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  • Do we have to use the same Instrument Variable Settings across the entire analysis?

    Hi all geniuses,

    Please imagine such a situation:

    The dependent variable of interest is the creditworthiness of borrowers, and we have designed five measures of borrowers' creditworthiness. In other words, we have five versions of dependent variables, Y1 to Y5.

    The explanatory of interest is local banking competition. Through the main OLS regressions, we have found all measures of creditworthiness are effective and show consistency.

    Now, to test whether our explanatory variable is suffered from endogeneity, we design an IV approach.

    We have designed two IV candidates, let's say IV1 and IV2.

    However, we find that for Y1, Y2, Y3, we should choose IV1 and log(IV2) to pass various tests on the relevancy and exogeneity of IVs; for Y4 and Y5, we should choose log(IV1) and IV 2 to pass such tests.

    My question is, should we insist on using the same settings of IV1 and IV2? After all, IV approach aims to identify and extract the exogenous part of explanatory variables. So, does the setting consistency really matter?

    Thank you all for your generous assistance!


  • #2
    My view is that you have not found what you think that you have found. You are data dredging (significance chasing).

    I think you should choose a set of instruments, IV1, IV2, and if you think that the logs help too, add the logs too, and then use them consistently through your research question.

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    • #3
      Originally posted by Joro Kolev View Post
      My view is that you have not found what you think that you have found. You are data dredging (significance chasing).

      I think you should choose a set of instruments, IV1, IV2, and if you think that the logs help too, add the logs too, and then use them consistently through your research question.
      Yes, I asked some experienced researchers around me these days. Using IVs consistently is the common opinion. Thank you so much!

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      • #4
        You know, I am something of an experienced researcher myself...

        Originally posted by Sabo Dong View Post

        Yes, I asked some experienced researchers around me these days. Using IVs consistently is the common opinion. Thank you so much!
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