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2026

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Full-Text Articles in Social and Behavioral Sciences

Two Essays On Finance: The Dark Side Of The Ceo Inside Debt: Evidence From Stock Price Crash Risk And Cybersecurity Risk And Corporate Bond Yield Spreads, Amir Gholami May 2026

Two Essays On Finance: The Dark Side Of The Ceo Inside Debt: Evidence From Stock Price Crash Risk And Cybersecurity Risk And Corporate Bond Yield Spreads, Amir Gholami

Theses and Dissertations

This dissertation comprises of two papers. In the first paper, I found that despite being thought of as a governance mechanism, CEO inside debt seems to distort firms’ information environment. My results indicate that the CEO inside debt creates an incentive for managers to hoard bad news to prevent technical defaults, leading to increasing stock price crash risk. My results are robust after addressing endogeneity using the instrumental variable (IV) approach, a difference-in-differences test based on the implementation of Internal Revenue Code Section 409A Final Regulations, and Oster’s omitted variable diagnostic test, and selection bias using the propensity score matching …


Use Of Complementizer That Among English-Spanish Bilinguals, Aziz Abraham Quenun May 2026

Use Of Complementizer That Among English-Spanish Bilinguals, Aziz Abraham Quenun

Theses and Dissertations

Languages vary in how they signal the presence of an embedded clause. Both English and Spanish use what are termed complementizers—that in English and que in Spanish—but in English, the complementizer is often optional while in Spanish, it is generally required. This thesis tested if the presence of que in a Spanish sentence could induce a bilingual speaker to insert a previously omitted that into an English sentence using a syntactic priming task. The results of these trials showed that this was the case, finding a statistically significant priming effect, supporting the idea that syntax is cognitively shared across languages …


Academic Anxiety, Anxiety Sensitivity, And General Mental Health In Collegiate Student-Athletes, Finley Gabrielle Elkins Sims May 2026

Academic Anxiety, Anxiety Sensitivity, And General Mental Health In Collegiate Student-Athletes, Finley Gabrielle Elkins Sims

Theses and Dissertations

Collegiate athletes’ mental health is on the decline, and they have unique experiences that can influence the prevalence of mental health struggles. This study examined academic anxiety, comorbid forms of anxiety, and predicting factors in 187 collegiate student-athletes across 29 U.S. colleges. Athletes had significantly higher levels of academic anxiety and general anxiety compared to a college nonathlete population. There were significant gender differences in athletes, with females having greater levels of anxiety sensitivity, academic anxiety, sport anxiety, general anxiety, depression, and a history of depression than male athletes. Gender, history of depression, anxiety sensitivity, and depression were significant predictors …


Intersecting Identities, Social Support, Multiple-Minority Stress, And Health Outcomes Among Latinx Lgbtq+ Adults, Amanda Lamas May 2026

Intersecting Identities, Social Support, Multiple-Minority Stress, And Health Outcomes Among Latinx Lgbtq+ Adults, Amanda Lamas

Theses and Dissertations

Latinx LGBTQ+ adults experience poor health due to exposure to intersectional discrimination; however, they also possess protective factors to cope with these stressors. This study explored the associations and interactions of identity affirmation (ethnic, American, LGBTQ+), identity outness, perceived social support, LGBT-POC microaggressions, and health among LGBTQ+ Latinx adults. Correlational analyses and regression models controlling for covariates showed that American and ethnic identity affirmation, perceived social support, and identity outness were positively associated with health, and LGBT-POC microaggressions were negatively associated with health. LGBTQ+ identity affirmation was directly correlated with mental health, but not in the regression model. Identity affirmation …


Morphological Evolution And Sediment Budget Of A Flood-Tidal Delta On The Rio Grande Delta Plain: Bahia Grande, Texas, Usa, Aleen Pertuz Paz May 2026

Morphological Evolution And Sediment Budget Of A Flood-Tidal Delta On The Rio Grande Delta Plain: Bahia Grande, Texas, Usa, Aleen Pertuz Paz

Theses and Dissertations

The Isabel Delta is a recently formed flood-tidal delta within the restored Bahia Grande system on the Rio Grande Delta Plain, Texas, USA, where renewed tidal connectivity has created conditions for rapid sediment buildup and landform evolution. This study quantified morphological changes from 2008 to 2025 using satellite imagery. It assessed sediment retention by comparing the effective sediment discharge required to reproduce observed delta growth with field-based estimates of sediment supply derived from channel hydrodynamics, cross-sectional area, and suspended sediment concentration. The delta expanded steadily throughout the study period, with increases in bar, channel, and total surface area, and an …


Two Essays On Finance: Co-Opted Directors And Mergers And Acquisitions And The Impact Of Biodiversity Risk On The Cost Of Bank Loans, Fariba Gholami May 2026

