Gianluca wrote
<<<
Factors seems interpretable! As I labeled them - they are
"competence",
"person consideration"  "representation", "decision centralization",
"production orientation", "presence", "problem solving",
and "delegation".
>>>

I'm not sure I understand these labels, but it might be some sort of
translation difficulty, or else I just don't know much about business
(that's certainly true....)

<<<
As you said I would like to figure out how much the "mean" image
respondents have of their project leader, "scores" on these factors. I
have the feeling that the factor "competence" is at the top place :)
>>>

Do you mean you want to factor analyse the factors?  But you've made
the factors orthogonal......(you said earlier you used varimax).  You
CAN average the factors, but I am not sure what you would have once you
did it.

I have the distinct impression that you are commiting one of the errors
of people trying to get statistical advice....You've shown us what you
did, rather than describe what you want.  In my earlier post, I noted
the difference between PCA and FA; it is not clear to me which you want.
 In fact, it is not clear to me that you want either of these.


So, let's take a step back.

You have ratings of bosses by a bunch of people on a bunch of
variables.   What do you want to get out of this? (Not what statistics
do you want, but what do you want to discover? What are your hypotheses
(if any)?  What have others found when doing similar studies?  etc.


HTH

Peter

Peter L. Flom, PhD
Assistant Director, Statistics and Data Analysis Core
Center for Drug Use and HIV Research
National Development and Research Institutes
71 W. 23rd St
www.peterflom.com
New York, NY 10010
(212) 845-4485 (voice)
(917) 438-0894 (fax)


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