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  • overlapping markets; clustered errors

    Hi,

    I have a dataset with different stores and I want to analyze the relative prices of that stores.
    I run a OLS regression with the price difference as dependent variable.

    Therefore, I define local markets: A market is defined by one store and all its competitors within 2 miles.
    I cluster the errors by market.

    However, it is possible that one store operates in two local markets.

    For example: There is store A, 1.5miles north is store B and another 1.5 miles north is store C.
    Hence, store B is in market A as well as in market C

    If I consider relative prices, relative price AB and CB, then it is likely that the errors are correlated since B is involed in both cases.


    Does anyone have an idea how I can adjust the errors in order to control for that?

    Thanks!

    Christoph
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