Interaction effects
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Here comes an interesting literature for our topic in this post:
Author: Henseler, J.
Title: PLS-MGA: A Non-Parametric Approach to Partial Least Squares-based Multi-Group Analysis
Year: 2012
Pages: 495-501
In: W. Gaul et al. (eds.), Challenges at the Interface of Data Analysis, Computer Scince, and Optimization, Studies in Classification, Data Analysis, and Knowledge Organization, Springer-Verlag Berlin Heidelberg 2012.
Link: http://ebooks.narotama.ac.id/files/Chal ... alysis.pdf
Author: Henseler, J.
Title: PLS-MGA: A Non-Parametric Approach to Partial Least Squares-based Multi-Group Analysis
Year: 2012
Pages: 495-501
In: W. Gaul et al. (eds.), Challenges at the Interface of Data Analysis, Computer Scince, and Optimization, Studies in Classification, Data Analysis, and Knowledge Organization, Springer-Verlag Berlin Heidelberg 2012.
Link: http://ebooks.narotama.ac.id/files/Chal ... alysis.pdf
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- PLS Expert User
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Hi everybody,
Here comes a working paper which is based on my Phd. thesis. In this paper I work with multidimensional constructs and also with the group test by Henseler.
Authors = Nitzl, C./Hirsch, B.
Title = Why Do Managers Trust Their Management Accountants?
Working Paper
Year = 2012
Link = http://papers.ssrn.com/sol3/papers.cfm? ... id=2127701
Comments are highly appreciated!
Christian
Here comes a working paper which is based on my Phd. thesis. In this paper I work with multidimensional constructs and also with the group test by Henseler.
Authors = Nitzl, C./Hirsch, B.
Title = Why Do Managers Trust Their Management Accountants?
Working Paper
Year = 2012
Link = http://papers.ssrn.com/sol3/papers.cfm? ... id=2127701
Comments are highly appreciated!
Christian
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- Real name and title: Radomir Lacramioara
Dear Professor Nitzl,
Could you please send me the Excel template for the moderating effect as well?
I have already read the paper written by Markus Eberl in the Handbook of PLS but I do not understand how he calculated the values corresponding to diff. column in the table on page 507. Since he states: "For example, the impact of performance on likeability is significantly larger in the media group than in the politician group (difference=0.440), or the customers selected from the general public (difference=0.525)", I thought that he calculated the difference in the path coefficients but the results that the author reports do not confirm my presumption.
Thank you
Could you please send me the Excel template for the moderating effect as well?
I have already read the paper written by Markus Eberl in the Handbook of PLS but I do not understand how he calculated the values corresponding to diff. column in the table on page 507. Since he states: "For example, the impact of performance on likeability is significantly larger in the media group than in the politician group (difference=0.440), or the customers selected from the general public (difference=0.525)", I thought that he calculated the difference in the path coefficients but the results that the author reports do not confirm my presumption.
Thank you
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Sure! Please send me a message to my mail address christian.nitzl@unibw.de. Then I can send you the Excel template.
Best
Christian
Best
Christian
Hi Prof Nitzl and everyone
I'm quite new with Smart PLS and SEM altogether..i'm having some problem in understanding how to proceed with my present model using Smart PLS.
Basically the paths of my model is like this
a) Consumer Efficacy --> willing to boycott
b) Consumer Animosity --> willing to boycott
c) Consumer Ethnocentrism --> Prior Purchase --> willing to boycott
d) Consumer Ethnocentrism --> Product Judgement ---> willing to boycott
e) Product Judgement --> Prior Purchase
All indicators are measured by Likert type scale 1-7 except for Prior Purchase. Prior Purchase have 2 dichotomous indicators (Yes/No) answering to the questions of i) Do you consume the product within the last 3 months? and ii) Do you consume the products now?
My questions are :
a) Can i treat the indicators of Prior Purchase as they are (being dichotomous), and run PLS algorithm and bootstrapping? is it allowable? or do i need to do something with the data beforehand?
b) Or do i have to use PLS-MGA - of which to my limited understanding is to seek the differences of sub-groups within a population?
Many thanks in advance. Appreciate all replies.
Thanks.
I'm quite new with Smart PLS and SEM altogether..i'm having some problem in understanding how to proceed with my present model using Smart PLS.
Basically the paths of my model is like this
a) Consumer Efficacy --> willing to boycott
b) Consumer Animosity --> willing to boycott
c) Consumer Ethnocentrism --> Prior Purchase --> willing to boycott
d) Consumer Ethnocentrism --> Product Judgement ---> willing to boycott
e) Product Judgement --> Prior Purchase
All indicators are measured by Likert type scale 1-7 except for Prior Purchase. Prior Purchase have 2 dichotomous indicators (Yes/No) answering to the questions of i) Do you consume the product within the last 3 months? and ii) Do you consume the products now?
My questions are :
a) Can i treat the indicators of Prior Purchase as they are (being dichotomous), and run PLS algorithm and bootstrapping? is it allowable? or do i need to do something with the data beforehand?
b) Or do i have to use PLS-MGA - of which to my limited understanding is to seek the differences of sub-groups within a population?
Many thanks in advance. Appreciate all replies.
Thanks.