Two Essays On Finance: Co-Opted Directors And Mergers And Acquisitions And The Impact Of Biodiversity Risk On The Cost Of Bank Loans, Fariba Gholami

Theses and Dissertations

This dissertation comprises of two papers. In the first paper, co-opted board members, those appointed after the CEO assumes office, are poor monitors and, contrary to prior assumptions, ineffective advisors. I show that board co-option is associated with suboptimal merger and acquisition (M&A) decisions, adverse deal characteristics, and lower acquirer’s short- and long term returns and operating performance. These results are robust to the use of propensity score matching, entropy balancing, Instrumental variable using 2SLS, and difference-in-differences to address selection bias and endogeneity. Cross-sectional evidence indicates that the negative effects of board co-option are more pronounced when boards are less …


“The Distance And Time Difference Aren’T Helping”: Family Communication Practices Of African Graduate Students Adapting To A New Country, Hummuh Abubakar May 2026

“The Distance And Time Difference Aren’T Helping”: Family Communication Practices Of African Graduate Students Adapting To A New Country, Hummuh Abubakar

Electronic Theses and Dissertations

This qualitative study examined how international graduate students maintained long-distance communication with family members while adapting to life in the United States. Drawing on semi-structured interviews with seven international students, the research explored how participants sustained emotional closeness, manage disclosure, and select communication media across geographic distance. Guided by Communication Privacy Management Theory and Media Richness Theory, the study analyzed how students regulated private information and strategically used video calls, voice calls, and messaging platforms to meet relational and emotional needs. Findings revealed four primary themes: reliance on digital communication technologies; the emotional and psychological functions of family communication; structural …


Branding The Protector And Helper: How The U.S. Army National Guard Presents Itself In Humanitarian Outreach, Aaron Otoo Acromond May 2026

Branding The Protector And Helper: How The U.S. Army National Guard Presents Itself In Humanitarian Outreach, Aaron Otoo Acromond

Electronic Theses and Dissertations

This study examines how the United States Army National Guard constructs and communicates its humanitarian identity during domestic disaster response through official social media. Addressing limited scholarship on how hybrid military institutions frame their roles in domestic crises, the research applies qualitative content analysis to visual and textual posts from official Facebook and Instagram accounts during three disasters: Hurricane Ian (2022), the Hawaii Wildfires (2023), and Hurricane Helene (2024). The analysis identifies three communication themes: operational preparedness and technical capacity, humanitarian assistance to affected civilians, and collaboration with civilian agencies. These narratives portray the National Guard as a professional and …


Editorial: El Juego De Rol Como Instrucción Para La Inmortalidad, Romano Ponce Díaz May 2026

Editorial: El Juego De Rol Como Instrucción Para La Inmortalidad, Romano Ponce Díaz

Journal of Roleplaying Studies and STEAM

El presente número del Journal of Roleplaying Studies and STEAM examina la convergencia entre las prácticas lúdicas, el diseño narrativo y los procesos de mediación sociocultural en la investigación contemporánea. Las contribuciones reunidas en este número abordan el juego de rol como un dispositivo de producción de conocimiento, intervención psicoeducativa y reelaboración de representaciones culturales. Nos podemos atrever a señalar que la educación es la convergencia entre la ludología, las ciencias sociales, los estudios visuales y el análisis cultural; entendiendo a la educación como la actividad consciente e intencionada de transmitir información y conocimientos a las siguientes generaciones.


The Functions Of Role- Playing Games: How Participants Create Community, Solve Problems And Explore Identity, De Sarah Lynne Bowman (2010) [Reseña De Libro], Cristo Leon May 2026

The Functions Of Role- Playing Games: How Participants Create Community, Solve Problems And Explore Identity, De Sarah Lynne Bowman (2010) [Reseña De Libro], Cristo Leon

Journal of Roleplaying Studies and STEAM

The Functions of Role-Playing Games: How Participants Create Community, Solve Problems and Explore Identity, by Sarah Lynne Bowman, is an ambitious, wide-ranging, and still necessary work for role-playing game studies. Published in 2010, the book proposes that role-playing and roleplaying games fulfill three main social and psychological functions: creating community, facilitating problem solving, and enabling the exploration of identity. Bowman develops this thesis through a combination of theoretical review, cultural reflection, and participant-observer ethnography, based on interviews with players of tabletop role-playing games, live-action roleplaying games, and virtual environments. Organized into seven chapters, the book moves clearly from the …


Perceptions On The Moral And Ethical Applications Of Generative Ai In Creative Game Development, Isabella Maccera May 2026

Perceptions On The Moral And Ethical Applications Of Generative Ai In Creative Game Development, Isabella Maccera

