PARTIAL LEAST SQUARES PATH MODELING (PLS-PM) | |
MODEL SPECIFICATION | |
Number of Cases | 125 |
Latent Variables | 6 |
Manifest Variables | 15 |
Scaled? | TRUE |
Weighting Scheme | centroid |
Bootstrapping? | TRUE |
Bootstrap samples | 100 |
BLOCKS DEFINITION | |||
Block | Type | NMVs | Mode |
COMPUTE | Exogenous | 2 | Reflective |
REVIEW | Endogenous | 5 | Reflective |
EXAM0 | Endogenous | 2 | Formative |
EXAM1 | Endogenous | 2 | Formative |
EXAM2 | Endogenous | 2 | Formative |
EXAM3 | Endogenous | 2 | Formative |
BLOCKS UNIDIMENSIONALITY | ||||||
Block | Type.measure | MVs | eig.1st | eig.2nd | C.alpha | DG.rho |
COMPUTE | Reflective | 2 | 1.88830220384234 | 0.111697796157659 | 0.940847499976236 | 0.97127337580724 |
REVIEW | Reflective | 5 | 3.32779751719876 | 0.859763518973694 | 0.861754569307642 | 0.90494255461169 |
EXAM0 | Formative | 2 | 1.18466617023922 | 0.815333829760777 | 0 | 0 |
EXAM1 | Formative | 2 | 1.18719641588731 | 0.812803584112692 | 0 | 0 |
EXAM2 | Formative | 2 | 1.2974678574724 | 0.7025321425276 | 0 | 0 |
EXAM3 | Formative | 2 | 1.457006962441 | 0.542993037558999 | 0 | 0 |
OUTER MODEL | ||||
Block | weights | std.loads | communal | redundan |
COMPUTE | ||||
x$numcomp | 0.5538 | 0.9759 | 0.9524 | 0 |
x$numreceived | 0.4752 | 0.9671 | 0.9353 | 0 |
REVIEW | ||||
x$mrt | 0.1331 | 0.6444 | 0.4153 | 0.059 |
x$nfm | 0.3325 | 0.6501 | 0.4227 | 0.0601 |
x$afl | 0.2485 | 0.8944 | 0.8 | 0.1137 |
x$lpm | 0.2621 | 0.937 | 0.8781 | 0.1248 |
x$lpc | 0.2673 | 0.861 | 0.7413 | 0.1053 |
EXAM0 | ||||
x$Q5 | 0.5603 | 0.6953 | 0.4834 | 0.0185 |
x$Q9 | 0.7313 | 0.8348 | 0.6968 | 0.0267 |
EXAM1 | ||||
x$Q2 | 0.6987 | 0.8104 | 0.6567 | 0.0343 |
x$Q4 | 0.5965 | 0.7273 | 0.5289 | 0.0276 |
EXAM2 | ||||
x$Q1_1 | 0.8423 | 0.9446 | 0.8922 | 0.0759 |
x$Q2_2 | 0.3439 | 0.5944 | 0.3534 | 0.0301 |
EXAM3 | ||||
x$Q1_3 | 0.5877 | 0.8546 | 0.7303 | 0.2053 |
x$Q2_3 | 0.5839 | 0.8525 | 0.7267 | 0.2043 |
CORRELATIONS BETWEEN MVs AND LVs | ||||||
Block | COMPUTE | REVIEW | EXAM0 | EXAM1 | EXAM2 | EXAM3 |
COMPUTE | ||||||
x$numcomp | 0.9759 | 0.3921 | 0.1435 | 0.0195 | 0.3231 | 0.3105 |
x$numreceived | 0.9671 | 0.3364 | 0.1227 | -0.0257 | 0.2924 | 0.3123 |
REVIEW | ||||||
x$mrt | 0.2134 | 0.6444 | 0.1178 | 0.081 | 0.0604 | 0.0976 |
x$nfm | 0.3929 | 0.6501 | 0.2333 | 0.1937 | 0.2164 | 0.3864 |
x$afl | 0.2592 | 0.8944 | 0.1118 | 0.1002 | 0.2623 | 0.3292 |
x$lpm | 0.2831 | 0.937 | 0.1341 | 0.1151 | 0.2452 | 0.3434 |
x$lpc | 0.2967 | 0.861 | 0.1484 | 0.1726 | 0.2324 | 0.2929 |
EXAM0 | ||||||
x$Q5 | 0.1034 | 0.108 | 0.6953 | 0.151 | 0.1581 | 0.0477 |
x$Q9 | 0.1091 | 0.1851 | 0.8348 | 0.1264 | 0.062 | 0.1411 |
EXAM1 | ||||||
x$Q2 | -0.0032 | 0.1453 | 0.1074 | 0.8104 | -0.0793 | 0.0082 |
x$Q4 | 0.0014 | 0.1255 | 0.171 | 0.7273 | -0.0023 | 0.1209 |
EXAM2 | ||||||
x$Q1_1 | 0.261 | 0.2641 | 0.0866 | -0.0972 | 0.9446 | 0.374 |
x$Q2_2 | 0.2851 | 0.1429 | 0.1773 | 0.073 | 0.5944 | 0.3936 |
EXAM3 | ||||||
x$Q1_3 | 0.2918 | 0.3008 | 0.0766 | -0.0083 | 0.4191 | 0.8546 |
x$Q2_3 | 0.255 | 0.3679 | 0.1454 | 0.1417 | 0.3494 | 0.8525 |
INNER MODEL | ||
Block | Concept | Value |
