Combination of "statistically significant" and "significant other."
Since he spent twice as much time with Karen as with any of the other girls he was dating, his friends called Karen his statistically significant other.
These words usually come out of an arrogant big shots mouth as they are trying to capture people's attention. The statement is based on facts from previous years.