AUTHOR=Bocklisch Franziska TITLE=Different or the Same? Determination of Discriminatory Power Threshold and Category Formation for Vague Linguistic Frequency Expressions JOURNAL=Frontiers in Psychology VOLUME=Volume 10 - 2019 YEAR=2019 URL=https://www.frontiersin.org/journals/psychology/articles/10.3389/fpsyg.2019.01559 DOI=10.3389/fpsyg.2019.01559 ISSN=1664-1078 ABSTRACT=In psychological research, many questionnaires use verbal response scales with vague linguistic terms (e.g., frequency expressions). The words’ meanings can be formalized and evaluated using fuzzy membership functions (MF), which allow constructing distinct and equidistant response scales. The discriminatory power value of membership functions indicates how distinct the functions and, hence, the verbal expressions are. The present paper interrogates the discriminatory power threshold necessary to indicate a sufficient difference in meaning. In an empirical validation procedure, participants (N = 133) estimated (1) three correspondence values for verbal expressions to determine membership functions, and (2) similarities of words by pairwise comparison ratings. Results show a non-linear relationship between discriminatory power and similarity, and fuzzy MFs, as well as the searched-for threshold value for discriminatory power. Implications for the selection of verbal expressions and the construction of verbal categories for response scales are discussed.