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Is it okay to use an Autoregressive Distributed Lag (ADL) model with a dummy variable as the dependent variable?

Or should I use a combination of logit/probit with an ADL model? I realize it might be problematic to control for the lags of the dependent variable.

Please explain simply, I'm a novice at econometrics.

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