Thanks
Samshul
Samshul
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Hi,
at question a) In the actual SmartPLS version it is not possible using a dichotomous variable as dependent variable. For that case you need a logistic-regression. Therefore in your case a valid interpretation of you model is not promising.
at question b) As your question indicates, the question is, if you have theory on hand which allows you performing such a group test? With such a group test you would check if there is a difference between the path coefficients of two separated estimated models.
Greetings,
Christian
at question a) In the actual SmartPLS version it is not possible using a dichotomous variable as dependent variable. For that case you need a logistic-regression. Therefore in your case a valid interpretation of you model is not promising.
at question b) As your question indicates, the question is, if you have theory on hand which allows you performing such a group test? With such a group test you would check if there is a difference between the path coefficients of two separated estimated models.
Greetings,
Christian
thank you for your quick reply, Dr Nitzl.
a) sorry, i am not quite clear on this part -- "In the actual SmartPLS version it is not possible using a dichotomous variable as dependent variable"....does this mean that even if the variable (in the case its Prior Purchase) is both endo and exo in nature, i cannot use it in PLS modeling?
i am quite confused now.
thanks very much.
a) sorry, i am not quite clear on this part -- "In the actual SmartPLS version it is not possible using a dichotomous variable as dependent variable"....does this mean that even if the variable (in the case its Prior Purchase) is both endo and exo in nature, i cannot use it in PLS modeling?
i am quite confused now.
thanks very much.
Thanks
Samshul
Samshul
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Hi,
You should see the PLS Handbook Chapter by Wilson especially for continuous interactions
http://www.springer.com/statistics/comp ... 40-32825-4
Using PLS to Investigate Interaction Effects Between
Higher Order Branding Constructs
Henseler for Multi Groups
regards
Brad
You should see the PLS Handbook Chapter by Wilson especially for continuous interactions
http://www.springer.com/statistics/comp ... 40-32825-4
Using PLS to Investigate Interaction Effects Between
Higher Order Branding Constructs
Henseler for Multi Groups
regards
Brad
Bradley Wilson. Ph.D.
Senior Lecturer in Advertising.
RMIT University.
School of Media and Communication.
GPO Box 2476V
Location. 9.5.20
Melbourne. Victoria.
Australia.
SEE FOR PUBLICATIONS
www.rmit.edu.au/staff/bradleywilson
Senior Lecturer in Advertising.
RMIT University.
School of Media and Communication.
GPO Box 2476V
Location. 9.5.20
Melbourne. Victoria.
Australia.
SEE FOR PUBLICATIONS
www.rmit.edu.au/staff/bradleywilson
Whole Model vs. Specific Relation testing.
Dear All,
The forum has been very helpful.
I have a question about testing for interaction effects:
I have a fairly complex model. I am interested in both explaining the variance for the main dependent variable and testing the effect of a "social" variable(supervisor influence) on most of the model's LVs. Specifically, I am testing for moderation(using a moderating variable) between the relationships between Supervisor Influence and other LVs.
When I run the model as a whole and enter the moderation effects, the model becomes extremely complex and the many of the interaction effects become NS. On the other hand, If I run the interaction on a the specific relation between each variable and the supervisor influence I get Significant results.
Theoretically, it seems fine to test each relation(interaction hypothesis) separately since I am interested in this specific effect.
I have looked for literature on this topic, but there is no mention for the "design" of the run and most papers use the simplest interaction example, which is between two vars and the Moderator.
Advice?
Thanks
The forum has been very helpful.
I have a question about testing for interaction effects:
I have a fairly complex model. I am interested in both explaining the variance for the main dependent variable and testing the effect of a "social" variable(supervisor influence) on most of the model's LVs. Specifically, I am testing for moderation(using a moderating variable) between the relationships between Supervisor Influence and other LVs.
When I run the model as a whole and enter the moderation effects, the model becomes extremely complex and the many of the interaction effects become NS. On the other hand, If I run the interaction on a the specific relation between each variable and the supervisor influence I get Significant results.
Theoretically, it seems fine to test each relation(interaction hypothesis) separately since I am interested in this specific effect.
I have looked for literature on this topic, but there is no mention for the "design" of the run and most papers use the simplest interaction example, which is between two vars and the Moderator.
Advice?
Thanks
interaction
Hi
How can I show interaction(refelective relation) in smart pls?(In othet word I want to show A has effect to B and B has effect to A too) but I just found one_way relation
please help me because I need a very fast to your answer
Thanks
How can I show interaction(refelective relation) in smart pls?(In othet word I want to show A has effect to B and B has effect to A too) but I just found one_way relation
please help me because I need a very fast to your answer
Thanks
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- Real name and title: Dr. Bradley Wilson. Senior Lecturer in Advertising. School of Media and Communication. RMIT University.
Re: Interaction effects
Check WILSON contribution on Researchgate
From PLS handbook. Very user friendly
Brad
From PLS handbook. Very user friendly
Brad
Bradley Wilson. Ph.D. Senior Lecturer in Advertising. School of Media and Communication. RMIT University. Melbourne, Australia.
SEE: http://www.researchgate.net/profile/Bradley_Wilson2 http://scholar.google.com.au/citations? ... AAAJ&hl=en
SEE: http://www.researchgate.net/profile/Bradley_Wilson2 http://scholar.google.com.au/citations? ... AAAJ&hl=en