Generating PLS
Plot Path Coefficients
Plot Loading factors
Unidimensilonality
## Mode MVs C.alpha DG.rho eig.1st eig.2nd
## LME A 11 0.9651611 0.9700158 8.228040 0.8861732
## POS A 8 0.8069291 0.8647001 4.068873 1.3099017
## OrgC A 24 0.8356672 0.8565983 6.717995 3.9825700
## TurnoverIntention A 5 0.8821892 0.9152323 3.428222 0.7197464
Cronbach’s alpha
## C.alpha
## LME 0.9651611
## POS 0.8069291
## OrgC 0.8356672
## TurnoverIntention 0.8821892
Eigenvalues
## eig.1st eig.2nd
## LME 8.228040 0.8861732
## POS 4.068873 1.3099017
## OrgC 6.717995 3.9825700
## TurnoverIntention 3.428222 0.7197464
Plot Loading factors
Oter model results
## name block weight loading communality
## 1 AF1 LME 0.131065070 0.898751470 8.077542e-01
## 2 AF2 LME 0.114090141 0.905014491 8.190512e-01
## 3 AF3 LME 0.136039214 0.913426084 8.343472e-01
## 4 LY1 LME 0.033684710 0.591078182 3.493734e-01
## 5 LY2 LME 0.097020164 0.871564335 7.596244e-01
## 6 LY3 LME 0.102834236 0.916947337 8.407924e-01
## 7 CT1 LME 0.076452695 0.763366585 5.827285e-01
## 8 CT2 LME 0.122305843 0.916689822 8.403202e-01
## 9 PR1 LME 0.108333252 0.901686373 8.130383e-01
## 10 PR2 LME 0.112124252 0.882057198 7.780249e-01
## 11 PR3 LME 0.100426882 0.884885712 7.830227e-01
## 12 SS1 POS 0.213438460 0.864963320 7.481615e-01
## 13 SS2 POS 0.204227847 0.783898647 6.144971e-01
## 14 SS3 POS 0.047473100 0.369178897 1.362931e-01
## 15 FS1 POS 0.008667438 -0.096294604 9.272651e-03
## 16 FS2 POS 0.229038468 0.883016333 7.797178e-01
## 17 FS3 POS 0.127527215 0.461829744 2.132867e-01
## 18 RJC1 POS 0.224466902 0.919282651 8.450806e-01
## 19 RJC2 POS 0.202996372 0.842916990 7.105091e-01
## 20 AC1 OrgC 0.082543223 0.487538172 2.376935e-01
## 21 AC2 OrgC 0.119139487 0.690337541 4.765659e-01
## 22 AC3 OrgC 0.108761306 0.708807523 5.024081e-01
## 23 AC4 OrgC 0.028190322 0.051591354 2.661668e-03
## 24 AC5 OrgC 0.147099778 0.798800745 6.380826e-01
## 25 AC6 OrgC 0.095988453 0.716837469 5.138560e-01
## 26 AC7 OrgC 0.029427041 0.406026720 1.648577e-01
## 27 AC8 OrgC 0.120452339 0.533853219 2.849993e-01
## 28 CC1 OrgC 0.030910966 0.039448038 1.556148e-03
## 29 CC2 OrgC -0.019813455 0.061777707 3.816485e-03
## 30 CC3 OrgC 0.068008753 0.616039043 3.795041e-01
## 31 CC4 OrgC 0.039976729 0.276335380 7.636124e-02
## 32 CC5 OrgC 0.047246530 0.449289874 2.018614e-01
## 33 CC6 OrgC 0.142490381 0.804968496 6.479743e-01
## 34 CC7 OrgC 0.042629747 0.370984623 1.376296e-01
## 35 CC8 OrgC 0.107407887 0.630817625 3.979309e-01
## 36 NC1 OrgC 0.095125603 0.514041240 2.642384e-01
## 37 NC2 OrgC 0.070505431 0.351245907 1.233737e-01
## 38 NC3 OrgC 0.060459890 0.240988678 5.807554e-02
## 39 NC4 OrgC 