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* Advanced Applied Econometrics
* Jakub Muck 
* Meeting 10
* Limited dependent variable

* 1. Binary outcome 
webuse union 

tab union 

* 1.1 LMP 
reg union age grade not_smsa south black

* 1.2 Logit 
logit union age grade not_smsa south black

margins, dydx(*)
margins, dydx(*) at(  age=(20(10)60) black=0 south=0 not_smsa=0)

 *1.3 Probit 
probit union age grade not_smsa south black

margins, dydx(*)
margins, dydx(*) at(  age=(20(10)60) black=0 south=0 not_smsa=0)

* 2. Multinomial outcoome variable 
clear all 
use http://web.sgh.waw.pl/~jmuck/AAE/Datasets/ice_creams.dta
tab ice_cream 

mlogit ice_cream female video puzzle

* 3. Count data 
clear all 
use http://web.sgh.waw.pl/~jmuck/AAE/Datasets/patents.dta
tab patents 
hist patents 

gen rd_l=ln(rndstck/ employ)

poisson patents rd_l 
estat gof 
margins, dydx(*)

nbreg patents rd_l 
margins, dydx(*)


* 4. Censored data 
clear all 
use http://web.sgh.waw.pl/~jmuck/AAE/Datasets/mroz.dta

tobit hours kids* educ age ,ll(0)