PARTIAL LEAST SQUARES PATH MODELING (PLS-PM) | |
MODEL SPECIFICATION | |
Number of Cases | 39 |
Latent Variables | 3 |
Manifest Variables | 9 |
Scaled? | FALSE |
Weighting Scheme | centroid |
Bootstrapping? | TRUE |
Bootstrap samples | 100 |
BLOCKS DEFINITION | |||
Block | Type | NMVs | Mode |
ecol | Exogenous | 3 | Reflective |
const | Endogenous | 4 | Reflective |
sleep | Endogenous | 2 | Reflective |
BLOCKS UNIDIMENSIONALITY | ||||||
Block | Type.measure | MVs | eig.1st | eig.2nd | C.alpha | DG.rho |
ecol | Reflective | 3 | 2.43 | 0.44 | 0.8963 | 0.9364 |
const | Reflective | 4 | 3.2 | 0.35 | 0.9266 | 0.9483 |
sleep | Reflective | 2 | 1.52 | 0.43 | 0.7163 | 0.8758 |
OUTER MODEL | ||||
Block | weights | std.loads | communal | redundan |
ecol | ||||
logP | 0.8451 | 0.8528 | 0.7273 | 0 |
logS | 1.898 | 0.9149 | 0.8371 | 0 |
logD | 1.3263 | 0.9291 | 0.8633 | 0 |
const | ||||
logL | 0.0936 | 0.7569 | 0.5729 | 0.1417 |
logWb | 0.4372 | 0.9851 | 0.9704 | 0.24 |
logWbr | 0.3477 | 0.984 | 0.9682 | 0.2395 |
logtg | 0.1684 | 0.7761 | 0.6024 | 0.149 |
sleep | ||||
logSWS | 2.0101 | 0.837 | 0.7005 | 0.4169 |
logPS | 2.1906 | 0.9212 | 0.8485 | 0.505 |
CORRELATIONS BETWEEN MVs AND LVs | |||
Block | ecol | const | sleep |
ecol | |||
logP | 0.8528 | 0.1842 | -0.4817 |
logS | 0.9149 | 0.6338 | -0.6696 |
logD | 0.9291 | 0.3272 | -0.676 |
const | |||
logL | 0.2922 | 0.7569 | -0.4352 |
logWb | 0.5007 | 0.9851 | -0.5941 |
logWbr | 0.4653 | 0.984 | -0.6128 |
logtg | 0.4632 | 0.7761 | -0.7243 |
sleep | |||
logSWS | -0.5607 | -0.7352 | 0.837 |
logPS | -0.6633 | -0.431 | 0.9212 |
INNER MODEL | ||
Block | Concept | Value |
S2 | ||
R2 | 0.247 | |
(Intercept) | Intercept | 0.403 |
Y.lvs[, c] | path_S1 | 0.497 |
S3 | ||
R2 | 0.595 | |
(Intercept) | Intercept | 3.307 |
Y.lvs[, c]S1 | path_S1 | -0.515 |
Y.lvs[, c]S2 | path_S2 | -0.373 |
CORRELATIONS BETWEEN LVs | |||
ecol | const | sleep | |
ecol | 1 | 0.4973 | -0.7004 |
const | 0.4973 | 1 | -0.629 |
sleep | -0.7004 | -0.629 | 1 |
SUMMARY INNER MODEL | |||||||
LV.Type | Measure | MVs | R.square | Av.Commu | Av.Redun | AVE | |
ecol | Exogen | Rflct | 3 | 0 | 0.8092 | 0 | 0.809 |
const | Endogen | Rflct | 4 | 0.2474 | 0.7785 | 0.1926 | 0.778 |
sleep | Endogen | Rflct | 2 | 0.5952 | 0.7745 | 0.461 | 0.775 |
GOODNESS-OF-FIT | |
GoF | Value |
Absolute | 0.5759 |
Relative | 0.6626 |
Outer.mod | 0.9719 |
Inner.mod | 0.4518 |
TOTAL EFFECTS | |||
relationships | dir.effect | ind.effect | tot.effect |
S1->S2 | 0.497346784812073 | 0 | 0.497346784812073 |