0.089159357 0.666497844 4.442194e-01
## 40 NC5 OrgC 0.086783604 0.575032342 3.306622e-01
## 41 NC6 OrgC 0.062334719 0.416575550 1.735352e-01
## 42 NC7 OrgC -0.037340603 0.004592025 2.108669e-05
## 43 NC8 OrgC -0.089302707 -0.454734998 2.067839e-01
## 44 TI1 TurnoverIntention 0.173616393 0.752246988 5.658755e-01
## 45 TI2 TurnoverIntention 0.142832893 0.753323661 5.674965e-01
## 46 TI3 TurnoverIntention 0.285355425 0.937438719 8.787914e-01
## 47 TI4 TurnoverIntention 0.273681697 0.871426931 7.593849e-01
## 48 TI5 TurnoverIntention 0.331575875 0.771471591 5.951684e-01
## redundancy
## 1 0.000000e+00
## 2 0.000000e+00
## 3 0.000000e+00
## 4 0.000000e+00
## 5 0.000000e+00
## 6 0.000000e+00
## 7 0.000000e+00
## 8 0.000000e+00
## 9 0.000000e+00
## 10 0.000000e+00
## 11 0.000000e+00
## 12 4.306789e-01
## 13 3.537350e-01
## 14 7.845705e-02
## 15 5.337798e-03
## 16 4.488443e-01
## 17 1.227784e-01
## 18 4.864704e-01
## 19 4.090043e-01
## 20 1.418293e-01
## 21 2.843621e-01
## 22 2.997819e-01
## 23 1.588190e-03
## 24 3.807375e-01
## 25 3.066127e-01
## 26 9.836893e-02
## 27 1.700562e-01
## 28 9.285377e-04
## 29 2.277258e-03
## 30 2.264463e-01
## 31 4.556399e-02
## 32 1.204487e-01
## 33 3.866397e-01
## 34 8.212219e-02
## 35 2.374414e-01
## 36 1.576684e-01
## 37 7.361584e-02
## 38 3.465309e-02
## 39 2.650612e-01
## 40 1.973028e-01
## 41 1.035467e-01
## 42 1.258222e-05
## 43 1.233859e-01
## 44 3.600274e-01
## 45 3.610587e-01
## 46 5.591141e-01
## 47 4.831440e-01
## 48 3.786644e-01
Plotting weights
Cross-loadings
## name block LME POS OrgC
## 1 AF1 LME 0.898751470 0.72758392 0.737582896
## 2 AF2 LME 0.905014491 0.67558212 0.652829108
## 3 AF3 LME 0.913426084 0.78039643 0.764836921
## 4 LY1 LME 0.591078182 0.30909772 0.205392074
## 5 LY2 LME 0.871564335 0.60069448 0.538557706
## 6 LY3 LME 0.916947337 0.64867362 0.556798354
## 7 CT1 LME 0.763366585 0.48706816 0.443491164
## 8 CT2 LME 0.916689822 0.74653465 0.645176137
## 9 PR1 LME 0.901686373 0.68983669 0.573330932
## 10 PR2 LME 0.882057198 0.72579340 0.543412475
## 11 PR3 LME 0.884885712 0.59806162 0.561128066
## 12 SS1 POS 0.642776924 0.86496332 0.716420522
## 13 SS2 POS 0.651497400 0.78389865 0.669596946
## 14 SS3 POS 0.233321774 0.36917890 0.164518633
## 15 FS1 POS 0.003075894 -0.09629460 0.008679017
## 16 FS2 POS 0.742479735 0.88301633 0.648886869
## 17 FS3 POS 0.147838033 0.46182974 0.391073176
## 18 RJC1 POS 0.685167418 0.91928265 0.641506151
## 19 RJC2 POS 0.663352724 0.84291699 0.555781352
## 20 AC1 OrgC 0.281637119 0.39886263 0.487538172
## 21 AC2 OrgC 0.402993268 0.65237557 0.690337541
## 22 AC3 OrgC 0.502977031 0.44796333 0.708807523
## 23 AC4 OrgC 0.081624009 0.13412120 