Sentence examples for private person from inspiring English sources

"private person" is correct and usable in written English.
You can use it to refer to a private individual, as opposed to an official person or a public figure. For example, "The CEO had to admit that he had lied, putting himself in a difficult situation from which only a private person might be able to extricate himself."