Count Data (Number of measures) as dependent variable

Questions about the implementation and application of the PLS-SEM method, that are not related to the usage of the SmartPLS software.
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HansDampf3000
PLS User
Posts: 15
Joined: Sat Feb 04, 2017 3:34 pm
Real name and title: Robert Boomhoff

Count Data (Number of measures) as dependent variable

Post by HansDampf3000 »

Hello,

is it possible to use a number of measures, i.e. count data (not really metric data) as a dependent variable in smartpls?
On this site https://www.researchgate.net/post/What_ ... _Modeling2 it is stated that non-metric data can be used when doing pls-sem.
Or do I have to transform the data before using it in smartpls (poisson...)?

Many thanks in advance for your help!

Kind regards,
HansDampf3000
jmbecker
SmartPLS Developer
Posts: 1284
Joined: Tue Mar 28, 2006 11:09 am
Real name and title: Dr. Jan-Michael Becker

Re: Count Data (Number of measures) as dependent variable

Post by jmbecker »

Generally, all types of data that you would put into a normal multivariate linear regression can also be used in PLS. PLS is a system of regressions. The only difference is that you do not rely on normal theory assumptions for estimating the standard errors, but that you use non-parametric bootstrapping.

There are certainly some limitations with using count data, but I have seen such data in regression and PLS analysis. It also depends on the specific data characteristics (e.g., do you expect a lot of zeros? etc.).
Dr. Jan-Michael Becker, BI Norwegian Business School, SmartPLS Developer
Researchgate: https://www.researchgate.net/profile/Jan_Michael_Becker
GoogleScholar: http://scholar.google.de/citations?user ... AAAJ&hl=de
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