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4. What major tests do you use to test for unit roots in time series? (give the names of two tests). What major tests do you
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4. Unit root tests are basically tests for stationarity in time series. One cause for non-stationarity are unit roots. If a time shift does not cause a change in shape of the distribution then,  the time series has stationarity. There are many test exist, two are as follow:

1) Schmidt Phillips Test- it includes coefficients of deterministic variables in null and alternate hypotheses. Subtypes : rho-test and the tau-test

2) Phillips Perron Test- it is a modification of Dickey Fuller test and corrects for hetero scedasticity and  auto correlation in the errors.

The Panel Unit root tests is selected on basis of the type of data set like balanced or unbalanced. Following are the few test for panel unit root:

1) ADF Test: this test is for unbalanced panel data which is sufficient to test the stationarity.

2) Levin-lin-ch test and 3) Breitung test: these tests are for balanced panel data

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