0.051591354
## 24 AC5 OrgC 0.636168823 0.70218700 0.798800745
## 25 AC6 OrgC 0.383301744 0.40735490 0.716837469
## 26 AC7 OrgC 0.008492994 0.18566140 0.406026720
## 27 AC8 OrgC 0.455138791 0.59641742 0.533853219
## 28 CC1 OrgC 0.031817497 0.05908031 0.039448038
## 29 CC2 OrgC -0.117567048 -0.15445048 0.061777707
## 30 CC3 OrgC 0.156087344 0.26562108 0.616039043
## 31 CC4 OrgC 0.076977816 0.19182237 0.276335380
## 32 CC5 OrgC 0.099521720 0.23621126 0.449289874
## 33 CC6 OrgC 0.579363665 0.57996219 0.804968496
## 34 CC7 OrgC 0.288199613 0.09729112 0.370984623
## 35 CC8 OrgC 0.522490922 0.41581909 0.630817625
## 36 NC1 OrgC 0.402158008 0.50211139 0.514041240
## 37 NC2 OrgC 0.303770366 0.23779012 0.351245907
## 38 NC3 OrgC 0.277107613 0.30353436 0.240988678
## 39 NC4 OrgC 0.315946334 0.43226454 0.666497844
## 40 NC5 OrgC 0.277336637 0.29447118 0.575032342
## 41 NC6 OrgC 0.249831490 0.26255584 0.416575550
## 42 NC7 OrgC -0.194904779 -0.20246041 0.004592025
## 43 NC8 OrgC -0.514460864 -0.28982269 -0.454734998
## 44 TI1 TurnoverIntention -0.241374371 -0.32111491 -0.528848934
## 45 TI2 TurnoverIntention -0.164470322 -0.22701154 -0.506361447
## 46 TI3 TurnoverIntention -0.468377279 -0.61152357 -0.713808461
## 47 TI4 TurnoverIntention -0.456020672 -0.63730855 -0.626998484
## 48 TI5 TurnoverIntention -0.634276507 -0.71368279 -0.736281288
## TurnoverIntention
## 1 -0.60711051
## 2 -0.47547278
## 3 -0.60569621
## 4 -0.01808718
## 5 -0.39473373
## 6 -0.42044872
## 7 -0.27823591
## 8 -0.54208026
## 9 -0.44971114
## 10 -0.50361445
## 11 -0.42867998
## 12 -0.50720079
## 13 -0.46476185
## 14 -0.01726452
## 15 -0.06402267
## 16 -0.61144660
## 17 -0.57624755
## 18 -0.63616809
## 19 -0.55596105
## 20 -0.39924090
## 21 -0.50310317
## 22 -0.47177506
## 23 -0.15302022
## 24 -0.58587308
## 25 -0.46498442
## 26 -0.19077509
## 27 -0.52409339
## 28 -0.31346048
## 29 -0.01281585
## 30 -0.46792466
## 31 -0.25415043
## 32 -0.28229053
## 33 -0.70460617
## 34 -0.17213605
## 35 -0.46670092
## 36 -0.34008341
## 37 -0.38074021
## 38 -0.21025107
## 39 -0.41808279
## 40 -0.56342136
## 41 -0.30300646
## 42 0.09110077
## 43 0.36390333
## 44 0.75224699
## 45 0.75332366
## 46 0.93743872
## 47 0.87142693
## 48 0.77147159
##
## Attaching package: 'ggplot2'
## The following object is masked from 'package:plspm':
##
## alpha
Structural Model Assessment
Inner Model
