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Study Session 3: Quantitative Methods for Valuation

Why use log to transform the series

Hello,
Throughout the session, I have seen that series are changed into log ones. Why is this better? If your data cannot become negative, why should it be transformed?
Thanks for the help!

Doubt about 2- tailed t statistic test

When we are performing a two-tailed t-statistic test , at level of significance ( alpha) = 5 and p value = 2.7 ,

Do we compare p value with alpha or with alpha/2 i.e. will 2.7 be compared with 5 or 2.5? 

Autoregression Model

Hi everyone,

Can anyone help me understand this fact : if the serie is Covariance stationary then : the absolute value of “b1” from AR(1) is less than 1. 
Thanks

Heteroskedacticity

What is the reason for the standard error of coefficient estimates to be biased in conditional heteroskedasticity

Correlation & Regression

What does the standard error of a coefficient mean, and what is the logic of it being impacted due to addition of more independent variable?

Assumption 4 , Regression

What does the assumption

“Variance for the error term is same across all observations”  mean?

Autocorrelations Time Series

Are autocorrelations for time series model the correlation between the error term for time t and t-1, t-2, t-3, and so on or are they correlations between t and t-1, t-1, and t-2, t-2 and t-3. Please Let me know thanks!

Regression

When to use an F test and when to use a T test for a given regression?