- Pan, Long; Yao, Enjian; MacKenzie, Don (2019): Modeling EV charging choice considering risk attitudes and attribute non-attendance. In: Transportation Research Part C: Emerging Technologies 102, S. 60–72. DOI: 10.1016/j.trc.2019.03.007.
- Mariel, Petr; Meyerhoff, Jürgen; Hess, Stephane (2015): Heterogeneous preferences toward landscape externalities of wind turbines – combining choices and attitudes in a hybrid model. In: Renewable and Sustainable Energy Reviews 41, S. 647–657. DOI: 10.1016/j.rser.2014.08.074.
Without dual response (=without free choices)
Code: Select all
Model run using Apollo for R, version 0.2.5 on Windows by
www.ApolloChoiceModelling.com
Model name : ICLV_LC_3Classes_DR0_SO2000
Model description : Latent class model on panel data (classical estimation)
Model run at : 2021-05-21 13:19:14
Estimation method : bfgs
Model diagnosis : successful convergence
Number of individuals : 1034
Number of rows in database : 31020
Number of modelled outcomes : 37224
NACount_r1_NACount: 1034
NACount_r2_NACount: 1034
NACount_r3_NACount: 1034
NACount_r4_NACount: 1034
NACount_r5_NACount: 1034
NACount_r6_NACount: 1034
NADuration_r1_NADuration: 1034
NADuration_r2_NADuration: 1034
NADuration_r3_NADuration: 1034
NADuration_r4_NADuration: 1034
NADuration_r5_NADuration: 1034
NADuration_r6_NADuration: 1034
NAPeriod_r1_NAPeriod: 1034
NAPeriod_r2_NAPeriod: 1034
NAPeriod_r3_NAPeriod: 1034
NAPeriod_r4_NAPeriod: 1034
NAPeriod_r5_NAPeriod: 1034
NAPeriod_r6_NAPeriod: 1034
NACompensation_r1_NACompen: 1034
NACompensation_r2_NACompen: 1034
NACompensation_r3_NACompen: 1034
NACompensation_r4_NACompen: 1034
NACompensation_r5_NACompen: 1034
NACompensation_r6_NACompen: 1034
LC_model: 12408
Number of cores used : 11
Number of inter-individual draws : 2000 (sobolOwen)
LL(start) : -54539.29
LL(0, whole model) : Not applicable
LL(final, whole model) : -52570.18
Rho-square (0) : Not applicable
Adj.Rho-square (0) : Not applicable
AIC : 105366.4
BIC : 106329.6
LL(0,indic_NACount_NACount_r1) : Not applicable
LL(final,indic_NACount_NACount_r1): -1976.472
LL(0,indic_NACount_NACount_r2) : Not applicable
LL(final,indic_NACount_NACount_r2): -1959.603
LL(0,indic_NACount_NACount_r3) : Not applicable
LL(final,indic_NACount_NACount_r3): -1984.101
LL(0,indic_NACount_NACount_r4) : Not applicable
LL(final,indic_NACount_NACount_r4): -1904.185
LL(0,indic_NACount_NACount_r5) : Not applicable
LL(final,indic_NACount_NACount_r5): -2146.41
LL(0,indic_NACount_NACount_r6) : Not applicable
LL(final,indic_NACount_NACount_r6): -2176.484
LL(0,indic_NADuration_NADuration_r1): Not applicable
LL(final,indic_NADuration_NADuration_r1): -1890.559
LL(0,indic_NADuration_NADuration_r2): Not applicable
LL(final,indic_NADuration_NADuration_r2): -1884.196
LL(0,indic_NADuration_NADuration_r3): Not applicable
LL(final,indic_NADuration_NADuration_r3): -1863.505
LL(0,indic_NADuration_NADuration_r4): Not applicable
LL(final,indic_NADuration_NADuration_r4): -1815.395
LL(0,indic_NADuration_NADuration_r5): Not applicable
LL(final,indic_NADuration_NADuration_r5): -2082.593
LL(0,indic_NADuration_NADuration_r6): Not applicable
LL(final,indic_NADuration_NADuration_r6): -2098.595
LL(0,indic_NAPeriod_NAPeriod_r1) : Not applicable
LL(final,indic_NAPeriod_NAPeriod_r1): -1814.391
LL(0,indic_NAPeriod_NAPeriod_r2) : Not applicable
LL(final,indic_NAPeriod_NAPeriod_r2): -1801.61
LL(0,indic_NAPeriod_NAPeriod_r3) : Not applicable
LL(final,indic_NAPeriod_NAPeriod_r3): -1732.198
LL(0,indic_NAPeriod_NAPeriod_r4) : Not applicable
LL(final,indic_NAPeriod_NAPeriod_r4): -1727.614
LL(0,indic_NAPeriod_NAPeriod_r5) : Not applicable
LL(final,indic_NAPeriod_NAPeriod_r5): -1841.999
LL(0,indic_NAPeriod_NAPeriod_r6) : Not applicable
LL(final,indic_NAPeriod_NAPeriod_r6): -1808.092
LL(0,indic_NACompensation_NACompensation_r1): Not applicable
LL(final,indic_NACompensation_NACompensation_r1): -1906.686
LL(0,indic_NACompensation_NACompensation_r2): Not applicable
LL(final,indic_NACompensation_NACompensation_r2): -1889.431
LL(0,indic_NACompensation_NACompensation_r3): Not applicable
