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st: ivreg with dummies vs. xtivreg, fe
Hi,
I am working on a dataset where the unit of observation is a patient in a
particular year. For each patient, I observe the physician operating on the
patient, and the hospital the patient is treated in. The data does not
contain information that identifies patients - I only know the identity of
the physician and the hospital. In the example below, doc 1 treats 2
patients in hospital 1 in 1999 and one patient in hospital 3 in 2000.
Row Physician Hospital Year
------- --------------- ------------ --------
1 Doctor 1 Hospital 1 1999
2 Doctor 1 Hospital 1 1999
3 Doctor 2 Hospital 1 1999
4 Doctor 1 Hospital 3 2000
5 Doctor 3 Hospital 2 2000
I would like to run an instrumental variables OLS regression that includes
Fixed Effects for physician, hospital and year. Are the following two
specifications equivalent?
Spec 1: ivreg depvar (endog var = instrument) yeardummies
hospitaldummies physiciandummies
Spec 2: xtivreg depvar (endog var = instrument) yeardummies
hospitaldummies, i(physician id) fe
I am not sure if I can use physician id as the "i" variable because the
dataset is at the level of a patient, and not at the level of a physician.
I am getting different estimates from these two specifications...and am not
sure which is the correct one to use. If one wants to include multiple
Fixed Effects in the same regression, then how does one choose the i variable?
Any help will be hugely appreciated.
Thanks a lot!
subbu
____________________________________________________________
Subramaniam Ramanarayanan
Ph.D. Candidate
Managerial Economics & Strategy
Kellogg School of Management
Northwestern University
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