“…Although these researches are focused on confirmatory factor analyses, the main idea that the greater the categorization imply a greater loss of information, and, in turn, a greater attenuation of the relationships between items, can be applied to the exploratory factor analyses. In those studies that compare the dichotomous format with that of seven response alternatives (Bernstein & Teng, 1989; Comrey & Montag, 1982; King, King, & Klockars, 1983; Oswald & Velicer, 1980; Velicer, DiClemente, & Corriveau, 1984) the data indicate better factorial validity with seven options than with two. The fact that the validity of the questionnaire changes according to the number of response options is a matter of considerable importance, potentially calling into question the construct validity of the variable measured (MacCallum, Zhang, Preacher, & Rucker, 2002; Muñiz, García-Cueto, & Lozano, 2005).…”