LL(final,indic_NACompensation_NACompensation_r3): -1973.553
LL(0,indic_NACompensation_NACompensation_r4): Not applicable
LL(final,indic_NACompensation_NACompensation_r4): -1857.076
LL(0,indic_NACompensation_NACompensation_r5): Not applicable
LL(final,indic_NACompensation_NACompensation_r5): -2132.703
LL(0,indic_NACompensation_NACompensation_r6): Not applicable
LL(final,indic_NACompensation_NACompensation_r6): -2144.094
LL(0,Measurement_model) : Not applicable
LL(final,Measurement_model) : -41638.16
LL(0,LC_model) : -13631.58
LL(final,LC_model) : -11026.07
Estimated parameters : 113
Time taken (hh:mm:ss) : 436:09:21
pre-estimation : 00:51:27.31
estimation : 174:21:53.65
post-estimation : 260:56:0.04
Iterations : 152
Min abs eigenvalue of Hessian : 0.111192
Estimates:
Estimate s.e. t.rat.(0) p(1-sided) Rob.s.e. Rob.t.rat.(0) p(1-sided)
b_asc_1 0.013120 0.02646 0.49587 0.309992 0.02872 0.45684 0.323893
b_asc_2 0.049940 0.02646 1.88770 0.029533 0.02774 1.80043 0.035897
b_asc_3 0.000000 NA NA NA NA NA NA
delta_A 0.000000 NA NA NA NA NA NA
gamma_A_NACount 0.000000 NA NA NA NA NA NA
gamma_A_NADuration 0.000000 NA NA NA NA NA NA
gamma_A_NAPeriod 0.000000 NA NA NA NA NA NA
gamma_A_NACompensation 0.000000 NA NA NA NA NA NA
delta_B 1.005664 0.20721 4.85333 6.070e-07 0.36667 2.74271 0.003047
gamma_B_NACount 0.221836 0.17525 1.26582 0.102788 0.20311 1.09218 0.137376
gamma_B_NADuration 0.226123 0.22583 1.00129 0.158343 0.34550 0.65448 0.256402
gamma_B_NAPeriod -0.727808 0.24470 -2.97426 0.001468 0.40720 -1.78737 0.036939
gamma_B_NACompensation 0.004471 0.05543 0.08066 0.467855 0.09259 0.04829 0.480741
delta_C 0.696977 0.20354 3.42432 3.0817e-04 0.36295 1.92030 0.027410
gamma_C_NACount 0.200559 0.16322 1.22879 0.109576 0.19508 1.02809 0.151955
gamma_C_NADuration 0.253307 0.24333 1.04102 0.148934 0.35946 0.70468 0.240505
gamma_C_NAPeriod 0.034956 0.20179 0.17323 0.431234 0.32748 0.10674 0.457496
gamma_C_NACompensation -0.317195 0.13463 -2.35602 0.009236 0.17499 -1.81264 0.034943
A_b_Quota_Count -0.683468 0.03982 -17.16286 0.000000 0.07584 -9.01143 0.000000
A_b_Quota_Max_Duration -0.617936 0.04168 -14.82458 0.000000 0.06256 -9.87745 0.000000
A_b_Quota_Period_midmorning 0.503257 0.11499 4.37635 6.034e-06 0.23397 2.15098 0.015739
A_b_Quota_Period_afternoon 0.013146 0.12056 0.10904 0.456585 0.22963 0.05725 0.477173
A_b_Quota_Period_evening -0.079417 0.11257 -0.70549 0.240253 0.16337 -0.48611 0.313444
A_b_Quota_Period_night 1.275524 0.14957 8.52802 0.000000 0.34930 3.65162 1.3030e-04
A_b_Quota_Compensation 0.677489 0.07183 9.43191 0.000000 0.09326 7.26447 1.873e-13
B_b_Quota_Count -0.182653 0.02547 -7.17080 3.728e-13 0.04470 -4.08638 2.191e-05
B_b_Quota_Max_Duration -0.254260 0.03155 -8.05838 3.331e-16 0.05079 -5.00611 2.777e-07
B_b_Quota_Period_midmorning -0.925891 0.09470 -9.77682 0.000000 0.23912 -3.87210 5.395e-05
B_b_Quota_Period_afternoon -1.590658 0.11679 -13.62021 0.000000 0.29323 -5.42467 2.903e-08
B_b_Quota_Period_evening -1.246933 0.09846 -12.66447 0.000000 0.23597 -5.28420 6.313e-08
B_b_Quota_Period_night 1.894139 0.10282 18.42220 0.000000 0.20830 9.09347 0.000000
B_b_Quota_Compensation 0.579954 0.05614 10.33069 0.000000 0.08313 6.97628 1.515e-12
C_b_Quota_Count -0.038316 0.01968 -1.94682 0.025778 0.02942 -1.30241 0.096389
C_b_Quota_Max_Duration -0.015148 0.02204 -0.68716 0.245990 0.02876 -0.52663 0.299227
C_b_Quota_Period_midmorning -0.728280 0.07606 -9.57471 0.000000 0.13986 -5.20705 9.593e-08
C_b_Quota_Period_afternoon -0.785071 0.07587 -10.34811 0.000000 0.15340 -5.11791 1.545e-07
C_b_Quota_Period_evening -0.006914 0.06730 -0.10273 0.459090 0.15047 -0.04595 0.481677
C_b_Quota_Period_night 0.043975 0.06804 0.64627 0.259051 0.09736 0.45167 0.325754
C_b_Quota_Compensation 0.789275 0.04770 16.54510 0.000000 0.07463 10.57534 0.000000
lambda_NACountComplexityCosts_NACount 1.000000 NA NA NA NA NA NA
lambda_NACountIrrelevance_NACount 3.042678 2.70003 1.12690 0.129891 3.06417 0.99299 0.160358
lambda_NADurationComplexityCosts_NADuration 1.000000 NA NA NA NA NA NA
lambda_NADurationIrrelevance_NADuration 2.390138 2.58649 0.92409 0.177721 3.61345 0.66146 0.254160
