Re. common method bias (Harman's single factor' value is high)
Posted: Thu Jan 16, 2020 1:48 pm
Dear Sir
hello! i meet a problem when doing SmartPLS.
For the common method bias, i use Harman's single factor and find the largest factor accounted for 53.982% of the variance. it is just over the 50%. However, in the Pearson Correlation, no case above 0.9. the inner VIF is over 3.3, but is below 5. i find an article says like that:
"Common Bias Method In addition, the presence of a common bias method was evaluated using a consistent PLS algorithm, with a factor weighting scheme and 300 maximum iterations. The results indicated that the VIF values of all constructs were below 3.3, indicating that the structural model is free of common method bias (Kock, 2015)."
so my inner VIF is below 5, can i use this reason?
so can i stii use these data? or what i can do? Thanks a lot!!!
hello! i meet a problem when doing SmartPLS.
For the common method bias, i use Harman's single factor and find the largest factor accounted for 53.982% of the variance. it is just over the 50%. However, in the Pearson Correlation, no case above 0.9. the inner VIF is over 3.3, but is below 5. i find an article says like that:
"Common Bias Method In addition, the presence of a common bias method was evaluated using a consistent PLS algorithm, with a factor weighting scheme and 300 maximum iterations. The results indicated that the VIF values of all constructs were below 3.3, indicating that the structural model is free of common method bias (Kock, 2015)."
so my inner VIF is below 5, can i use this reason?
so can i stii use these data? or what i can do? Thanks a lot!!!