S1->S3 | -0.514891739709143 | -0.1855 | -0.700391739709143 |
S2->S3 | -0.372926779555084 | 0 | -0.372926779555084 |
BOOTSTRAP VALIDATION - WEIGHTS | |||||||
Original | Mean.Boot | Std.Err | t.statis | p.value | perc.025 | perc.975 | |
logP | 0.8451 | 0.8233 | 0.2119 | -1.026 | 0.3074 | 0.3947 | 1.2519 |
logS | 1.898 | 1.9282 | 0.3082 | 0.9802 | 0.3294 | 1.3048 | 2.5516 |
logD | 1.3263 | 1.3294 | 0.1299 | 0.2397 | 0.8111 | 1.0667 | 1.5921 |
logL | 0.0936 | 0.1042 | 0.0397 | 2.671 | 0.0088 | 0.0238 | 0.1845 |
logWb | 0.4372 | 0.4472 | 0.04 | 2.5038 | 0.0139 | 0.3663 | 0.5282 |
logWbr | 0.3477 | 0.3553 | 0.0499 | 1.5279 | 0.1297 | 0.2544 | 0.4562 |
logtg | 0.1684 | 0.1816 | 0.0524 | 2.5179 | 0.0134 | 0.0755 | 0.2877 |
logSWS | 2.0101 | 2.0033 | 0.3904 | -0.1722 | 0.8637 | 1.2136 | 2.793 |
logPS | 2.1906 | 2.2184 | 0.32 | 0.87 | 0.3864 | 1.5711 | 2.8658 |
BOOTSTRAP VALIDATION - LOADINGS | |||||||
Original | Mean.Boot | Std.Err | t.statis | p.value | perc.025 | perc.975 | |
logP | 0.8528 | 0.8479 | 0.0732 | -0.6759 | 0.5007 | 0.6998 | 0.9959 |
logS | 0.9149 | 0.9231 | 0.0264 | 3.0947 | 0.0026 | 0.8696 | 0.9766 |
logD | 0.9291 | 0.9243 | 0.0453 | -1.0631 | 0.2903 | 0.8326 | 1.016 |
logL | 0.7569 | 0.7813 | 0.0947 | 2.5786 | 0.0114 | 0.5899 | 0.9728 |
logWb | 0.9851 | 0.9832 | 0.01 | -1.905 | 0.0597 | 0.9629 | 1.0035 |
logWbr | 0.984 | 0.9836 | 0.0047 | -0.7932 | 0.4296 | 0.9742 | 0.993 |
logtg | 0.7761 | 0.7781 | 0.0516 | 0.3689 | 0.713 | 0.6736 | 0.8825 |
logSWS | 0.837 | 0.8363 | 0.0632 | -0.104 | 0.9174 | 0.7084 | 0.9642 |
logPS | 0.9212 | 0.9164 | 0.0509 | -0.9348 | 0.3522 | 0.8135 | 1.0193 |
BOOTSTRAP VALIDATION - PATHS | |||||||
Original | Mean.Boot | Std.Err | t.statis | p.value | perc.025 | perc.975 | |
S1->S2 | 0.4973 | 0.5093 | 0.112 | 1.0679 | 0.2882 | 0.2827 | 0.7359 |
S1->S3 | -0.5149 | -0.5123 | 0.0842 | 0.3134 | 0.7546 | -0.6825 | -0.342 |
S2->S3 | -0.3729 | -0.3693 | 0.088 | 0.4094 | 0.6831 | -0.5473 | -0.1914 |
BOOTSTRAP VALIDATION - RSQ | |||||||
Original | Mean.Boot | Std.Err | t.statis | p.value | perc.025 | perc.975 | |
S2 | 0.2474 | 0.272 | 0.116 | 2.1115 | 0.0372 | 0.037 | 0.506 |
S3 | 0.5952 | 0.599 | 0.09 | 0.3782 | 0.7061 | 0.417 | 0.78 |
BOOTSTRAP VALIDATION - TOTAL EFFECTS | |||||||
Original | Mean.Boot | Std.Err | t.statis | p.value | perc.025 | perc.975 | |
S1->S2 | 0.4973 | 0.5093 | 0.112 | 1.0679 | 0.2882 | 0.2827 | 0.7359 |
S1->S3 | -0.7004 | -0.698 | 0.0693 | 0.3475 | 0.7289 | -0.8382 | -0.5578 |
S2->S3 | -0.3729 | -0.3693 | 0.088 | 0.4094 | 0.6831 | -0.5473 | -0.1914 |