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Ubaid Sheikh | |
12/08/2020 | |
** Final Project Do File | |
**Downloaded the S&P 500 data from Yahoo Finance | |
getsymbols AAPL ^GSPC, fy(2019) fm(9) yahoo | |
sum adjclose_AAPL volume_AAPL adjclose__GSPC volume__GSPC | |
scatter adjclose_AAPL daten | |
histogram adjclose_AAPL, normal | |
bro | |
gen time=_n | |
gen covid=0 | |
replace covid=1 if time >105 | |
**1st Initial regression | |
reg adjclose_AAPL volume_AAPL adjclose__GSPC volume__GSPC | |
**2nd Regression with lag variable and dummy variable | |
reg adjclose_AAPL volume_AAPL adjclose__GSPC volume__GSPC L.adjclose__GSPC covid | |
**check for skewness for possible transformation | |
tabstat adjclose_AAPL volume_AAPL adjclose__GSPC volume__GSPC, stats(sk) | |
**generate logs | |
gen log_adjclose_AAPL | |
gen log_volume_AAPL | |
gen log_volume__GSPC | |
**3rd new regression with log transformation | |
reg log_adjclose_AAPL log_volume_AAPL adjclose__GSPC log_volume__GSPC covid | |
**4th new regression with slope dummy | |
reg log_adjclose_AAPL log_volume_AAPL adjclose_AAPL log_volume__GSPC L.adjclose__GSPC covid covid#c.adjclose__GSPC | |
**get residuals and squared residuals | |
predict uhat,resid | |
gen uhat2=uhat^2 | |
**dwatson test | |
estate dwatson | |
**Breusch-Godfrey test | |
reg uhat l.uhat l2.uhat adjclose_AAPL | |
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2020 S&P 500 stock market crash
This is the code for my project that uses stata to show how S&P 500 stock such Apple has been affected due to the covid-19 crisis. I performed regression analysis and used log transformational variable along with lag variable as well as a slope dummy variable such as covid. More so, I used time series methods such prediction function, dwatson test, Breusch-Godfrey test to check the results.