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  • Kitagawa-Oaxaca-Blinder Panel Data Model - Interventionist Approach / Oaxaca Panel Suggestions?

    Does anyone have any advice on implementing Kroger and Hartmann's (August 25, 2021) interventionist approach from page 31 in their recent paper
    xtoaxaca - Extending the Kitagawa-Oaxaca-Blinder Decomposition Approach to Panel Data
    . I am trying to apply this to an RCT trial, which should be an obvious use of two types of interventions (treatment and control), but my issue is this:

    Specifically, for any particular time and group, an individual only falls in the treatment pile, or the control pile, not both. Thus rendering me zero observations when I try to implement the code on page 31. If I collapse the code over groups, so there is a treatment and control value for each group, for each time period, then I run into the issue of collinearity as I run the model, and it again fails.

    Does anyone have a suggestion of a variation of code for a situation such as this? Or any code suggestion for panel data for oaxaca-blinder decomp?

    Many thanks.
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