## $POS
## Estimate Std. Error t value Pr(>|t|)
## Intercept -1.638806e-16 0.05669899 -2.890363e-15 1.000000e+00
## LME 7.587158e-01 0.05669899 1.338147e+01 2.444638e-26
##
## $OrgC
## Estimate Std. Error t value Pr(>|t|)
## Intercept 2.479142e-17 0.05548606 4.468045e-16 1.000000e+00
## LME 2.654178e-01 0.08517685 3.116079e+00 2.252519e-03
## POS 5.514818e-01 0.08517685 6.474550e+00 1.749669e-09
##
## $TurnoverIntention
## Estimate Std. Error t value Pr(>|t|)
## Intercept -1.413324e-16 0.05289825 -2.671779e-15 1.000000e+00
## LME 1.236549e-01 0.08416002 1.469283e+00 1.441718e-01
## POS -2.631158e-01 0.09329659 -2.820208e+00 5.551930e-03
## OrgC -6.700328e-01 0.08329555 -8.044041e+00 4.715684e-13
inner model summary
## Type R2 Block_Communality Mean_Redundancy
## LME Exogenous 0.0000000 0.7461889 0.0000000
## POS Endogenous 0.5756497 0.5071023 0.2919133
## OrgC Endogenous 0.5966900 0.2611945 0.1558521
## TurnoverIntention Endogenous 0.6362307 0.6733433 0.4284017
## AVE
## LME 0.7461889
## POS 0.5071023
## OrgC 0.2611945
## TurnoverIntention 0.6733433
select R2
## R2
## LME 0.0000000
## POS 0.5756497
## OrgC 0.5966900
## TurnoverIntention 0.6362307
gof index
## [1] 0.5244587
Overal Summarized Results
## PARTIAL LEAST SQUARES PATH MODELING (PLS-PM)
##
## ----------------------------------------------------------
## MODEL SPECIFICATION
## 1 Number of Cases 134
## 2 Latent Variables 4
## 3 Manifest Variables 48
## 4 Scale of Data Standardized Data
## 5 Non-Metric PLS FALSE
## 6 Weighting Scheme centroid
## 7 Tolerance Crit 1e-06
## 8 Max Num Iters 100
## 9 Convergence Iters 6
## 10 Bootstrapping FALSE
## 11 Bootstrap samples NULL
##
## ----------------------------------------------------------
## BLOCKS DEFINITION
## Block Type Size Mode
## 1 LME Exogenous 11 A
## 2 POS Endogenous 8 A
## 3 OrgC Endogenous 24 A
## 4 TurnoverIntention Endogenous 5 A
##
## ----------------------------------------------------------
## BLOCKS UNIDIMENSIONALITY
## Mode MVs C.alpha DG.rho eig.1st eig.2nd
## LME A 11 0.965 0.970 8.23 0.886
## POS A 8 0.807 0.865 4.07 1.310
## OrgC A 24 0.836 0.857 6.72 3.983
## TurnoverIntention A 5 0.882 0.915 3.43 0.720
##
## ----------------------------------------------------------
## OUTER MODEL
## weight loading communality redundancy
## LME
## 1 AF1 0.13107 0.89875 8.08e-01 0.00e+00
## 1 AF2 0.11409 0.90501 8.19e-01 0.00e+00
## 1 AF3 0.13604 0.91343 8.34e-01 0.00e+00
## 1 LY1 0.03368 0.59108 3.49e-01 0.00e+00
## 1 LY2 0.09702 0.87156 7.60e-01 0.00e+00
## 1 LY3 0.10283 0.91695 8.41e-01 0.00e+00
## 1 CT1 0.07645 0.76337 5.83e-01 0.00e+00
## 1 CT2 0.12231 0.91669 8.40e-01 0.00e+00
## 1 PR1 0.10833 0.90169 8.13e-01 0.00e+00
## 1 PR2 0.11212 0.88206 7.78e-01 0.00e+00
## 1 PR3 0.10043 0.88489 7.83e-01 0.00e+00
## POS
## 2 SS1 0.21344 0.86496 7.48e-01 4.31e-01
## 2 SS2 0.20423 0.78390 6.14e-01 3.54e-01
## 2 SS3 0.04747 0.36918 1.36e-01 7.85e-02
## 2 FS1 0.00867 -0.09629 9.27e-03 5.34e-03
