Maybe people who get raises are the talented people who can get offers elsewhere. Maybe people leave after getting a bonus because they postpone leaving until

Maybe people who get raises are the talented people who can get offers elsewhere. Maybe people leave after getting a bonus because they postpone leaving until they get paid for their work. Did you check for confounders?