“…The test-taker background characteristics included in population invariance studies tend to be limited to those that are more readily collected during the test administration such as gender, age, ethnicity, or geographic region (Holland, 2003). However, in the field of language testing, a number of additional test-taker background characteristics have been shown to be related to language ability and performance on language tests (Bachman, 1990(Bachman, , 2000Gradman & Hanania, 1991;Gu, 2014;Hill & Liu, 2012;Kunnan, 1998;Manna & Yoo, 2015;Shin, 2005;Yoo & Manna, 2017), and thus should be included in invariance studies. These additional characteristics include cognitive ability, native language, cultural background, and language learning background, including educational level, time spent studying English, academic major of currently enrolled test taker, or academic major of highest degree.…”