## 2 FS2 0.22904 0.88302 7.80e-01 4.49e-01
## 2 FS3 0.12753 0.46183 2.13e-01 1.23e-01
## 2 RJC1 0.22447 0.91928 8.45e-01 4.86e-01
## 2 RJC2 0.20300 0.84292 7.11e-01 4.09e-01
## OrgC
## 3 AC1 0.08254 0.48754 2.38e-01 1.42e-01
## 3 AC2 0.11914 0.69034 4.77e-01 2.84e-01
## 3 AC3 0.10876 0.70881 5.02e-01 3.00e-01
## 3 AC4 0.02819 0.05159 2.66e-03 1.59e-03
## 3 AC5 0.14710 0.79880 6.38e-01 3.81e-01
## 3 AC6 0.09599 0.71684 5.14e-01 3.07e-01
## 3 AC7 0.02943 0.40603 1.65e-01 9.84e-02
## 3 AC8 0.12045 0.53385 2.85e-01 1.70e-01
## 3 CC1 0.03091 0.03945 1.56e-03 9.29e-04
## 3 CC2 -0.01981 0.06178 3.82e-03 2.28e-03
## 3 CC3 0.06801 0.61604 3.80e-01 2.26e-01
## 3 CC4 0.03998 0.27634 7.64e-02 4.56e-02
## 3 CC5 0.04725 0.44929 2.02e-01 1.20e-01
## 3 CC6 0.14249 0.80497 6.48e-01 3.87e-01
## 3 CC7 0.04263 0.37098 1.38e-01 8.21e-02
## 3 CC8 0.10741 0.63082 3.98e-01 2.37e-01
## 3 NC1 0.09513 0.51404 2.64e-01 1.58e-01
## 3 NC2 0.07051 0.35125 1.23e-01 7.36e-02
## 3 NC3 0.06046 0.24099 5.81e-02 3.47e-02
## 3 NC4 0.08916 0.66650 4.44e-01 2.65e-01
## 3 NC5 0.08678 0.57503 3.31e-01 1.97e-01
## 3 NC6 0.06233 0.41658 1.74e-01 1.04e-01
## 3 NC7 -0.03734 0.00459 2.11e-05 1.26e-05
## 3 NC8 -0.08930 -0.45473 2.07e-01 1.23e-01
## TurnoverIntention
## 4 TI1 0.17362 0.75225 5.66e-01 3.60e-01
## 4 TI2 0.14283 0.75332 5.67e-01 3.61e-01
## 4 TI3 0.28536 0.93744 8.79e-01 5.59e-01
## 4 TI4 0.27368 0.87143 7.59e-01 4.83e-01
## 4 TI5 0.33158 0.77147 5.95e-01 3.79e-01
##
## ----------------------------------------------------------
## CROSSLOADINGS
## LME POS OrgC TurnoverIntention
## LME
## 1 AF1 0.89875 0.7276 0.73758 -0.6071
## 1 AF2 0.90501 0.6756 0.65283 -0.4755
## 1 AF3 0.91343 0.7804 0.76484 -0.6057
## 1 LY1 0.59108 0.3091 0.20539 -0.0181
## 1 LY2 0.87156 0.6007 0.53856 -0.3947
## 1 LY3 0.91695 0.6487 0.55680 -0.4204
## 1 CT1 0.76337 0.4871 0.44349 -0.2782
## 1 CT2 0.91669 0.7465 0.64518 -0.5421
## 1 PR1 0.90169 0.6898 0.57333 -0.4497
## 1 PR2 0.88206 0.7258 0.54341 -0.5036
## 1 PR3 0.88489 0.5981 0.56113 -0.4287
## POS
## 2 SS1 0.64278 0.8650 0.71642 -0.5072
## 2 SS2 0.65150 0.7839 0.66960 -0.4648
## 2 SS3 0.23332 0.3692 0.16452 -0.0173
## 2 FS1 0.00308 -0.0963 0.00868 -0.0640
## 2 FS2 0.74248 0.8830 0.64889 -0.6114
## 2 FS3 0.14784 0.4618 0.39107 -0.5762
## 2 RJC1 0.68517 0.9193 0.64151 -0.6362
## 2 RJC2 0.66335 0.8429 0.55578 -0.5560
## OrgC
## 3 AC1 0.28164 0.3989 0.48754 -0.3992
## 3 AC2 0.40299 0.6524 0.69034 -0.5031
## 3 AC3 0.50298 0.4480 0.70881 -0.4718
## 3 AC4 0.08162 0.1341 0.05159 -0.1530
## 3 AC5 0.63617 0.7022 0.79880 -0.5859
## 3 AC6 0.38330 0.4074 0.71684 -0.4650
## 3 AC7 0.00849 0.1857 0.40603 -0.1908
## 3 AC8 0.45514 