Human Factors Psychology Commons^™

Development Of A Multidimensional Psychometric Scale For Assessing Vulnerability In Human Behavior, Jibran Rasheed Khan, Sumaira Mustufa Qureshi, Farhan Ahmed Siddiqui, Syed Asim Ali

Makara Human Behavior Studies in Asia

Human behavior is a persistent and primary cybersecurity vulnerability. However, existing psychometric tools for assessing these factors are often fragmented, focusing on isolated aspects such as knowledge, compliance intentions, or organizational context, and lack a unifying theoretical framework. To address this gap, this study developed and pilot-tested the Cyber-behavioral Index, a novel multidimensional instrument to holistically assess human behavior. The scale operationalizes the CBS framework, comprising five latent dimensions: attitude and habits, perception and belief, social influence, digital influence, and trust in technology. Following a rigorous development process including expert review (n = 3) and cognitive pretesting (n = 10), …

Evolving Ai Integration In Complex Medical Decision-Making And Multidisciplinary Transplant Care: A Systematic Review Of Human-Ai Collaboration, Rachel L. Dzieran, Cihan H. Dagli, Robert J. Marley

Engineering Management and Systems Engineering Faculty Research & Creative Works

Purpose of Review: Artificial intelligence (AI) in healthcare has evolved dramatically from early expert systems, which were initially considered replacements for clinical judgment, to today's collaborative frameworks that aim to augment physician decision-making. This evolution is particularly crucial in domains such as transplant surgery, where decisions carry irreversible consequences and require the integration of complex, often ambiguous data. Drawing on peer-reviewed literature from 2019 to 2025, we conducted a systematic review that analyzed key elements distinguishing successful human-AI partnerships from those that fail. Recent Findings: The ideal balance incorporates human expertise into AI systems through weighted integration approaches, rather than …

Evaluating The Pulse Of Exercise Programs: Developing And Validating The Intervention Usability Scale For Exercise (Iuse) To Enhance Implementation And Adherence, Anne Inger Mørtvedt, Eva Ageberg, Steven Elmer, Kevin Trewartha, Erich Petushek

Michigan Tech Publications

Background: Adherence to exercise interventions is often suboptimal, despite numerous studies documenting barriers and facilitators. Usability may be a critical yet underexplored determinant of adherence. This study aimed to develop and assess the psychometric properties of the Intervention Usability Scale for Exercise (IUSE). Methods: Item generation and content validation involved cognitive interviews and feedback from eight exercise intervention stakeholders and ten target users from the general public. Subsequently, 526 target users from University, Qualtrics and Prolific participant panels assessed exercise programs through an online survey. Dimensionality was assessed using Principal Component Analysis (PCA), Exploratory Factor Analysis (EFA), and bifactor models. …

Mental Health As A Mediator In The Relationship Between Life Satisfaction, Resilience, And Employee Engagement Among Generation Z Employees, Ida Farida, Irfiani Triastari

Psychological Research on Urban Society

This study examined the mediating role of mental health, operationalized as lower non-specific psychological distress, in the relationships between life satisfaction, resilience, and employee engagement among Generation Z employees in Indonesia. A quantitative cross-sectional explanatory survey design was used. The sample consisted of 324 Generation Z employees selected from a larger dataset based on age cohort, full-time employment status, and voluntary participation. Data were analyzed using Structural Equation Modeling with LISREL 8.80 and Maximum Likelihood estimation. The results showed that life satisfaction was positively associated with employee engagement and with mental health as operationalized in this study. Resilience was positively …

A Heuristic Tool To Enable Root Cause Analysis Of Safety Events, William D. Porter, Kianca Joseph, Demitria Stafford, Kurt Larson, John Mier, Michelle Butler-Jackson, Musaddiq Waheed

HCA Healthcare Journal of Medicine

Background

Hospitals routinely collect wide-ranging data related to quality, efficiency, and clinical practice. As part of these efforts, patient safety event data are collected, compiled, and analyzed to drive process improvement.

