IPMA negative importance

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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alonsodossantos
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IPMA negative importance

Post by alonsodossantos »

Hello, there is 3 open topic about negative importance in IPMA. But no one have reply.

I have a IPMA with negative importance. What that´s mean?? Does it make sense? How do I handle this?

Please, can someone reply this comment?

Thank you in advance.
jmbecker
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Re: IPMA negative importance

Post by jmbecker »

Generally, negative importance makes sense, because the importance is based on the measurement and structural weights. If any of them is negative, you may have negative importance and the predictor is negatively related to your outcome. (You have to judge yourself if this makes sense in your specific situation.)
Hence, negative importance does not mean that it is very unimportant, but that it is (more or less) important but has a negative effect. To compare importance in absolute terms to the positive importances you may just switch the sign, but have to be careful with the interpretation and conclusions.
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
j_terstriep
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Re: IPMA negative importance

Post by j_terstriep »

Dear Prof. Becker,

To me negative importance of an exogenous LV (e.g. -0.35) indicates that a one point increase in the performance of the LV leads to a decrease in the endogenous LV's performance by -0.35. But what exactly does this mean for related management activities? Do not invest in such activities as they have a relative strong negative impact on the endogenous LV?

Many thanks in advance for your support.

Kind regards,
Judith
jmbecker
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Re: IPMA negative importance

Post by jmbecker »

It always depends on the content domain of the predictor. You should be aware that investment sometimes also means decreasing a certain variables/construct.

For example, price has a negative relation to many outcome variables (e.g., Satisfaction, Purchase Intention, etc.). If you increase price, these things usually go down. Hence, negative importance.

The managerial conclusion would be:
Do not increase prices if you want to hold these measures stable.
Alternatively: decrease prices to improve these measures.

There is no universal answer to the question. It always depends on the specifics of your model.
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
j_terstriep
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Re: IPMA negative importance

Post by j_terstriep »

Dear Prof. Becker,

Thanks for your reply.
j_terstriep
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Re: IPMA negative importance

Post by j_terstriep »

jmbecker wrote:To compare importance in absolute terms to the positive importances you may just switch the sign, but have to be careful with the interpretation and conclusions.
I am not sure what you mean by the above. In case I have a negative importance value (e.g. -0.3) I just use the value 0.3 for interpretation? Would this also mean that I would have to reverse the performance value (e.g. 100 - calculated performance = new value)?

Many thanks in advance for your support.
jmbecker
SmartPLS Developer
Posts: 1301
Joined: Tue Mar 28, 2006 11:09 am
Real name and title: Dr. Jan-Michael Becker

Re: IPMA negative importance

Post by jmbecker »

If you have two drivers with an importance of 0.3 and -0.3, then they are both equally important, but with oposing signs.
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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