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. 2022 Oct 18;30:291–301. doi: 10.1016/j.tbs.2022.08.010

Table A10.

Estimation results for the MNL model specifications.

MNLbase MNLcs MNLsoc
Reference alternative: In-store shopping (S) Coef. Coef. Coef.
βshopping_cost 1.73*** 1.21*** 1.14***
 γshopping_cost,large_basket 0.61** 0.68**
 βshopping_cost,P -0.91*** -0.89*** -0.95***
 θshopping_cost,working,P -0.40**
βdelivery_cost 1.04*** 1.05*** 1.06***
 γdelivery_cost,pt -0.71** -0.63**
 γdelivery_cost,car -0.20** -0.10
 βdelivery_cost,P -0.25 -0.28** -0.35**
 θdelivery_cost,working,P -0.21***
 θdelivery_cost,retired,P -1.23**
βdelivery_time -0.37*** -0.38*** -0.38***
 γdelivery_time,medium_basket 0.13** 0.15***
 γdelivery_time,pt 0.20 0.28**
 γdelivery_time,car 0.08 0.07
 θdelivery_time,male -0.09**
 θdelivery_time,med_educ 0.17**
 βdelivery_time,P 0.29*** 0.26*** 0.25***
 θdelivery_time,retired,P 0.29**
 θwaiting_time,hh_size,P 0.86
βwaiting_time,P -1.11*** -0.91*** -0.95***
 γwaiting_time,car,P -0.49** -0.59**
βrisk_med,P -0.41*** -0.39*** -0.38***
 θrisk_med,med_educ,P -0.35
 θrisk_med,high_educ,P -0.79
 θrisk_med,income,P 0.39**
 θrisk_med,retired,P 0.43**
βrisk_high,P -1.48*** -1.51*** -1.56***
 γrisk_high,pt,P 0.85*** 0.84***
 γrisk_high,car,P 0.25*** 0.27***
 θrisk_high,male,P 0.19**
 θrisk_high,age,P -0.55
 θrisk_high,med_educ,P -0.48***
 θrisk_high,high_educ,P -1.35***
 θrisk_high,working,P 0.16
 θrisk_high,retired,P 1.05***
 θrisk_high,swiss,P -0.07***
βASC -1.54*** -1.42*** -1.49***
 θASC,male 0.30***
 θASC,age -0.98***
 θASC,swiss -0.08***
 θASC,income,P 0.33**
Estimated parameters 10 22 50
Respondents 1009 1009 1009
Choice observations 8072 8072 8072
LL(null) -5082.75 -5082.75 -5082.75
LL(choicemodel) -3376.68 -3339.25 -3212.16
AICc(choicemodel) 6773.57 6723.53 6529.64

***p<0.01, **p<0.05, p<0.1.

Note: Shopping and delivery cost are scaled down by factor 100.

Note: Waiting time is scaled down by factor 60, delivery time by factor 24.