Methods

We present a novel adaptation and application of the Department of Defense Human Factors Analysis and Classification System (HFACS) as a heuristic tool to improve the conduct of root cause analysis (RCA) sessions that follow serious patient safety events. To assess individual knowledge improvement after reviewing the heuristic tool, a 1-page summary (including a graphical image of the tool) was developed and provided to a convenience sample of …

The Indonesian Propensity To Morally Disengage Scale Short Form: Adaptation And Psychometric Evaluation, Maryam Abidah Masykuroh, Fivi Nurwianti

Psychological Research on Urban Society

Research on moral disengagement has evolved beyond its original focus on children and adolescents to encompass adult populations. Accumulating evidence demonstrates that moral disengagement predicts various antisocial behaviorsamong emerging adults, including findings from Indonesian samples. The present study contributes to this literature by adapting a concise Indonesian version of the moral disengagement measurement scale. This adaptation offers methodological advantages by increasing research flexibility and enabling the examination of broader nomologicalnetworks surrounding moral disengagement, including its antecedents and outcomes. This study adapted the brief 8-item The Propensity to Morally Disengage Scale (S-PMD), which operationalizes Bandura’s eight cognitive mechanisms of moral disengagement. …

From Burnout To Belonging: A Faculty Well-Being Director's Perspective On Leadership, Workplace Culture, Organizational Efficiency, And The Broader Role Of Physician Well-Being, Ajit K. Bisen

Advances in Cancer Education and Quality Improvement

Burnout remains a major challenge in health care, despite increasing investments in physician well-being initiatives. As the faculty well-being director for my department, my perspective on physician well-being has shifted from focusing primarily on individual resilience, mindfulness, and wellness initiatives to recognizing the important roles of leadership, workplace culture, and organizational efficiency. Physician well-being is an essential foundation for high-quality patient care, stronger teams, patient safety, quality improvement, and healthier organizations. Here, I discuss the 3 key shifts in thinking that have influenced my approach as faculty well-being director.

When Protection Becomes Predation: Militarized Masculinity And Sexual Violence In Northeastern Nigeria, Tosin Osasona

Dignity: A Journal of Analysis of Exploitation and Violence

The study investigates the structural and situational drivers of conflict-related sexual violence (CRSV) perpetrated by state security actors in the context of Nigeria’s counterinsurgency campaigns in Borno State. Drawing on militarized masculinity and strain and deprivation theories, and using a qualitative, interpretive research design, the study argues that CRSV is not an isolated or episodic form of deviance by individual soldiers and security personnel but is embedded in routine military–civilian interactions. Advancing an interactionist explanation of CRSV in Nigeria’s Islamist counterinsurgency operations, the study demonstrates that the likelihood of sexual violence increases through the interaction of gendered institutional norms, operational …

Coping Beyond Cancer: Exploring Fear Of Recurrence In Colorectal Cancer Survivors—A Pilot Investigation, Emily M. Su, Steve Paciorek, Erica L. Laipply, Anuja L. Sarode

HCA Healthcare Journal of Medicine

Background

Evidence is limited on the fear of cancer recurrence (FCR) among colorectal cancer (CRC) survivors in the US, especially regarding patterns and trends of post-recovery coping mechanisms. This pilot mixed-methods study quantified FCR, examined its associations with Brief COPE domains, and contextualized coping through qualitative analysis.