lambda_NAPeriodComplexityCosts_NAPeriod 1.000000 NA NA NA NA NA NA
lambda_NAPeriodIrrelevance_NAPeriod 0.225187 0.31318 0.71903 0.236061 0.43974 0.51209 0.304294
lambda_NACompensationComplexityCosts_NACompensation 1.000000 NA NA NA NA NA NA
lambda_NACompensationIrrelevance_NACompensation 1.651350 0.79794 2.06952 0.019249 0.92110 1.79280 0.036502
sigma_NACount_r1 1.202463 0.03112 38.64235 0.000000 0.03902 30.81825 0.000000
sigma_NACount_r2 1.062134 0.03055 34.76672 0.000000 0.04621 22.98733 0.000000
sigma_NACount_r3 1.174063 0.03206 36.61528 0.000000 0.05278 22.24590 0.000000
sigma_NACount_r4 1.040344 0.02895 35.93137 0.000000 0.04507 23.08146 0.000000
sigma_NACount_r5 1.350430 0.05133 26.30674 0.000000 0.10736 12.57869 0.000000
sigma_NACount_r6 1.408362 0.05410 26.03241 0.000000 0.11573 12.16905 0.000000
sigma_NADuration_r1 1.048855 0.02661 39.41898 0.000000 0.04710 22.27000 0.000000
sigma_NADuration_r2 0.900890 0.02506 35.94939 0.000000 0.05197 17.33516 0.000000
sigma_NADuration_r3 0.860154 0.02344 36.68868 0.000000 0.04156 20.69842 0.000000
sigma_NADuration_r4 0.792300 0.02310 34.29485 0.000000 0.03994 19.83924 0.000000
sigma_NADuration_r5 1.111542 0.04160 26.71891 0.000000 0.07875 14.11409 0.000000
sigma_NADuration_r6 1.133506 0.03856 29.39420 0.000000 0.05994 18.90962 0.000000
sigma_NAPeriod_r1 0.959717 0.02404 39.91365 0.000000 0.04844 19.81409 0.000000
sigma_NAPeriod_r2 0.760163 0.02166 35.09884 0.000000 0.05471 13.89313 0.000000
sigma_NAPeriod_r3 0.731487 0.01965 37.21780 0.000000 0.04611 15.86436 0.000000
sigma_NAPeriod_r4 0.683174 0.02060 33.16775 0.000000 0.04476 15.26376 0.000000
sigma_NAPeriod_r5 1.264088 0.03928 32.18439 0.000000 0.09054 13.96144 0.000000
sigma_NAPeriod_r6 1.238458 0.03650 33.93066 0.000000 0.08130 15.23368 0.000000
sigma_NACompensation_r1 1.011670 0.02804 36.07819 0.000000 0.04380 23.09493 0.000000
sigma_NACompensation_r2 0.917970 0.02823 32.52199 0.000000 0.05349 17.16013 0.000000
sigma_NACompensation_r3 1.135474 0.03036 37.40461 0.000000 0.05079 22.35533 0.000000
sigma_NACompensation_r4 0.931692 0.02690 34.63994 0.000000 0.05198 17.92378 0.000000
sigma_NACompensation_r5 1.298672 0.04460 29.11851 0.000000 0.09445 13.75048 0.000000
sigma_NACompensation_r6 1.306434 0.04633 28.19961 0.000000 0.09573 13.64636 0.000000
zeta_NACountComplexityCosts_r1_NACount 1.000000 NA NA NA NA NA NA
zeta_NACountComplexityCosts_r2_NACount 1.123706 0.05216 21.54223 0.000000 0.04944 22.72740 0.000000
zeta_NACountComplexityCosts_r3_NACount 1.077476 0.05533 19.47407 0.000000 0.06180 17.43417 0.000000
zeta_NACountComplexityCosts_r4_NACount 1.044352 0.05060 20.64091 0.000000 0.05316 19.64611 0.000000
zeta_NACountIrrelevance_r5_NACount 1.000000 NA NA NA NA NA NA
zeta_NACountIrrelevance_r6_NACount 1.009504 0.04884 20.66766 0.000000 0.02609 38.69335 0.000000
zeta_NADurationComplexityCosts_r1_NADuration 1.000000 NA NA NA NA NA NA
zeta_NADurationComplexityCosts_r2_NADuration 1.110812 0.04422 25.11997 0.000000 0.04609 24.10067 0.000000
zeta_NADurationComplexityCosts_r3_NADuration 1.106331 0.04404 25.12384 0.000000 0.04921 22.48082 0.000000
zeta_NADurationComplexityCosts_r4_NADuration 1.075954 0.04239 25.38405 0.000000 0.04888 22.01256 0.000000
zeta_NADurationIrrelevance_r5_NADuration 1.000000 NA NA NA NA NA NA
zeta_NADurationIrrelevance_r6_NADuration 1.007266 0.03868 26.04421 0.000000 0.03566 28.24898 0.000000
zeta_NAPeriodComplexityCosts_r1_NAPeriod 1.000000 NA NA NA NA NA NA
zeta_NAPeriodComplexityCosts_r2_NAPeriod 1.153689 0.04485 25.72220 0.000000 0.05579 20.68094 0.000000
zeta_NAPeriodComplexityCosts_r3_NAPeriod 1.059867 0.04202 25.22470 0.000000 0.05866 18.06651 0.000000
zeta_NAPeriodComplexityCosts_r4_NAPeriod 1.069590 0.04171 25.64058 0.000000 0.05325 20.08675 0.000000
zeta_NAPeriodIrrelevance_r5_NAPeriod 1.000000 NA NA NA NA NA NA
zeta_NAPeriodIrrelevance_r6_NAPeriod 0.936435 0.07830 11.95882 0.000000 0.04956 18.89632 0.000000
zeta_NACompensationComplexityCosts_r1_NACompensation 1.000000 NA NA NA NA NA NA
zeta_NACompensationComplexityCosts_r2_NACompensation 1.059582 0.04198 25.23817 0.000000 0.04122 25.70770 0.000000