S2 | ||
1 | R2 | 0.1421 |
2 | Intercept | 0 |
3 | path_S1 | 0.377 |
S3 | ||
1 | R2 | 0.0384 |
2 | Intercept | 0 |
3 | path_S2 | 0.1959 |
S4 | ||
1 | R2 | 0.0522 |
2 | Intercept | 0 |
3 | path_S2 | 0.1474 |
4 | path_S3 | 0.1482 |
S5 | ||
1 | R2 | 0.0851 |
2 | Intercept | 0 |
3 | path_S2 | 0.2906 |
4 | path_S4 | -0.1081 |
S6 | ||
1 | R2 | 0.2811 |
2 | Intercept | 0 |
3 | path_S2 | 0.2907 |
4 | path_S5 | 0.3714 |
CORRELATIONS BETWEEN LVs | ||||||
COMPUTE | REVIEW | EXAM0 | EXAM1 | EXAM2 | EXAM3 | |
COMPUTE | 1 | 0.377 | 0.1377 | -0.0014 | 0.3179 | 0.3203 |
REVIEW | 0.377 | 1 | 0.1959 | 0.1764 | 0.2716 | 0.3916 |
EXAM0 | 0.1377 | 0.1959 | 1 | 0.177 | 0.1339 | 0.1299 |
EXAM1 | -0.0014 | 0.1764 | 0.177 | 1 | -0.0568 | 0.0779 |
EXAM2 | 0.3179 | 0.2716 | 0.1339 | -0.0568 | 1 | 0.4504 |
EXAM3 | 0.3203 | 0.3916 | 0.1299 | 0.0779 | 0.4504 | 1 |
SUMMARY INNER MODEL | |||||||
LV.Type | Measure | MVs | R.square | Av.Commu | Av.Redun | AVE | |
COMPUTE | Exogen | Rflct | 2 | 0 | 0.9438 | 0 | 0.944 |
REVIEW | Endogen | Rflct | 5 | 0.1421 | 0.6515 | 0.0926 | 0.651 |
EXAM0 | Endogen | Frmtv | 2 | 0.0384 | 0.5901 | 0.0226 | 0 |
EXAM1 | Endogen | Frmtv | 2 | 0.0522 | 0.5928 | 0.031 | 0 |
EXAM2 | Endogen | Frmtv | 2 | 0.0851 | 0.6228 | 0.053 | 0 |
EXAM3 | Endogen | Frmtv | 2 | 0.2811 | 0.7285 | 0.2048 | 0 |
GOODNESS-OF-FIT | |
GoF | Value |
Absolute | 0.285579477892365 |
Relative | 0.818028650850482 |
Outer.mod | 0.994436145545231 |
Inner.mod | 0.82260550817164 |
TOTAL EFFECTS | |||
relationships | dir.effect | ind.effect | tot.effect |
S1->S2 | 0.376975881555302 | 0 | 0.376975881555302 |
S1->S3 | 0 | 0.0738322446028806 | 0.0738322446028806 |
S1->S4 | 0 | 0.0664905421215465 | 0.0664905421215465 |
S1->S5 | 0 | 0.102378533748008 | 0.102378533748008 |
S1->S6 | 0 | 0.147624545744898 | 0.147624545744898 |
S2->S3 | 0.195854027314078 | 0 | 0.195854027314078 |
S2->S4 | 0.147355494275565 | 0.0290232752287973 | 0.176378769504363 |
S2->S5 | 0.290636626547546 | -0.0190581549338686 | 0.271578471613678 |
S2->S6 | 0.290735137442249 | 0.100866959582735 | 0.391602097024984 |
S3->S4 | 0.148188299351408 | 0 | 0.148188299351408 |
S3->S5 | 0 | -0.0160121060848867 | -0.0160121060848867 |
S3->S6 | 0 | -0.00594705628801173 | -0.00594705628801173 |
S4->S5 | -0.108052431635754 | 0 | -0.108052431635754 |
S4->S6 | 0 | -0.0401317534113076 | -0.0401317534113076 |
S5->S6 | 0.371409997940556 | 0 | 0.371409997940556 |
BOOTSTRAP VALIDATION - WEIGHTS | |||||
Original | Mean.Boot | Std.Error | perc.05 | perc.95 | |
x$numcomp | 0.553753617826643 | 0.555462030725114 | 0.0273001964992708 | 0.520498566970891 | 0.594266765009948 |
x$numreceived | 0.475220473028747 | 0.473511090194505 | 0.0268002199770149 | 0.436156626676904 | 0.505196008904125 |
x$mrt | 0.133090737242483 | 0.129435984007925 | 0.0540824712887308 | 0.0221581697913146 | 0.202673975052174 |
x$nfm | 0.3325261368262 | 0.318628768899111 | 0.0462158382222463 | 0.243863644985372 | 0.398935948998172 |
x$afl | 0.248513653673905 | 0.25524602023479 | 0.0252850812070595 | 0.219773297197264 | 0.297083556305511 |