Methods

Twenty-three patients who successfully underwent CRC surgery were included in this pilot study. Fear of cancer recurrence was measured using the FCR Inventory (FCRI) Short Form, and coping strategies were assessed with the Brief Coping Orientation to Problems Experienced (COPE) survey. Descriptive statistics summarized participant characteristics, FCR, and COPE scores. Spearman correlation …

Nihilistic Violence Aesthetics In Public Online Communication, Heath Nicholas Landress

Journal of Social, Behavioral, and Health Sciences

Public online communication has increasingly included violence-related content that is meme-based, ironic, visually stylized, multimodal, and only partially ideological. This comprehensive literature review synthesized research on online extremism, extremist memes, toxic multimodal content, dehumanizing digital communication, nihilistic violent extremism, warning behaviors, platform affordances, and youth-facing online environments. The purpose was to clarify what the literature had established; identify where the scholarship remained fragmented; and map research domains relevant to social, behavioral, public safety, and human services scholarship. The review used a structured, comprehensive literature review strategy supported by integrative synthesis procedures. The final corpus contained 34 scholarly sources, including 32 …

“When I’M Not Heard, I Feel Like I Don’T Matter”: Advancing Equity In Disability Policy Through Critical Participatory Action Research With People With Intellectual Disability, Cris Marchionne

Student Theses

People with intellectual disability deserve a system that offers flexible, timely, and person-centered support — one that is innovative, sustainable, and holistic in enabling them to live fulfilling lives. This qualitative study, grounded in Critical Participatory Action Research (CPAR), examines how people with intellectual disability experience participation in decision-making within New York State's disability service system. By centering lived experience, the study identifies factors that facilitate or hinder participation in decision-making and examines structural, social, and policy-related barriers that limit agency. Through six focus groups and a Photovoice project with self-advocates receiving OPWDD services, participants described systemic barriers that limited …

The Cost Of Caring: Understanding Compassion Fatigue In First Responders, Jonathon O. Santiago

Master of Arts in Human Services

First responders are regularly exposed to trauma, crisis, death, injury, and human suffering, which may contribute to compassion fatigue. This capstone examined compassion fatigue among law enforcement officers, emergency medical services personnel, firefighters, and other emergency-service professionals. The paper reviewed peer-reviewed research on symptomatology, occupational risk factors, protective factors, compassion satisfaction, emotional labor, stigma, help-seeking barriers, and organizational influences. Attention was given to the overlap between compassion fatigue, burnout, secondary traumatic stress, and vicarious trauma, as inconsistent definitions may make the issue harder to identify, measure, and address. The research also explored how repeated trauma exposure, confidentiality concerns, workplace culture, …

Are Individual Mental Health Issues Treated Fairly By The Criminal Justice System?, Taylor Anderson

Master of Arts in Human Services

The intersection of mental health and the criminal justice system is a critical area of inquiry that highlights the complexities of addressing psychological disorders within our legal frameworks. This paper explores the prevalence of mental health issues among incarcerated individuals and examines how systemic deficiencies contribute to a cycle of recidivism and inadequate treatment. By analyzing the existing literature, the research aims to illuminate the pressing need for a reform in the handling of mentally ill offenders, advocating for a shift towards more rehabilitative approaches rather than punitive measures. The implications of those findings extend beyond individual cases to societal …

Impact Of In-Cabin Human Machine Interface Designs On Passenger Trust In Urban Air Mobility, Ricole A. Johnson, Erika E. Gallegos

Journal of Aviation/Aerospace Education & Research

Urban Air Mobility (UAM) presents a promising solution for alleviating urban traffic congestion and enhancing transportation efficiency. However, the widespread acceptance of UAM, particularly sustained ridership of autonomous passenger air vehicles (PAVs), is contingent upon addressing critical human factors for building passenger trust, especially in the absence of a human pilot. This paper evaluates how different in-cabin human-machine interface (HMI) designs affect passenger trust in the aircraft and in-cabin display, situation awareness, and pilot preferences. Forty participants, equally split between early and late technology adopters, completed two simulated flights: a baseline flight with no HMI and a second flight featuring …

The Role Of User Experience In Virtual Reality Flight Training: A Comparison With Pc-Based Simulation, Tianxin Zhang, Christina M. Frederick, Barbara Chaparro

