Assume we have a day where stock price falls many standard deviations of the mean (e.g >3) . How could we test, in terms of time-series, if this negative shock is permanent or deminishes in the long run(e.g 1 year).
One example, would be testing the impact of a physical disaster on a stock, component of a sensitive to these phenomenon sector.