x$lpm | 0.262117893929234 | 0.267384469467292 | 0.0180338248314874 | 0.245268064533582 | 0.293771981157163 |
x$lpc | 0.267319748632162 | 0.264237699053353 | 0.0389969072090675 | 0.203458477009033 | 0.324773274644734 |
x$Q5 | 0.56025661062034 | 0.45067010462858 | 0.430518170214844 | -0.680779366076353 | 0.98006820734314 |
x$Q9 | 0.731294966719872 | 0.670934653337788 | 0.298909043161908 | 0.105162028711268 | 0.98507454527349 |
x$Q2 | 0.698692267988511 | 0.586555328810607 | 0.316512889058067 | -0.0674262422298432 | 0.9696495470284 |
x$Q4 | 0.596487066591881 | 0.584975164962354 | 0.354503296307656 | 0.0287305903755525 | 1.00365383649942 |
x$Q1_1 | 0.842269090285016 | 0.727907456832702 | 0.213462874523915 | 0.285402693013386 | 1.00057252966934 |
x$Q2_2 | 0.343890468169123 | 0.448992428710073 | 0.252946438891498 | -0.00190316255355388 | 0.868596827525318 |
x$Q1_3 | 0.587705544412529 | 0.57558507791292 | 0.182927053057814 | 0.296677669390845 | 0.863828645332055 |
x$Q2_3 | 0.583905164998168 | 0.573910361668806 | 0.188051139316879 | 0.263321708344395 | 0.829320250519676 |
BOOTSTRAP VALIDATION - LOADINGS | |||||
Original | Mean.Boot | Std.Error | perc.05 | perc.95 | |
x$numcomp | 0.97589301132908 | 0.97600086723082 | 0.00414381541001758 | 0.970486521322756 | 0.983262829786502 |
x$numreceived | 0.967121032129824 | 0.96664717624658 | 0.00665439472259558 | 0.95643431438181 | 0.976466613670537 |
x$mrt | 0.644418928726694 | 0.652334471954828 | 0.0839292703589878 | 0.498841169248474 | 0.78972315186129 |
x$nfm | 0.65012097002215 | 0.63992824129666 | 0.0606669922444902 | 0.538498763152236 | 0.734561402546278 |
x$afl | 0.894422045366667 | 0.895435609473154 | 0.0226031812683594 | 0.860599662474177 | 0.929704612193706 |
x$lpm | 0.937045840238933 | 0.939950702779052 | 0.0130710215386941 | 0.920737771222743 | 0.959937350552744 |
x$lpc | 0.86098772593548 | 0.854810869414369 | 0.0432548513746062 | 0.774666668616105 | 0.91197539408801 |
x$Q5 | 0.695302051439719 | 0.571112219526708 | 0.396791614694739 | -0.447057664672051 | 0.985552275161499 |
x$Q9 | 0.834755409354338 | 0.743335680933893 | 0.273159576242699 | 0.177886464153935 | 0.996250626485454 |
x$Q2 | 0.810352508977645 | 0.700921054327393 | 0.25623761823037 | 0.156167251692173 | 0.990599245844105 |
x$Q4 | 0.727279754967505 | 0.69090099436637 | 0.313053069310489 | 0.227196802413121 | 0.995035237505536 |
x$Q1_1 | 0.944565451056465 | 0.859976201029919 | 0.143079372936456 | 0.600034655719405 | 0.999135608691803 |
x$Q2_2 | 0.594438449871434 | 0.662643419985725 | 0.199504391198469 | 0.278309911510852 | 0.962811846323056 |
x$Q1_3 | 0.854554270221953 | 0.837338267080858 | 0.105294427452294 | 0.657213218653616 | 0.974699320155514 |
x$Q2_3 | 0.852490690659873 | 0.8393117984157 | 0.103725086682567 | 0.633894494729432 | 0.966762104638334 |
BOOTSTRAP VALIDATION - PATHS | |||||
Original | Mean.Boot | Std.Error | perc.05 | perc.95 | |
S1->S2 | 0.376975881555302 | 0.385050750503302 | 0.071412882124357 | 0.279026775722166 | 0.488480292554856 |
S2->S3 | 0.195854027314078 | 0.173549872071601 | 0.0960990901237967 | 0.0128015007891916 | 0.301956012716224 |