Emergency Preparedness, Homeland Security, and Cybersecurity

As AI tools become increasingly embedded in creative industries, they introduce both opportunities for efficiency and concerns regarding authorship, intellectual property, job displacement, and professional identity. Guided by three research questions focused on creativity, ethics, and workflow adaptation, this research employs a qualitative methodology using semi-structured interviews to capture participant experiences and interpretations. This study frames GenAI not as an isolated tool, but as part of a broader system that reshapes creative labor, collaboration, and organizational structure. Inductive coding and thematic analysis reveal five central themes: perceptions of AI in creative workflows, ethical and intellectual property concerns, employment and identity …


3d: Dragones, Dados Y Deseos. Rituales En Las Comunidades Roleras De Bogotá, Francisco Gonzalez Buitrago May 2026

3d: Dragones, Dados Y Deseos. Rituales En Las Comunidades Roleras De Bogotá, Francisco Gonzalez Buitrago

Journal of Roleplaying Studies and STEAM

¿Qué ocurre cuando la ficción deja de ser solo entretenimiento y se transforma en refugio, ritual y espacio de transgresión? Este artículo analiza los hallazgos de una etnografía y un ejercicio de cartografía social en torno a comunidades roleras de Bogotá, mostrando cómo jóvenes y adultos reconfiguran sus vidas cotidianas a través del juego de rol.

Lejos de limitarse al escapismo, las partidas se convierten en escenarios simbólicos donde caben la negociación, la crítica y la catarsis. En una ciudad marcada por la incertidumbre generacional y las tensiones entre género, clase y territorio, las campañas de rol permiten reimaginarse a …


Diseño De Un Juego De Rol Enfocado En México Prehispánico, Jaime E. García Maya, Karina Flores Ocampo May 2026

Diseño De Un Juego De Rol Enfocado En México Prehispánico, Jaime E. García Maya, Karina Flores Ocampo

Journal of Roleplaying Studies and STEAM

Resumen

Los juegos de rol (JdR) nos invitan a asumir personajes y desenvolvernos en situaciones simuladas, se fundamenta en diversas perspectivas teóricas que resaltan su impacto en el desarrollo integral y en la adquisición de conocimientos. (Sierra Garzón 2024), (Peñafiel, A et al., 2023), (Garaigordobil et al., 2022) y (Marente, 2019)

Autores como Vygotsky (citado en Garaigordobil et al., 2022) subrayan la importancia de las interacciones sociales para el aprendizaje y la regulación emocional, se ha observado que el juego de rol contribuye al desarrollo de habilidades como la empatía, la cooperación, la comunicación y la resolución de conflictos, elementos …


Dungeons & Dragons 5e En El Aula De Comunicación Audiovisual: Propuesta De Adaptación Pedagógica, Antonio Roda Martínez May 2026

Dungeons & Dragons 5e En El Aula De Comunicación Audiovisual: Propuesta De Adaptación Pedagógica, Antonio Roda Martínez

Journal of Roleplaying Studies and STEAM

Este artículo explora el proceso de adaptar Dungeons & Dragons Quinta edición versión 2024 a un contexto educativo dentro de sesiones únicas de menos de dos horas. Pese a que D&D es ampliamente reconocido como referente cultural y uno de los juegos de rol más influyentes, su complejo sistema de reglas y diseño para campañas de larga duración dificultan su implementación en contextos educativos formales con limitaciones temporales. Para abordar este desafío, se rediseñó la sesión para condensar las experiencias fundamentales del juego de rol de mesa—creación de personajes, interpretación, combate, construcción de mundo e investigación—en un formato breve y …


Los Juegos De Rol Como Una Herramienta Psicoeducativa, Víctor E. Quintana Villarreal May 2026

Los Juegos De Rol Como Una Herramienta Psicoeducativa, Víctor E. Quintana Villarreal

Journal of Roleplaying Studies and STEAM

Los juegos de rol han funcionado durante mucho tiempo como un medio para compartir y crear historias en conjunto con colegas y amigos. De ellos, se desprenden también habilidades y herramientas fundamentales para la vida, por lo que un método para sistematizar estos juegos de tablero y dados a funciones educativas es necesario para potenciarlos como herramientas psicoeducativas.

La siguiente, es una propuesta planteada desde el marco constructivista para generar espacios con los juegos de rol como eje central del aprendizaje, y se relatan a través de un marco teórico, seguido de una proposición metodológica, una serie de pasos para …


Practicing Conflict Transformation Skills Through Role-Playing Games For Diversity, Equity, And Inclusion In Higher Education, Alexandra Schreiber, Kjell H. Hugaas, Sarah L. Bowman May 2026

Practicing Conflict Transformation Skills Through Role-Playing Games For Diversity, Equity, And Inclusion In Higher Education, Alexandra Schreiber, Kjell H. Hugaas, Sarah L. Bowman

Journal of Roleplaying Studies and STEAM

No abstract provided.


