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Difference between DEV and Communality?
Posted: Wed Oct 11, 2006 9:23 am
by bubach
Hello Community,
does somebody knows, what's the different between DEV and Communality (both are reported in Quality-Criteria Overview)?
Thanks you for your comments.
Posted: Wed Oct 11, 2006 9:55 am
by cringle
Please check the following article that you already can find in the "PLS Related Literature"-section of this forum
viewforum.php?f=7
author = Tenenhaus, Michel / Vinzi, Vincenzo E. / Chatelin, Yves-Marie / Lauro, Carlo
title = PLS path modeling
journal = Computational Statistics & Data Analysis
year = 2005
volume = 48
pages = 159-205
Posted: Wed Oct 11, 2006 11:53 am
by bubach
Dear Dr. Ringle,
that means that in the reflective way AVE = Communality, right?
Thanks a lot.
Posted: Thu Oct 12, 2006 4:18 am
by Diogenes
Hi,
if we have a LV with 3 reflective MV, with these loads:
x1 ==> 0.6
x2 ==> 0.7
x3 ==> 0.8
The communalities will be:
x1 ==> 0.6^2 = 0.36 = 36% (variance of the MV explained by the LV)
x2 ==> 0.7^2 = 0.49 = 49%
x3 ==> 0.8^2 = 0.64 = 64%
The AVE will be: (0.36+0.49+0.64)/3 = 0.49666 = 40.6% (the LV explain 40.6% of the variance from all MVs).
Best regards.
Bido
Posted: Thu Oct 12, 2006 8:59 am
by bubach
Dear Prof. de Souza Bido,
Thank you so much for your explanations. They are very helpful.
You wrote:
The AVE will be: (0.36+0.49+0.64)/3 = 0.49666 = 40.6% (the LV explain 40.6% of the variance from all MVs).
This is exactly the same formula for communality (used in Tenenhaus et al. 2005). For a latent reflective construct, AVE = communality. I am confused, because AVE as well as communality is reported in SmartPLS 2.0M3.
Is there any reason why there are reported twice? I am thinking, communality is enough.
Thanks you so much.
Posted: Sun Oct 15, 2006 5:33 pm
by Diogenes
Hi,
We use communality to assess how much one indicator is explained by the LV, there is a recomendation that communality shoud be greater than 0.5 for each indicator (individually).
The AVE is used to assess the LV like we do in factor analysis: if we really have a common factor, it shoud explain more than 50% of the total variance of the indicators.
Eventually, We have one communality by indicator and one AVE by LV.
Best regardss.
Bido
Posted: Tue Oct 17, 2006 11:14 pm
by Diogenes
Hi Michael,
I just could understand what was happening now !!
SmartPLS is showing "Commulality" for each LV, but the correct denomination is "Average Comunnality".
Then we have:
1) "communality" ==> one for each MV (load ^2)
2) "average communality" = AVE ==> one for each LV.
Best Regards.
Bido
Re: Difference between DEV and Communality?
Posted: Tue Sep 26, 2023 2:04 pm
by Younes
Hello Pr Bido
I have a question on the same subject. In a first model I have a variable :
A second order
B first order (outer loading = 0.463)
C first order (outer loading = - 0.551)
D first order (outer loading =0.932)
I'd like to transform variable A into a third-order construct (reflective), integrate variables C and D into a second-order construct called E and keep variable D as a first-order variable.
Please suggest a formula for calculating the outer loading of E with A from the results obtained from the initial specification.
Here's a graphical representation of the transformation I want to perform:
Initial specification
B
C > A
D
New specification
D
>> A
E
Best regards.