Journal of Aviation/Aerospace Education & Research

The current project explores how user experience (UX) in virtual reality (VR) flight simulation influences both cognitive learning outcomes and procedural skill acquisition when compared to traditional desktop-based simulation.. Using a quasi-transfer of training design, 48 student pilots were randomly assigned to VR, Desktop, or Control groups and trained on the Chandelle maneuver. UX was measured with the User Experience Questionnaire (UEQ), while training effectiveness was evaluated through a post-training knowledge test and recorded maneuver performance on a high-fidelity flight training device. Results indicated that the VR group reported significantly higher UX scores in Attractiveness, Stimulation, and Novelty, and showed …

Utilising Video Recordings To Assess Student Pilot Performance: An Exploratory Study During A Simulated Training Flight, Bradley Moncion, Shi Cao, Allison Lynch, Suzanne K. Kearns, Elizabeth Irving, Ewa Niechwiej-Szwedo

Journal of Aviation/Aerospace Education & Research

In ab initio flight training, the quality of the feedback a flight instructor provides their student is essential to their success. While other high-performance and safety-critical industries have incorporated the use of video recordings into training and assessments, the aviation industry generally has not. There are some studies addressing the potential benefits of video recordings in training professional pilots, but there is a lack of research at the ab initio level. In this study, five flight instructors assessed the performance of student pilots conducting a simulated training flight using a 4-point marking scale. The flights instructors were then tasked with …

Artificial Intelligence Decision Support And Pilot Performance, Aarohi Srivastava

Discovery Day - Daytona Beach

The integration of artificial intelligence (AI) into aviation decision support systems (DSS) introduces new opportunities for pilots. While these systems offer considerable benefits, ensuring safe and optimal human-AI interaction requires further research. In the case of student pilots, trust calibration, system transparency, and appropriate reliance are all factors that influence the operational success of an integrated AI system. The systems are designed with the goal of decreasing cognitive workload, increasing situational awareness (SA), and providing data-based recommendations to help the pilot make quick and accurate decisions. This study will evaluate the effects of disclosed vs undisclosed AI accuracy on student …

Artificial Intelligence (Ai) In Mental Health: Perceptions Of Ai Therapists, Ulker Yusupova

Discovery Day - Daytona Beach

This study explores how people perceive Artificial Intelligence (AI) therapists compared to human therapists, focusing on differences in empathy, effectiveness, and competence. As AI tools like ChatGPT and mental health chatbots become more commonly used for emotional support, it is important to understand how users evaluate them in comparison to human professionals. To begin addressing this, in the first part of the study, participants reviewed therapist-client conversation transcripts and identified whether they believed the therapist was human or AI-generated, helping us validate the materials for the main study. Notably, initial findings suggest that participants frequently relied more on surface-level language …

Is It Safe To Speak Up? A Theoretical Examination Of The Measurement Of Psychological Safety, Carissa Aumack

Discovery Day - Daytona Beach

When working with teams, certain factors will dictate whether they function well or not, with one such factor being psychological safety. Psychological safety (PS) is determined by a shared belief that, within the team, it is safe to take interpersonal risks (Edmonson, 1999). This definition does not entirely encapsulate the concept of PS, as it focuses on the concept as a team-based belief and does not consider how individual beliefs of PS can differ from the collective. A cursory literature review was conducted (8 articles related to PS), and based on the findings, a nomological network (i.e., a representation of …

Quantitative Analysis Of A Single Operator’S Flight Behavior In Simulation, Zackrey Schraeder

Discovery Day - Daytona Beach

Uncrewed Aircraft Systems (UAS), or more commonly known as drones, have become increasingly used for a variety of applications, and more research has emerged studying the human-machine interaction and pilot performance metrics. Current research focuses on desired behaviors or aggregated pilot data which does not provide a holistic picture of an individual pilot’s flight behaviors, which are shaped by their own experience, preferences, and risk tolerance. The study investigates whether an individual pilot’s flight behaviors can be considered a pattern or if there is enough flight-to-flight variability to consider the behaviors inconsistent. A series of 20 flights were conducted in …

