ologit mchange

[Louis Barrowcliffe]

I am currently running an ologit regression model to find out the 'regional differences in personal importance of work motivators'.

My regions are:

1. Scotland
2. North, Northwest and Yorkshire
3. West Midlands and East Midlands
4. Wales
5. East Anglia, Southwest and Southeast
6. Greater London

The motivating factors are - Job Security, High Income, Opportunities for Advancement, Interest in Work, Work Independence, Helping Others, Useful to Society, Decide working time, Contact with People.

The following regression were run for each factor

*regressions with INC_SQ
ologit Job_Security ib6.GB_REG AGE i.SEX INC_SQ EDUCYRS
estimates store f1, title(Factor 1)
ologit High_Income ib6.GB_REG AGE i.SEX INC_SQ EDUCYRS
estimates store f2, title(Factor 2)
ologit Opp_Adv ib6.GB_REG AGE i.SEX INC_SQ EDUCYRS
estimates store f3, title(Factor 3)
ologit Interest ib6.GB_REG AGE i.SEX INC_SQ EDUCYRS
estimates store f4, title(Factor 4)
ologit Work_Indep ib6.GB_REG AGE i.SEX INC_SQ EDUCYRS
estimates store f5, title(Factor 5)
ologit Help_Oth ib6.GB_REG AGE i.SEX INC_SQ EDUCYRS
estimates store f6, title(Factor 6)
ologit Useful ib6.GB_REG AGE i.SEX INC_SQ EDUCYRS
estimates store f7, title(Factor 7)
ologit Dec_Time ib6.GB_REG AGE i.SEX INC_SQ EDUCYRS
estimates store f8, title(Factor 8)
ologit Contact ib6.GB_REG AGE i.SEX INC_SQ EDUCYRS
estimates store f9, title(Factor 9)

My issue is regarding my 'base regional category'. Because of the nature of the ologit regression, all coefficients in my regression results are compared to my base region (London).

Is there a way that i can avoid using a base region?
I have tried to use the command mchange, but the output is very large. Are there any other options