OLS (Ordinary Least Squares) β eng keng tarqalgan regression usuli.
Oddiy regression
regress daromad ta_lim
Natijani o'qish:
- Coef β koeffitsient (ta'sir kuchi)
- Std. Err. β standart xato
- t β t-statistika
- P>|t| β p-qiymat (< 0.05 ahamiyatli)
- R-squared β modelning tushuntirish quvvati
Ko'p o'zgaruvchili regression
regress daromad ta_lim yosh tajriba jinsi shahar
Natijalarni saqlash va chop etish
* Natijalarni saqlash
estimates store model1
* Chiroyli jadval (outreg2 kerak)
ssc install outreg2
outreg2 using natija.doc, replace
* esttab bilan
ssc install estout
esttab model1, b(3) se(3) r2 star(* 0.1 ** 0.05 *** 0.01)
Diagnostika testlar
* Qoldiq tahlil
predict e, residuals
predict yhat, xb
* Geteroskedastislik testi (White)
estat imtest, white
* Breusch-Pagan testi
estat hettest
* Chiziqlilik testi
estat ovtest
* VIF (ko'p kolonearlik)
estat vif
Mustahkam standart xatolar
regress daromad ta_lim yosh, robust
regress daromad ta_lim yosh, vce(robust)
* Klaster bo'yicha
regress daromad ta_lim yosh, vce(cluster viloyat_id)