A sole proprietorship is a business owned and operated by one individual where they retain all profits but are personally responsible for any debts. A partnership is between 2-20 people who jointly own and operate the business, with profits distributed based on ownership percentage but unlimited liability like a sole proprietorship. A private company limits liability and has more complex structures than a sole proprietorship or partnership.