There is no definitive answer to this question. Some people say that bailing (or jumping ship) is a practice that has been around for centuries, while others claim it originated in the early 21st century.
The truth probably lies somewhere in between. What is clear, however, is that bailing (or jumping ship) usually refers to leaving a bad or potentially harmful situation – either because of differences in opinions or because of some kind of disagreement or conflict.