0.5964 0.53385 -0.5241
## 3 CC1 0.03182 0.0591 0.03945 -0.3135
## 3 CC2 -0.11757 -0.1545 0.06178 -0.0128
## 3 CC3 0.15609 0.2656 0.61604 -0.4679
## 3 CC4 0.07698 0.1918 0.27634 -0.2542
## 3 CC5 0.09952 0.2362 0.44929 -0.2823
## 3 CC6 0.57936 0.5800 0.80497 -0.7046
## 3 CC7 0.28820 0.0973 0.37098 -0.1721
## 3 CC8 0.52249 0.4158 0.63082 -0.4667
## 3 NC1 0.40216 0.5021 0.51404 -0.3401
## 3 NC2 0.30377 0.2378 0.35125 -0.3807
## 3 NC3 0.27711 0.3035 0.24099 -0.2103
## 3 NC4 0.31595 0.4323 0.66650 -0.4181
## 3 NC5 0.27734 0.2945 0.57503 -0.5634
## 3 NC6 0.24983 0.2626 0.41658 -0.3030
## 3 NC7 -0.19490 -0.2025 0.00459 0.0911
## 3 NC8 -0.51446 -0.2898 -0.45473 0.3639
## TurnoverIntention
## 4 TI1 -0.24137 -0.3211 -0.52885 0.7522
## 4 TI2 -0.16447 -0.2270 -0.50636 0.7533
## 4 TI3 -0.46838 -0.6115 -0.71381 0.9374
## 4 TI4 -0.45602 -0.6373 -0.62700 0.8714
## 4 TI5 -0.63428 -0.7137 -0.73628 0.7715
##
## ----------------------------------------------------------
## INNER MODEL
## $POS
## Estimate Std. Error t value Pr(>|t|)
## Intercept -1.64e-16 0.0567 -2.89e-15 1.00e+00
## LME 7.59e-01 0.0567 1.34e+01 2.44e-26
##
## $OrgC
## Estimate Std. Error t value Pr(>|t|)
## Intercept 2.48e-17 0.0555 4.47e-16 1.00e+00
## LME 2.65e-01 0.0852 3.12e+00 2.25e-03
## POS 5.51e-01 0.0852 6.47e+00 1.75e-09
##
## $TurnoverIntention
## Estimate Std. Error t value Pr(>|t|)
## Intercept -1.41e-16 0.0529 -2.67e-15 1.00e+00
## LME 1.24e-01 0.0842 1.47e+00 1.44e-01
## POS -2.63e-01 0.0933 -2.82e+00 5.55e-03
## OrgC -6.70e-01 0.0833 -8.04e+00 4.72e-13
##
## ----------------------------------------------------------
## CORRELATIONS BETWEEN LVs
## LME POS OrgC TurnoverIntention
## LME 1.000 0.759 0.684 -0.534
## POS 0.759 1.000 0.753 -0.674
## OrgC 0.684 0.753 1.000 -0.784
## TurnoverIntention -0.534 -0.674 -0.784 1.000
##
## ----------------------------------------------------------
## SUMMARY INNER MODEL
## Type R2 Block_Communality Mean_Redundancy
## LME Exogenous 0.000 0.746 0.000
## POS Endogenous 0.576 0.507 0.292
## OrgC Endogenous 0.597 0.261 0.156
## TurnoverIntention Endogenous 0.636 0.673 0.428
## AVE
## LME 0.746
## POS 0.507
## OrgC 0.261
## TurnoverIntention 0.673
##
## ----------------------------------------------------------
## GOODNESS-OF-FIT
## [1] 0.5245
##
## ----------------------------------------------------------
## TOTAL EFFECTS
## relationships direct indirect total
## 1 LME -> POS 0.759 0.000 0.759
## 2 LME -> OrgC 0.265 0.418 0.684
## 3 LME -> TurnoverIntention 0.124 -0.658 -0.534
## 4 POS -> OrgC 0.551 0.000 0.551
## 5 POS -> TurnoverIntention -0.263 -0.370 -0.633
## 6 OrgC -> TurnoverIntention -0.670 0.000 -0.670