Assessing Attachment To Ai: Understanding The Theoretical Correlations And Consequences, Brianna Broderick

Discovery Day - Daytona Beach

Current research on Artificial Intelligence (AI) focuses on its capabilities and our understanding of it as an instrumental tool (i.e., utility completing tasks). However, as its ability to replicate natural language improves through both text and voice, an ever-growing number of users have turned to AI for emotional companionship. Concern grows as prior research on technology dependency suggests AI bonding may lead to less interaction with others and, in extreme circumstances, has already led to cases of suicide and divorce. Kasturiaratna & Hartanto (2025) developed the AI Attachment (AIA) scale, consisting of three factors, which include: emotional closeness (i.e., personal …

Exploring Generation Z Pilots' Approach To Training Automation: An Interview Study, Mary Bender

Discovery Day - Daytona Beach

Introduction. Today's pilots learn to fly on aircraft with sophisticated automated systems, such as the G1000. Although automation can reduce workload, over-relying on this technology can lead to decreased situational awareness, complacency, and a loss in manual flying skills (Parasuraman, 2000; Parasuraman et al., 2000; Parasuraman & Wickens, 2017; Taylor et al., 2020). Instructor pilots, in turn, are faced with the challenge of teaching students how to leverage a system that can affect their performance, both positively and negatively. The purpose of this study was to explore the strategies and challenges that instructor pilots face when training students on automation. …

Motivational Outsourcing: Ai, Self-Determination, And The Changing Nature Of Adult Learning, Zoe Spanos

Discovery Day - Daytona Beach

Artificial intelligence (AI) is increasingly embedded into adult learning and higher education, serving not only as a support tool for cognitive aid but also as a system that can shape how learners regulate their motivation and engagement. This presentation examines how the use of AI in adult learning contexts may support or undermine self-determined motivation, drawing from Self-Determination Theory (SDT). It is a conceptual paper that draws on existing literature and theoretical analysis, examining AI reliance from minimal use to full automation across SDT's three basic psychological needs: autonomy, competence, and relatedness. Motivation is essential for learning, but the quality …

Why Are Motorcyclist Fatalities Increasing?, Caroline Deck, Ana Cruz Beltrami, Riley Curran, Crystal Cutler

Discovery Day - Daytona Beach

According to the National Highway Traffic Safety Administration, from 2019 to 2023 there was a 26% increase of motorcycle crash deaths. In 2023, motorcycle crashes accounted for 15.5% of all crash fatalities in the United States, despite accounting for 3% of registered vehicles. This literature review investigates the contributing factors to the increasing motorcycle fatality rates. In this review, rider characteristics, vehicle factors, roadway environments, and policy are examined for contributions to increased risk. Previous literature has primarily focused on behavioral and demographic factors when investigating this problem. However, evidence suggests that the conditions affecting crash severity and survivability have …

Is Lane Splitting/Lane Filtering Safe Or Dangerous?, Anastacio Doucas Nolas, Sierra Juliano, Shawn De La Osa, Kimberly R. Williamson

Discovery Day - Daytona Beach

This course-based research project examines whether lane splitting and lane filtering are inherently dangerous or whether their safety depends on human factors and traffic conditions. Using published crash, behavioral, and policy literature, the project compares how these motorcycle maneuvers affect riders and other road users across different roadway environments. The analysis distinguishes lane splitting, which occurs between moving lanes of traffic, from lane filtering, which typically occurs at low speeds in stopped or slow traffic queues. Findings suggest that safety cannot be explained by the maneuver alone. Instead, outcomes are shaped by speed differential, driver perception failures, rider workload, intersection …

Multimodal Interpretation Of Pilot–Controller Communications For Runway Safety Assurance And Enhanced Atc Situational Awareness., Chaebin Song, Juin Park