zeta_NACompensationComplexityCosts_r3_NACompensation 1.022334 0.04679 21.85024 0.000000 0.04789 21.34581 0.000000
zeta_NACompensationComplexityCosts_r4_NACompensation 0.981437 0.04121 23.81709 0.000000 0.04066 24.13692 0.000000
zeta_NACompensationIrrelevance_r5_NACompensation 1.000000 NA NA NA NA NA NA
zeta_NACompensationIrrelevance_r6_NACompensation 1.020095 0.04481 22.76408 0.000000 0.02501 40.78714 0.000000
gamma_Age_NACountComplexityCosts 0.153442 0.02299 6.67373 1.247e-11 0.04227 3.62994 1.4174e-04
gamma_Education_NACountComplexityCosts -0.395474 0.08813 -4.48726 3.607e-06 0.16394 -2.41232 0.007926
gamma_ExistingApps_NACountComplexityCosts 0.076222 0.08490 0.89781 0.184642 0.17077 0.44634 0.327677
sigma_NACountComplexityCosts 1.191817 0.05191 22.95954 0.000000 0.07197 16.55912 0.000000
gamma_Age_NACountIrrelevance 0.189643 0.03175 5.97340 1.162e-09 0.04692 4.04207 2.649e-05
gamma_Education_NACountIrrelevance -0.789264 0.11793 -6.69256 1.097e-11 0.16013 -4.92876 4.138e-07
gamma_ExistingApps_NACountIrrelevance 0.219226 0.10948 2.00241 0.022621 0.15448 1.41912 0.077931
sigma_NACountIrrelevance 1.409391 0.06791 20.75287 0.000000 0.13490 10.44803 0.000000
gamma_Age_NADurationComplexityCosts 0.138159 0.01985 6.95909 1.712e-12 0.04374 3.15840 7.9318e-04
gamma_Education_NADurationComplexityCosts -0.403396 0.07523 -5.36211 4.113e-08 0.17468 -2.30931 0.010463
gamma_ExistingApps_NADurationComplexityCosts 0.032180 0.06043 0.53254 0.297177 0.09631 0.33414 0.369138
sigma_NADurationComplexityCosts 1.245499 0.04970 25.06023 0.000000 0.10270 12.12709 0.000000
gamma_Age_NADurationIrrelevance 0.173607 0.03100 5.60004 1.071e-08 0.05064 3.42854 3.0342e-04
gamma_Education_NADurationIrrelevance -0.651437 0.11773 -5.53354 1.569e-08 0.19457 -3.34801 4.0698e-04
gamma_ExistingApps_NADurationIrrelevance 0.082927 0.11247 0.73730 0.230470 0.19493 0.42541 0.335269
sigma_NADurationIrrelevance 1.532677 0.05463 28.05560 0.000000 0.08341 18.37460 0.000000
gamma_Age_NAPeriodComplexityCosts 0.206194 0.02259 9.12896 0.000000 0.06568 3.13960 8.4590e-04
gamma_Education_NAPeriodComplexityCosts -0.574204 0.07986 -7.19019 3.235e-13 0.21867 -2.62595 0.004320
gamma_ExistingApps_NAPeriodComplexityCosts 0.291217 0.07892 3.68992 1.1216e-04 0.19713 1.47726 0.069803
sigma_NAPeriodComplexityCosts 1.207774 0.04605 26.22799 0.000000 0.09477 12.74416 0.000000
gamma_Age_NAPeriodIrrelevance 0.095518 0.02249 4.24789 1.079e-05 0.03099 3.08256 0.001026
gamma_Education_NAPeriodIrrelevance -0.615254 0.08964 -6.86376 3.354e-12 0.11701 -5.25822 7.273e-08
gamma_ExistingApps_NAPeriodIrrelevance 0.091948 0.07659 1.20047 0.114978 0.11037 0.83310 0.202395
sigma_NAPeriodIrrelevance -0.708609 0.07022 -10.09134 0.000000 0.16356 -4.33239 7.375e-06
gamma_Gender_NACompensationComplexityCosts -0.011057 0.06376 -0.17342 0.431161 0.13825 -0.07998 0.468127
gamma_Age_NACompensationComplexityCosts 0.118157 0.02413 4.89654 4.877e-07 0.04711 2.50824 0.006067
gamma_Education_NACompensationComplexityCosts -0.191671 0.09337 -2.05276 0.020048 0.17476 -1.09678 0.136370
gamma_Income_NACompensationComplexityCosts -0.337857 0.06649 -5.08118 1.875e-07 0.14541 -2.32349 0.010076
gamma_CheapTalk_NACompensationComplexityCosts 0.143784 0.06269 2.29346 0.010911 0.13247 1.08541 0.138870
sigma_NACompensationComplexityCosts 1.314919 0.04745 27.71063 0.000000 0.07124 18.45762 0.000000
gamma_Gender_NACompensationIrrelevance 0.182947 0.07660 2.38849 0.008459 0.11992 1.52562 0.063552
gamma_Age_NACompensationIrrelevance 0.189262 0.03245 5.83180 2.742e-09 0.05392 3.51006 2.2400e-04
gamma_Education_NACompensationIrrelevance -0.318228 0.12436 -2.55885 0.005251 0.21065 -1.51069 0.065434
gamma_Income_NACompensationIrrelevance -0.334290 0.08273 -4.04092 2.662e-05 0.13634 -2.45192 0.007105
gamma_CheapTalk_NACompensationIrrelevance 0.241079 0.07817 3.08399 0.001021 0.13091 1.84157 0.032769
sigma_NACompensationIrrelevance 1.475163 0.06363 23.18444 0.000000 0.11745 12.55998 0.000000
Summary of class allocation for LC model component LC_model:
Mean prob.
