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Description: Many scholars have raised two related questions: what are psychological constructs such as cognitions, emotions, attitudes, personality characteristics, and intelligence? And how are they best modeled statistically? This paper provides (1) an overview of common theories and statistical models, (2) connects these two domains, and (3) discusses how the recently proposed framework pragmatic nihilism (Peters & Crutzen, 2017) fits in.