t-statistic or p value

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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liliy702
PLS Junior User
Posts: 4
Joined: Wed Jun 28, 2017 8:11 am
Real name and title: liliy shu

t-statistic or p value

Post by liliy702 »

Hello,

I'm writing my thesis that as I found every references of data results are provided t-statistic value and using (*) to present p value due to my professor want me to replace t-statistic to p value number. so I'm not sure is the t-statistic value are the best way to presents the significant in smartPLS or p value?

Thank you for your help!!
jmbecker
SmartPLS Developer
Posts: 1284
Joined: Tue Mar 28, 2006 11:09 am
Real name and title: Dr. Jan-Michael Becker

Re: t-statistic or p value

Post by jmbecker »

Both are ok. It is more a matter of taste. Some people prefer t-values as they deliver more information (e.g., they are independent of the choice of whether you use one-tail or two-tail test). Other prefer p-values as they are easier to interpret and readers can directly assess the results without further calculations. However, p-values are based on the decision which tails you use and thus require more calculation if one wants to replicate the research and use a different approach (e.g., one-tail test).

Given the bootstrap approach in PLS, current recommendations also often include reporting the bias-corrected percentile confidence intervals. Usually, the results do not defer much from the t-value/p-value approach, but in some rare situations or where the decision is very close (e.g., p-values close to 0.05) the result can be slightly different whether an effect is significant or not. In those situations, current simulation studies show that the confidence interval approach is more reliable.
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
liliy702
PLS Junior User
Posts: 4
Joined: Wed Jun 28, 2017 8:11 am
Real name and title: liliy shu

Re: t-statistic or p value

Post by liliy702 »

thank you for your help!
mpenn
PLS Junior User
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Joined: Wed Jan 03, 2018 8:35 pm
Real name and title: Mortimer Penn, Statistician in Training

Re: t-statistic or p value

Post by mpenn »

Does anyone have citations for articles showing that bias corrected confidence intervals are more reliable?

Thank you for your help,
mp
jmbecker
SmartPLS Developer
Posts: 1284
Joined: Tue Mar 28, 2006 11:09 am
Real name and title: Dr. Jan-Michael Becker

Re: t-statistic or p value

Post by jmbecker »

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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