Discovery Day - Daytona Beach

Recent runway safety events have highlighted the importance of accurate and timely interpretation of pilot–controller communications, especially in complex airport environments where aircraft and ground vehicles interact on or near active movement areas. In light of the recent LaGuardia Airport collision, which has drawn attention to communication, coordination, and surface safety challenges, this project investigates how multimodal data can support air traffic controllers’ situational awareness and safety assurance. This study develops an in-progress framework that combines Automatic Speech Recognition (ASR) of pilot–controller radio communications with ADS-B trajectory data to improve interpretation of operational intent and cross-check communications against observed aircraft …

Applying The Hfacs Framework: A Case Study Of Air Florida Flight 90, Ashley Perez-Galvan, Cenk Altinkum, Ryan Hunt

Discovery Day - Daytona Beach

Applying the HFACS Framework: A Case Study of Air Florida Flight 90 Abstract   This study applies the Human Factors Analysis and Classification System (HFACS), a widely used safety framework for identifying human and organizational contributors to accidents to examine the crash of Air Florida Flight 90 crash on January 13, 1982. The accident occurred shortly after takeoff from Washington National Airport during severe winter weather, when the aircraft failed to gain sufficient lift and impacted a bridge before entering the Potomac River.   The goal this analysis is to understand how multiple layers of human and organizational factors contributed to this …

The Impact Of Environmental Contributing Factors In Spatial Disorientation And Non-Spatial Disorientation Related General Aviation Accidents, Victoria Cornaro, Molly Mersinger

Discovery Day - Daytona Beach

The Impact of Environmental Contributing Factors in Spatial Disorientation and Non-Spatial Disorientation Related General Aviation Accidents   Spatial disorientation (SD) is an inherent risk of flying and with a high risk of resulting in a fatal accident (Gibbs et al, 2011). SD related accidents occur when a pilot’s perception of the aircraft altitude, position, or relative motion conflict with reality (Benson, 1999). SD accidents are significantly more likely to result in a fatality than non-SD cases. The purpose of this study was to investigate the role of different contributing factors on SD and non-SD general aviation accidents. We used the NTSB …

Customization That Clicks: Human Factors Evaluation Of A User-Centered Vehicle Customization System, Noah Clark, Shawn Mathura, Sarah Bailey, Paul Seal, Brandon Ibarra, Kailey Hrbek, Carissa Aumack, Kevin Sun, Olivia Honan, Kelly Nguyen, Caroline Deck, Brandon D. Dreslin

Discovery Day - Daytona Beach

Older adults (OAs) and drivers with disabilities (DwDs) often encounter challenges when customizing vehicle features (e.g., seat adjustment, lighting, climate control) because existing human-machine interfaces (HMIs) may not be designed to accommodate diverse sensory, motor, and cognitive capabilities. HarmonIQ is a biometric-based, user-centered vehicle customization system designed to improve accessibility and inclusivity for OAs and DwDs, developed by Embry-Riddle Aeronautical University (ERAU) in collaboration with Bethune-Cookman University (BCU). This research, supported in part by the EcoCAR Electric Vehicle Challenge, builds on Fall 2024 proofs-of-concept and Spring 2025 initial development of HarmonIQ and its components, namely the driver profile software and …

Simplified Flight Controls For Urban Air Mobility (Uam), Sierra Martinez, Frank Cunningham Iv, Nicole Giordano, Olivia Honan, Katie Stubits, Heather Bond, Paul Seal, Brandon Ibarra

Discovery Day - Daytona Beach

Air taxis are meant to perform short-distance, lower-altitude flights in challenging terrain- whether it be maneuvering around skyscrapers in urban areas, or for emergency responders in remote, difficult to access areas. It is paramount that the control system is intuitive and user friendly, since air taxi pilots will likely receive less training than commercial airline pilots. The Human Factors Department is working to advance Urban Air Mobility (UAM) initiatives by evaluating alternative inceptors (ie. control systems) that might be used in Vertical Take-Off and Landing (VTOL) air taxi designs. The controller itself needs to have specific and distinct enough operations …