We know the Exodus didn't happen because the supernatural elements described cannot have happened, and there is no evidence of any such mass migration in the archeological record, nor any non-Biblical references to such an event taking place.

It may be the case that the Exodus tale is a recontexualization of various historical memories of nomadic resettlement combined with political narrative, but the actual story as described in the actual Bible didn't happen.