287 | ||
| −2.037 | −6.710 | 0.992 | 7.755 | ||
| −1.919 | −7.179 | −8.768 | 17.866 | ||
| −2.193 | −5.929 | 4.362 | 3.761 | ||
| −1.432 | −4.873 | −3.811 | 10.117 | ||
| −1.916 | −3.802 | 4.428 | 1.290 | ||
| −0.564 | −1.788 | −0.832 | 3.184 | ||
| 0.803 | 2.222 | 0.230 | −3.254 | ||
| −1.511 | −3.291 | 2.446 | 2.356 | ||
| 0.007 | 0.021 | 0.008 | −0.037 | ||
| Sociodemographic characteristics | 0.027 | 0.036 | −0.112 | 0.049 | |
| −0.430 | −0.095 | 2.838 | −2.313 | ||
| −0.041 | −0.123 | −0.036 | 0.200 | ||
| 0.641 | 1.813 | 0.274 | −2.728 | ||
| −0.148 | −0.449 | −0.146 | 0.743 | ||
| −0.170 | −0.517 | −0.173 | 0.860 | ||
| −0.242 | −0.739 | −0.259 | 1.241 | ||
| −0.306 | −0.939 | −0.344 | 1.589 | ||
| −0.657 | −2.100 | −1.007 | 3.764 | ||
| Trip characteristics | −0.325 | −0.946 | −0.211 | 1.482 | |
| −0.379 | −1.173 | −0.454 | 2.006 | ||
| −0.142 | −0.428 | −0.138 | 0.708 | ||
| −0.208 | −0.619 | −0.169 | 0.996 | ||
| −0.025 | −0.075 | −0.021 | 0.121 | ||
| −0.013 | −0.038 | −0.011 | 0.062 | ||
| 0.394 | 0.628 | −1.126 | 0.103 | ||
| 2.295 | 4.983 | −2.920 | −4.358 | ||
| 1.706 | 2.391 | −4.023 | −0.074 | ||
| 2.125 | 2.720 | −5.173 | 0.328 | ||
| Time effects | 0.912 | 2.534 | 0.261 | −3.708 | |
| 0.598 | 1.695 | 0.272 | −2.565 | ||
| 0.435 | 1.250 | 0.244 | −1.929 | ||
| −0.475 | −1.480 | −0.604 | 2.559 | ||
| 0.483 | 1.389 | 0.264 | −2.136 | ||
| 0.174 | 0.512 | 0.128 | −0.814 | ||
| −0.814 | −2.615 | −1.294 | 4.723 | ||
| −0.330 | −1.013 | −0.373 | 1.716 | ||
| 0.396 | 1.142 | 0.232 | −1.770 | ||
| −0.957 | −3.134 | −1.754 | 5.845 | ||
| −0.612 | −1.934 | −0.876 | 3.422 | ||
| 0.442 | 1.312 | 0.353 | −2.107 | ||
| Variance equation | Explanatory variables | AME | |||
| Scale determinants | 22.298 | ||||
| 3.906 | |||||
| 9.342 | |||||
| 35.609 | |||||
| −15.495 | |||||
| −17.683 | |||||
| −14.278 | |||||
| −10.016 | |||||
| 0.274 | |||||
| −7.052 | |||||
| 3.207 | |||||
| 10.914 | |||||
| 11.731 | |||||
| 15.085 | |||||
| Total observations | 14,879 | ||||
Notes:
***p < 0.01; **p < 0.05; *p < 0.1
Sharing content requires targeting cookies to be enabled. Please update your cookie preferences to use this feature.