Social and Behavioral Sciences Commons^™

Towards More Task-Generalized And Explainable Ai Through Psychometrics, Alec Braynen

USF Tampa Graduate Theses and Dissertations

In this work, we propose that adopting the methods, principles, and guidelines of the field of psychometrics can help the Artificial Intelligence (AI) community to build more task-generalizable and explainable AI. Three arguments are presented and explored. These arguments are that psychometrics can help by providing 1) a framework for formulating better datasets, 2) psychometric AI data that can lead to models of generalization in AI, and 3) explainable AI through more informative evaluations.

A review of psychometrics and psychological generalization is performed, along with an overview of evaluation, generalization, and explainability in AI. Various ideas are presented throughout for …

Prevalence And Predictors Of Careless Responding In Experience Sampling Research, Alexander J. Denison

USF Tampa Graduate Theses and Dissertations

In the current study we examine the prevalence and several predictors of careless responding to an experience sampling (ESM) study. While careless responding has been noted as a potential problem in ESM research, few studies have examined the prevalence of this behavior (Beal, 2015; Berkel et al., 2017; Eisele et al., 2020; Gabriel et al., 2019; Jaso et al., 2021). Using statistical methods of careless response classification, we derive cut scores from data simulation and graphical examination of item correlations, and flag 44.98% of response episodes as careless. A majority of these flagged episodes were the product of overly consistent …

Creating A Short, Public-Domain Version Of The Cpai-2: Using An Algorithmic Approach To Develop Public-Domain Measures Of Indigenous Personality Traits, Mukhunth Raghavan

USF Tampa Graduate Theses and Dissertations

In this study we aimed to create a short, public-domain analogue of the Cross-Cultural (Chinese) Personality Assessment Inventory (CPAI-2; F. M. Cheung et al., 1996). Emic (culture-specific) traits measured by the CPAI-2 are purportedly specific to the Chinese culture and argued to not be fully captured by the consensus Big Five personality trait taxonomy. Research suggests that CPAI-2 traits may have unique predictive power, especially in non-Western contexts. However, research has been hampered by several limitations of the measure. The inventory is proprietary and long, with 341 items forming 28 scales and four factors. Cross-cultural personality research would benefit from …