Class_1 0.2288
Class_2 0.4438
Class_3 0.3274
Code: Select all
Model run using Apollo for R, version 0.2.5 on Windows by
www.ApolloChoiceModelling.com
Model name : ICLV_LC_3Classes_DR1_CutOff7_SO2000
Model description : Latent class model on panel data (classical estimation)
Model run at : 2021-05-21 12:19:55
Estimation method : bfgs
Model diagnosis : successful convergence
Number of individuals : 1034
Number of rows in database : 31020
Number of modelled outcomes : 24816
NACount_r1_NACount: 1034
NACount_r2_NACount: 1034
NACount_r3_NACount: 1034
NACount_r4_NACount: 1034
NACount_r5_NACount: 1034
NACount_r6_NACount: 1034
NADuration_r1_NADuration: 1034
NADuration_r2_NADuration: 1034
NADuration_r3_NADuration: 1034
NADuration_r4_NADuration: 1034
NADuration_r5_NADuration: 1034
NADuration_r6_NADuration: 1034
NAPeriod_r1_NAPeriod: 1034
NAPeriod_r2_NAPeriod: 1034
NAPeriod_r3_NAPeriod: 1034
NAPeriod_r4_NAPeriod: 1034
NAPeriod_r5_NAPeriod: 1034
NAPeriod_r6_NAPeriod: 1034
NACompensation_r1_NACompen: 1034
NACompensation_r2_NACompen: 1034
NACompensation_r3_NACompen: 1034
NACompensation_r4_NACompen: 1034
NACompensation_r5_NACompen: 1034
NACompensation_r6_NACompen: 1034
LC_model: 0
Number of cores used : 27
Number of inter-individual draws : 2000 (sobolOwen)
LL(start) : -59900.83
LL(0, whole model) : Not applicable
LL(final, whole model) : -57920.55
Rho-square (0) : Not applicable
Adj.Rho-square (0) : Not applicable
AIC : 116073.1
BIC : 117014.9
LL(0,indic_NACount_NACount_r1) : Not applicable
LL(final,indic_NACount_NACount_r1): -1975.785
LL(0,indic_NACount_NACount_r2) : Not applicable
LL(final,indic_NACount_NACount_r2): -1958.468
LL(0,indic_NACount_NACount_r3) : Not applicable
LL(final,indic_NACount_NACount_r3): -1983.238
LL(0,indic_NACount_NACount_r4) : Not applicable
LL(final,indic_NACount_NACount_r4): -1903
LL(0,indic_NACount_NACount_r5) : Not applicable
LL(final,indic_NACount_NACount_r5): -2146.783
LL(0,indic_NACount_NACount_r6) : Not applicable
LL(final,indic_NACount_NACount_r6): -2176.588
LL(0,indic_NADuration_NADuration_r1): Not applicable
LL(final,indic_NADuration_NADuration_r1): -1890.278
LL(0,indic_NADuration_NADuration_r2): Not applicable
LL(final,indic_NADuration_NADuration_r2): -1884.213
LL(0,indic_NADuration_NADuration_r3): Not applicable
LL(final,indic_NADuration_NADuration_r3): -1863.396
LL(0,indic_NADuration_NADuration_r4): Not applicable
LL(final,indic_NADuration_NADuration_r4): -1815.61
LL(0,indic_NADuration_NADuration_r5): Not applicable
LL(final,indic_NADuration_NADuration_r5): -2082.642
LL(0,indic_NADuration_NADuration_r6): Not applicable
LL(final,indic_NADuration_NADuration_r6): -2098.623
LL(0,indic_NAPeriod_NAPeriod_r1) : Not applicable
LL(final,indic_NAPeriod_NAPeriod_r1): -1813.855
LL(0,indic_NAPeriod_NAPeriod_r2) : Not applicable
LL(final,indic_NAPeriod_NAPeriod_r2): -1802.174
LL(0,indic_NAPeriod_NAPeriod_r3) : Not applicable
LL(final,indic_NAPeriod_NAPeriod_r3): -1732.784
LL(0,indic_NAPeriod_NAPeriod_r4) : Not applicable
LL(final,indic_NAPeriod_NAPeriod_r4): -1727.8
LL(0,indic_NAPeriod_NAPeriod_r5) : Not applicable
LL(final,indic_NAPeriod_NAPeriod_r5): -1841.899
LL(0,indic_NAPeriod_NAPeriod_r6) : Not applicable
LL(final,indic_NAPeriod_NAPeriod_r6): -1808.057
LL(0,indic_NACompensation_NACompensation_r1): Not applicable
LL(final,indic_NACompensation_NACompensation_r1): -1908.035
LL(0,indic_NACompensation_NACompensation_r2): Not applicable
LL(final,indic_NACompensation_NACompensation_r2): -1891.925
LL(0,indic_NACompensation_NACompensation_r3): Not applicable
LL(final,indic_NACompensation_NACompensation_r3): -1975.475
LL(0,indic_NACompensation_NACompensation_r4): Not applicable
LL(final,indic_NACompensation_NACompensation_r4): -1858.619
LL(0,indic_NACompensation_NACompensation_r5): Not applicable
LL(final,indic_NACompensation_NACompensation_r5): -2132.253
LL(0,indic_NACompensation_NACompensation_r6): Not applicable
LL(final,indic_NACompensation_NACompensation_r6): -2143.708
LL(0,Measurement_model) : Not applicable
LL(final,Measurement_model) : -41637.2
