“…In quantitative consumer research, several question formats are used to collect respondents’ product descriptions and perceptions, opinions, beliefs and attitudes (POBAs). Questionnaires for consumer studies (e.g., online surveys, central location tests, and home-use tests) may include the highly popular Check-All-That-Apply (CATA) [ 1 , 2 , 3 ], or Check-All-Statements (CAS) [ 2 , 4 , 5 , 6 ], or RATING questions [ 7 , 8 , 9 , 10 ], or the Rate-All-That-Apply (RATA) questions [ 3 , 11 , 12 , 13 , 14 ].…”