Abstract

Modern technologies have enabled the development of dynamic game- and simulation-based assessments to measure psychological constructs. This has highlighted their potential for supplementing other assessment modalities, such as self-report. This study describes the development, design, and preliminary validation of a simulation-based assessment methodology to measure psychological resilience—an important construct for multiple life domains. The design was guided by theories of resilience, and principles of evidence-centered design and stealth assessment. The system analyzed log files from a simulated task to derive individual trajectories in response to stressors. Using slope analyses, these trajectories were indicative of four types of responses to stressors: thriving, recovery, surviving, and succumbing. Using Machine Learning, the trajectories were predictive of self-reported resilience (Connor-Davidson Resilience Scale) with high accuracy, supporting construct validity of the simulation-based assessment. These findings add to the growing evidence supporting the utility of gamified assessment of psychological constructs. Importantly, these findings address theoretical debates about the construct of resilience, adding to its theory, supporting the combination of the “trait” and “process” approaches to its operationalization.

Highlights

  • Stress and adversity are an inevitable part of the human experience

  • Given the same experiences with the challenging simulated scenario and events, which people thrive and which are impaired? This study focuses on two key research questions to assess the validity of the simulation-based assessment: 1. Can slope analysis give empirical evidence of resilience theories hypothesizing different individual trajectories of responses to stressors? 2

  • This work is contributing to the growing literature on gamified psychometrics, and to the theory of mental resilience, integrating the process model of resilience to its measurement

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Summary

Introduction

Stress and adversity are an inevitable part of the human experience. not everyone is successful at overcoming potentially negative events. While there is no general agreement on what constitutes the psychological resilience, most researchers agree that it entails two core concepts: (1) the presence of a potential stressor, and (2) positive adaptation (see Fletcher and Sarkar, 2013 for a review). Simulation-Based Assessment of Resilience in response to acute and chronic stressors (Bonanno and Diminich, 2013). These trajectories can include thriving, recovery, surviving, and succumbing (O’Leary and Ickovics, 1995; Carver, 1998). Can provide evidence for the positive adaptation, the key process suggested to underlie mental resilience (see Fletcher and Sarkar, 2013 for a review)

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