LL(0,LC_model) : -22232.15
LL(final,LC_model) : -16376.83
Estimated parameters : 116
Time taken (hh:mm:ss) : 195:15:41.03
pre-estimation : 00:24:14.59
estimation : 82:34:9.74
post-estimation : 112:17:16.7
Iterations : 179
Min abs eigenvalue of Hessian : 0.00069
Estimates:
Estimate s.e. t.rat.(0) p(1-sided) Rob.s.e. Rob.t.rat.(0) p(1-sided)
b_asc_1 0.03462 0.024706 1.4014 0.080543 0.026393 1.3119 0.094781
b_asc_2 0.06231 0.024807 2.5117 0.006007 0.026337 2.3658 0.008995
b_asc_3 0.00000 NA NA NA NA NA NA
delta_A 0.00000 NA NA NA NA NA NA
gamma_A_NACount 0.00000 NA NA NA NA NA NA
gamma_A_NADuration 0.00000 NA NA NA NA NA NA
gamma_A_NAPeriod 0.00000 NA NA NA NA NA NA
gamma_A_NACompensation 0.00000 NA NA NA NA NA NA
delta_B 0.45401 0.146268 3.1039 9.5481e-04 0.303098 1.4979 0.067082
gamma_B_NACount -0.94694 0.161717 -5.8555 2.378e-09 0.224996 -4.2087 1.284e-05
gamma_B_NADuration -8.7083e-04 0.004435 -0.1963 0.422174 0.005000 -0.1741 0.430874
gamma_B_NAPeriod -0.53049 0.200711 -2.6431 0.004108 0.334064 -1.5880 0.056143
gamma_B_NACompensation 0.07685 0.054910 1.3995 0.080828 0.058475 1.3142 0.094390
delta_C 0.82617 0.165721 4.9853 3.093e-07 0.408576 2.0221 0.021584
gamma_C_NACount -0.33367 0.146696 -2.2746 0.011465 0.199534 -1.6723 0.047236
gamma_C_NADuration -0.01190 0.018996 -0.6266 0.265467 0.006419 -1.8543 0.031851
gamma_C_NAPeriod -0.49810 0.129219 -3.8547 5.794e-05 0.144664 -3.4431 2.8753e-04
gamma_C_NACompensation 0.20889 0.130837 1.5966 0.055179 0.153572 1.3602 0.086881
A_b_DR_asc_0 0.00000 NA NA NA NA NA NA
A_b_DR_asc_1 -5.15376 0.271159 -19.0064 0.000000 0.581184 -8.8677 0.000000
A_b_Quota_Count -0.12242 0.026384 -4.6400 1.742e-06 0.059333 -2.0633 0.019540
A_b_Quota_Max_Duration -0.08544 0.031206 -2.7381 0.003090 0.074366 -1.1490 0.125284
A_b_Quota_Period_midmorning -0.48241 0.102390 -4.7114 1.230e-06 0.244644 -1.9719 0.024312
A_b_Quota_Period_afternoon -0.54703 0.093955 -5.8223 2.903e-09 0.209994 -2.6050 0.004594
A_b_Quota_Period_evening 0.17527 0.094669 1.8514 0.032059 0.258637 0.6777 0.248997
A_b_Quota_Period_night 0.03783 0.084616 0.4471 0.327397 0.128438 0.2946 0.384165
A_b_Quota_Compensation 0.58486 0.048036 12.1752 0.000000 0.075151 7.7824 3.553e-15
B_b_DR_asc_0 0.00000 NA NA NA NA NA NA
B_b_DR_asc_1 -0.35315 0.095742 -3.6885 1.1278e-04 0.148451 -2.3789 0.008683
B_b_Quota_Count -0.12159 0.015171 -8.0144 5.551e-16 0.021538 -5.6452 8.249e-09
B_b_Quota_Max_Duration -0.08804 0.017912 -4.9152 4.435e-07 0.024400 -3.6082 1.5417e-04
B_b_Quota_Period_midmorning -0.47463 0.055062 -8.6199 0.000000 0.082283 -5.7683 4.004e-09
B_b_Quota_Period_afternoon -0.80101 0.058941 -13.5900 0.000000 0.084185 -9.5149 0.000000
B_b_Quota_Period_evening -0.38274 0.050976 -7.5083 2.998e-14 0.078480 -4.8770 5.386e-07
B_b_Quota_Period_night 0.78696 0.050937 15.4496 0.000000 0.084878 9.2717 0.000000
B_b_Quota_Compensation 0.41022 0.023640 17.3524 0.000000 0.028202 14.5458 0.000000
C_b_DR_asc_0 0.00000 NA NA NA NA NA NA
C_b_DR_asc_1 -3.91162 0.152347 -25.6756 0.000000 0.259224 -15.0897 0.000000
C_b_Quota_Count -0.35380 0.020198 -17.5166 0.000000 0.034168 -10.3548 0.000000
C_b_Quota_Max_Duration -0.36193 0.023221 -15.5865 0.000000 0.032750 -11.0512 0.000000
C_b_Quota_Period_midmorning -0.48021 0.074313 -6.4621 5.165e-11 0.169704 -2.8297 0.002329
C_b_Quota_Period_afternoon -1.02325 0.077043 -13.2815 0.000000 0.144708 -7.0712 7.683e-13
C_b_Quota_Period_evening -0.86115 0.073716 -11.6821 0.000000 0.125429 -6.8657 3.309e-12
C_b_Quota_Period_night 1.45638 0.081992 17.7626 0.000000 0.204269 7.1297 5.029e-13
C_b_Quota_Compensation 0.42142 0.033855 12.4479 0.000000 0.056810 7.4181 5.940e-14
lambda_NACountComplexityCosts_NACount 1.00000 NA NA NA NA NA NA
lambda_NACountIrrelevance_NACount -0.45148 0.105257 -4.2893 8.963e-06 0.126526 -3.5683 1.7968e-04
lambda_NADurationComplexityCosts_NADuration 1.00000 NA NA NA NA NA NA
lambda_NADurationIrrelevance_NADuration 23.97523 38.057312 0.6300 0.264355 6.559687 3.6549 1.2862e-04
lambda_NAPeriodComplexityCosts_NAPeriod 1.00000 NA NA NA NA NA NA
