Yes. By state law, your tax obligation is established on January 1st. Even if you move to a different state (or county) the next day, you are still taxed for the entire year. You may move into Missouri January 2nd and not pay personal property taxes all year. You may move out of Missouri on January 2nd and pay personal property taxes for the entire year. Personal property taxes are not pro-rated.