# Tagged Questions

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### How do joint test, r-squared behave when using autocorrelation / heteroskedasticity robust std. errors?

Recently we discussed on SO how to update a standard linear regression summary with NeweyWest standard errors. I used coeftestfrom the ...
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### Newey-West standard errors with cross-sectional OLS?

Consider the cross sectional: $Y_i = a + b X_i + e_i$ where I have reason to believe that $E[e_j e_k] \not= 0$ for a concerning number of $j\not= k$. What happens if I use a serial correlation ...
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### Newey-West t-statistics

I have a time-series which is autocorrelated by construction, and might be heteroscedastic. I have calculated the sample mean of this time-series, and would like to calculate the t-statistic ...
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### vcovHC, vcovHAC, NeweyWest – which function to use?

I am trying to update my lm() based model to get correct standard errors and tests. I am really confused which VC matrix to use. The sandwich package offers ...
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### Probability as a dependent variable in a time-series regression

Are there any issues to run a Newey-West time-series regression on a dependent variable that is a probability? What are the biases that I am facing? I can't find anything online that can help me out ...
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### Shrinkage Estimator for Newey-West Covariance Matrix

This is a cross post. I would like to apply the Newey-West covariance estimator for portfolio optmization. Up to lag one it is given by  \Sigma = \Sigma(0) + \frac12 \left (\Sigma(1) + \Sigma(1)^T ...
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### Newey West Covariance Definition

I am implementing Newey West covariance matrix in code and wanted to know if anybody knows the matrix definitions and how the lags matrix is defined. I not sure how to type equations here but the ...
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### Get the R2 from GMM Newey-West in SAS

I'm running a simple cross-sectional regression where I first run regressions for every year of observations and then I'm running this code to get the Newey-West corrected standard errors: ...
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### Test for granger causality after fitting a GARCH(1,1)

I have two time series, where i wish to test for Granger causality of lagged values of $x$ on $y$, $y$ is changed to "rate-return" and $x$ is the positive or negative "rate-return", that is everywhere ...