lambda_NAPeriodIrrelevance_NAPeriod 0.15068 0.601840 0.2504 0.401154 1.076338 0.1400 0.444334
lambda_NACompensationComplexityCosts_NACompensation 1.00000 NA NA NA NA NA NA
lambda_NACompensationIrrelevance_NACompensation 2.33587 1.789157 1.3056 0.095849 2.177775 1.0726 0.141726
sigma_NACount_r1 1.19913 0.031079 38.5826 0.000000 0.040289 29.7631 0.000000
sigma_NACount_r2 1.05365 0.030572 34.4644 0.000000 0.050205 20.9871 0.000000
sigma_NACount_r3 1.18319 0.032599 36.2949 0.000000 0.058402 20.2593 0.000000
sigma_NACount_r4 1.04535 0.028965 36.0904 0.000000 0.047775 21.8805 0.000000
sigma_NACount_r5 1.32717 0.049593 26.7611 0.000000 0.099897 13.2854 0.000000
sigma_NACount_r6 1.38894 0.051121 27.1699 0.000000 0.103138 13.4668 0.000000
sigma_NADuration_r1 1.04933 0.026930 38.9645 0.000000 0.050050 20.9658 0.000000
sigma_NADuration_r2 0.89409 0.025241 35.4219 0.000000 0.054621 16.3688 0.000000
sigma_NADuration_r3 0.85859 0.023695 36.2349 0.000000 0.044644 19.2319 0.000000
sigma_NADuration_r4 0.78196 0.023578 33.1650 0.000000 0.045060 17.3536 0.000000
sigma_NADuration_r5 1.10844 0.042031 26.3718 0.000000 0.078624 14.0979 0.000000
sigma_NADuration_r6 1.13683 0.039065 29.1007 0.000000 0.060655 18.7426 0.000000
sigma_NAPeriod_r1 0.96346 0.024394 39.4950 0.000000 0.049702 19.3848 0.000000
sigma_NAPeriod_r2 0.76138 0.022087 34.4722 0.000000 0.058736 12.9628 0.000000
sigma_NAPeriod_r3 0.72911 0.020360 35.8108 0.000000 0.050700 14.3807 0.000000
sigma_NAPeriod_r4 0.68403 0.021328 32.0724 0.000000 0.050014 13.6767 0.000000
sigma_NAPeriod_r5 1.28110 0.039188 32.6911 0.000000 0.086949 14.7340 0.000000
sigma_NAPeriod_r6 1.25178 0.036664 34.1416 0.000000 0.078436 15.9592 0.000000
sigma_NACompensation_r1 1.01042 0.027856 36.2725 0.000000 0.043906 23.0134 0.000000
sigma_NACompensation_r2 0.91070 0.028341 32.1339 0.000000 0.053795 16.9290 0.000000
sigma_NACompensation_r3 1.13340 0.029906 37.8987 0.000000 0.049507 22.8940 0.000000
sigma_NACompensation_r4 0.92255 0.026694 34.5604 0.000000 0.052650 17.5223 0.000000
sigma_NACompensation_r5 1.32521 0.048108 27.5464 0.000000 0.111062 11.9321 0.000000
sigma_NACompensation_r6 1.33830 0.049467 27.0543 0.000000 0.109963 12.1705 0.000000
zeta_NACountComplexityCosts_r1_NACount 1.00000 NA NA NA NA NA NA
zeta_NACountComplexityCosts_r2_NACount 1.12638 0.052176 21.5878 0.000000 0.055027 20.4696 0.000000
zeta_NACountComplexityCosts_r3_NACount 1.06591 0.055341 19.2607 0.000000 0.068501 15.5605 0.000000
zeta_NACountComplexityCosts_r4_NACount 1.03694 0.050217 20.6493 0.000000 0.054701 18.9565 0.000000
zeta_NACountIrrelevance_r5_NACount 1.00000 NA NA NA NA NA NA
zeta_NACountIrrelevance_r6_NACount 1.00740 0.047153 21.3646 0.000000 0.026696 37.7355 0.000000
zeta_NADurationComplexityCosts_r1_NADuration 1.00000 NA NA NA NA NA NA
zeta_NADurationComplexityCosts_r2_NADuration 1.11595 0.044677 24.9782 0.000000 0.053309 20.9339 0.000000
zeta_NADurationComplexityCosts_r3_NADuration 1.10793 0.044659 24.8085 0.000000 0.056829 19.4958 0.000000
zeta_NADurationComplexityCosts_r4_NADuration 1.08277 0.043085 25.1310 0.000000 0.057291 18.8995 0.000000
zeta_NADurationIrrelevance_r5_NADuration 1.00000 NA NA NA NA NA NA
zeta_NADurationIrrelevance_r6_NADuration 1.00399 0.039004 25.7409 0.000000 0.037280 26.9310 0.000000
zeta_NAPeriodComplexityCosts_r1_NAPeriod 1.00000 NA NA NA NA NA NA
zeta_NAPeriodComplexityCosts_r2_NAPeriod 1.15714 0.045494 25.4352 0.000000 0.057634 20.0775 0.000000
zeta_NAPeriodComplexityCosts_r3_NAPeriod 1.06547 0.042825 24.8797 0.000000 0.061131 17.4294 0.000000
zeta_NAPeriodComplexityCosts_r4_NAPeriod 1.07301 0.042388 25.3139 0.000000 0.055772 19.2391 0.000000
zeta_NAPeriodIrrelevance_r5_NAPeriod 1.00000 NA NA NA NA NA NA
zeta_NAPeriodIrrelevance_r6_NAPeriod 0.94147 0.081722 11.5204 0.000000 0.049233 19.1230 0.000000
zeta_NACompensationComplexityCosts_r1_NACompensation 1.00000 NA NA NA NA NA NA
zeta_NACompensationComplexityCosts_r2_NACompensation 1.06335 0.042045 25.2909 0.000000 0.041860 25.4025 0.000000