S2->S4 | 0.147355494275565 | 0.147826751519835 | 0.071953044926407 | 0.0230115977771695 | 0.237522144614576 |
S2->S5 | 0.290636626547546 | 0.275901175366566 | 0.0928001983498093 | 0.134792313760784 | 0.410405458177398 |
S2->S6 | 0.290735137442249 | 0.306271317294721 | 0.0681425387701249 | 0.181587607297289 | 0.404034039269814 |
S3->S4 | 0.148188299351408 | 0.186510041851263 | 0.104593256865028 | 0.0628241461526001 | 0.361049436574114 |
S4->S5 | -0.108052431635754 | -0.0739743458845461 | 0.148123903013346 | -0.266868995043899 | 0.17213873479644 |
S5->S6 | 0.371409997940556 | 0.387944844588541 | 0.0834611410100133 | 0.26417514701225 | 0.506640226705388 |
BOOTSTRAP VALIDATION - RSQ | |||||
Original | Mean.Boot | Std.Error | perc.05 | perc.95 | |
S2 | 0.142110815274397 | 0.15331288219913 | 0.0573407003967456 | 0.0778559648246902 | 0.238621572109348 |
S3 | 0.0383588000151434 | 0.0392622428674643 | 0.0292883209751501 | 0.00292409605448227 | 0.091177992705348 |
S4 | 0.0522268918915289 | 0.0815562678466298 | 0.0420849987173447 | 0.0327142129091161 | 0.162264317437125 |
S5 | 0.0850669809569372 | 0.103081115506381 | 0.0444381239753458 | 0.0482950107064089 | 0.17238091487901 |
S6 | 0.281123445429104 | 0.317199026565434 | 0.0746978673744551 | 0.186807547488693 | 0.426993071956298 |
BOOTSTRAP VALIDATION - TOTAL EFFECTS | |||||
Original | Mean.Boot | Std.Error | perc.05 | perc.95 | |
S1->S2 | 0.376975881555302 | 0.385050750503302 | 0.071412882124357 | 0.279026775722166 | 0.488480292554856 |
S1->S3 | 0.0738322446028806 | 0.068517707232986 | 0.0412423142409355 | 0.0042148195668242 | 0.134564566479968 |
S1->S4 | 0.0664905421215465 | 0.0685948592817424 | 0.0325022689339978 | 0.0234285624526436 | 0.111832415145125 |
S1->S5 | 0.102378533748008 | 0.102606069877474 | 0.0417021008391825 | 0.0422156305801746 | 0.177279232572301 |
S1->S6 | 0.147624545744898 | 0.156530112327706 | 0.0361788417235287 | 0.100952016559953 | 0.216933279483106 |
S2->S3 | 0.195854027314078 | 0.173549872071601 | 0.0960990901237967 | 0.0128015007891916 | 0.301956012716224 |
S2->S4 | 0.176378769504363 | 0.17810947381534 | 0.076063229044457 | 0.0573454004356738 | 0.293301957489129 |
S2->S5 | 0.271578471613678 | 0.263045152844675 | 0.0880140089798083 | 0.123926591926111 | 0.388667852002544 |
S2->S6 | 0.391602097024984 | 0.408862612605098 | 0.0702951554730089 | 0.291693036121398 | 0.512377287924419 |
S3->S4 | 0.148188299351408 | 0.186510041851263 | 0.104593256865028 | 0.0628241461526001 | 0.361049436574114 |
S3->S5 | -0.0160121060848867 | -0.010707809151843 | 0.0305380859928105 | -0.0527337540885374 | 0.0455885124285204 |
S3->S6 | -0.00594705628801173 | -0.00397391901761467 | 0.0118180909011259 | -0.0218388345205717 | 0.0135577289231678 |
S4->S5 | -0.108052431635754 | -0.0739743458845461 | 0.148123903013346 | -0.266868995043899 | 0.17213873479644 |
S4->S6 | -0.0401317534113076 | -0.0284742782255909 | 0.0593913661867966 | -0.105127025955422 | 0.0776164495998728 |
S5->S6 | 0.371409997940556 | 0.387944844588541 | 0.0834611410100133 | 0.26417514701225 | 0.506640226705388 |