zeta_NACompensationComplexityCosts_r3_NACompensation 1.02314 0.046296 22.1002 0.000000 0.047220 21.6676 0.000000
zeta_NACompensationComplexityCosts_r4_NACompensation 0.98704 0.040892 24.1375 0.000000 0.041161 23.9798 0.000000
zeta_NACompensationIrrelevance_r5_NACompensation 1.00000 NA NA NA NA NA NA
zeta_NACompensationIrrelevance_r6_NACompensation 1.01713 0.046464 21.8906 0.000000 0.025628 39.6880 0.000000
gamma_Age_NACountComplexityCosts 0.14989 0.023247 6.4477 5.678e-11 0.043876 3.4162 3.1750e-04
gamma_Education_NACountComplexityCosts -0.39293 0.086507 -4.5422 2.783e-06 0.156546 -2.5100 0.006036
gamma_ExistingApps_NACountComplexityCosts 0.04615 0.083990 0.5495 0.291322 0.168785 0.2735 0.392253
sigma_NACountComplexityCosts 1.17713 0.050177 23.4594 0.000000 0.067207 17.5150 0.000000
gamma_Age_NACountIrrelevance 0.18041 0.031705 5.6903 6.341e-09 0.047118 3.8289 6.436e-05
gamma_Education_NACountIrrelevance -0.75262 0.118963 -6.3265 1.254e-10 0.165512 -4.5472 2.718e-06
gamma_ExistingApps_NACountIrrelevance 0.22735 0.109171 2.0825 0.018647 0.151989 1.4958 0.067347
sigma_NACountIrrelevance 1.44969 0.065055 22.2840 0.000000 0.119201 12.1617 0.000000
gamma_Age_NADurationComplexityCosts 0.13014 0.020012 6.5032 3.932e-11 0.045369 2.8685 0.002062
gamma_Education_NADurationComplexityCosts -0.35325 0.075174 -4.6991 1.307e-06 0.179528 -1.9676 0.024555
gamma_ExistingApps_NADurationComplexityCosts 0.05364 0.061807 0.8678 0.192739 0.101242 0.5298 0.298124
sigma_NADurationComplexityCosts 1.24052 0.051905 23.8996 0.000000 0.122884 10.0950 0.000000
gamma_Age_NADurationIrrelevance 0.17533 0.031784 5.5163 1.731e-08 0.054155 3.2376 6.0280e-04
gamma_Education_NADurationIrrelevance -0.62151 0.119048 -5.2207 8.914e-08 0.195963 -3.1716 7.5809e-04
gamma_ExistingApps_NADurationIrrelevance 0.10487 0.116361 0.9012 0.183729 0.219697 0.4773 0.316560
sigma_NADurationIrrelevance 1.53503 0.054946 27.9373 0.000000 0.084441 18.1787 0.000000
gamma_Age_NAPeriodComplexityCosts 0.20019 0.024453 8.1867 1.110e-16 0.081546 2.4549 0.007046
gamma_Education_NAPeriodComplexityCosts -0.56400 0.087648 -6.4348 6.181e-11 0.275475 -2.0474 0.020311
gamma_ExistingApps_NAPeriodComplexityCosts 0.27920 0.079342 3.5189 2.1664e-04 0.203328 1.3731 0.084854
sigma_NAPeriodComplexityCosts 1.21197 0.048377 25.0526 0.000000 0.115129 10.5271 0.000000
gamma_Age_NAPeriodIrrelevance 0.09645 0.022315 4.3223 7.719e-06 0.030141 3.2000 6.8704e-04
gamma_Education_NAPeriodIrrelevance -0.61846 0.088854 -6.9604 1.697e-12 0.115459 -5.3566 4.241e-08
gamma_ExistingApps_NAPeriodIrrelevance 0.08122 0.075548 1.0751 0.141160 0.105901 0.7670 0.221548
sigma_NAPeriodIrrelevance -0.67293 0.072207 -9.3194 0.000000 0.165972 -4.0545 2.512e-05
gamma_Gender_NACompensationComplexityCosts -0.02283 0.064385 -0.3545 0.361465 0.140003 -0.1630 0.435240
gamma_Age_NACompensationComplexityCosts 0.12013 0.023543 5.1024 1.677e-07 0.047580 2.5248 0.005788
gamma_Education_NACompensationComplexityCosts -0.15170 0.091607 -1.6560 0.048860 0.170265 -0.8910 0.186472
gamma_Income_NACompensationComplexityCosts -0.37621 0.066082 -5.6931 6.237e-09 0.138877 -2.7090 0.003375
gamma_CheapTalk_NACompensationComplexityCosts 0.14521 0.059725 2.4312 0.007524 0.124825 1.1633 0.122358
sigma_NACompensationComplexityCosts 1.32738 0.047462 27.9674 0.000000 0.070112 18.9323 0.000000
gamma_Gender_NACompensationIrrelevance 0.19015 0.077896 2.4411 0.007322 0.128971 1.4744 0.070192
gamma_Age_NACompensationIrrelevance 0.19228 0.032689 5.8821 2.025e-09 0.057335 3.3536 3.9883e-04
gamma_Education_NACompensationIrrelevance -0.28467 0.124692 -2.2830 0.011216 0.209088 -1.3615 0.086682
gamma_Income_NACompensationIrrelevance -0.35516 0.082948 -4.2818 9.271e-06 0.137231 -2.5881 0.004826
gamma_CheapTalk_NACompensationIrrelevance 0.22544 0.077896 2.8941 0.001901 0.128730 1.7513 0.039948
sigma_NACompensationIrrelevance 1.43731 0.067503 21.2926 0.000000 0.141528 10.1556 0.000000
Summary of class allocation for LC model component LC_model:
Mean prob.
Class_1 0.2315
Class_2 0.3252
Class_3 0.4433
Nico