Journal Of Roleplaying Studies And Steam (Jrpssteam) Vol. 5 [2026], Número 1 (Issue 1), Romano Ponce-Díaz Phd, Cristo Leon, Ivan Avila, Sarah Lynne Bowman, Kjell Hedgard Hugaas, Alexandra Schreiber Ma, Jaime Eduardo García Maya, Víctor Emmanuel Quintana Villarreal Vic Emma, Francisco Gonzalez Ing., Daniel Romero Benguigui, Antonio Roda-Martínez May 2026

Journal Of Roleplaying Studies And Steam (Jrpssteam) Vol. 5 [2026], Número 1 (Issue 1), Romano Ponce-Díaz Phd, Cristo Leon, Ivan Avila, Sarah Lynne Bowman, Kjell Hedgard Hugaas, Alexandra Schreiber Ma, Jaime Eduardo García Maya, Víctor Emmanuel Quintana Villarreal Vic Emma, Francisco Gonzalez Ing., Daniel Romero Benguigui, Antonio Roda-Martínez

Journal of Roleplaying Studies and STEAM

El presente número del Journal of Roleplaying Studies and STEAM examina la convergencia entre las prácticas lúdicas, el diseño narrativo y los procesos de mediación sociocultural en la investigación contemporánea. Las contribuciones reunidas en este número abordan el juego de rol como un dispositivo de producción de conocimiento, intervención psicoeducativa y reelaboración de representaciones culturales. Nos podemos atrever a señalar que la educación es la convergencia entre la ludología, las ciencias sociales, los estudios visuales y el análisis cultural; entendiendo a la educación como la actividad consciente e intencionada de transmitir información y conocimientos a las siguientes generaciones.

Martin Heidegger …


Secondary Traumatic Stress Among U.S Army Active-Duty Social Workers., Jennifer Frazier May 2026

Secondary Traumatic Stress Among U.S Army Active-Duty Social Workers., Jennifer Frazier

Doctor of Social Work Capstone Projects

The purpose of this study was to explore Secondary Traumatic Stress (STS) and its relationship with functional impairment among U.S. Army active-duty social workers. These social workers practice in a uniquely demanding environment, balancing constant exposure to service members’ and families’ trauma narratives as well as organizational mandates. A mixed-method, exploratory, cross-sectional design was used, with data collected via an online survey. Resulting in a sample of fifteen, recruited via a Facebook group for Army Social Workers. Analysis focused on patterns and associations rather than causal conclusions, due to the sample size and design, and should be interpreted cautiously. Patterns …


Hearing Northern New Mexico's Silenced Voices: Exploring Intersectionality And Allyship., Cheri Loggains May 2026

Hearing Northern New Mexico's Silenced Voices: Exploring Intersectionality And Allyship., Cheri Loggains

Doctor of Social Work Capstone Projects

Hearing Northern New Mexico’s Silenced Voices: Exploring Intersectionality & Allyship Cheri Loggains, MSW, LCSW March 27, 2026 Oversimplified social constructs of identity and power were intentionally used in Northern New Mexico (NNM) by White settlers to perpetuate oppression. This oversimplification contributes to a false narrative of New Mexico centering White experiences and creating a hegemonic system of power. The repercussions of such acts are under new scrutiny, which calls out performative allyship. However, performative allyship is scarcely studied in current literature, even though it is a natural microcosm for examining the relational dynamics of power. The current literature also implies …


Attitudes, Behaviors, And Co-Workers Influence Of Those Who Provide Mental Health Support Services To Refugees And Immigrants., Irene Boamah May 2026

Attitudes, Behaviors, And Co-Workers Influence Of Those Who Provide Mental Health Support Services To Refugees And Immigrants., Irene Boamah

Doctor of Social Work Capstone Projects

ABSTRACT

ATTITUDES, BEHAVIORS, AND CO-WORKERS INFLUENCE OF THOSE WHO PROVIDE MENTAL HEALTH SUPPORT SERVICES TO REFUGEES AND IMMIGRANTS

Irene A. Boamah

April 3, 2026

Refugees and immigrants face a variety of mental health issues, including post-traumatic stress disorder (PTSD), depression, and anxiety. Despite these mental health issues, there is limited research examining the attitudes, behaviors and coworkers’ influence on those who provide mental health support services to this population. This study examines the relationships between the demographic and professional characteristics of mental health support service providers in Kentucky and the stigmas they may have toward refugees and immigrants.

A cross-sectional …


Safe At Work: A Case Study On The Healthcare Response To Employee Disclosures Of Domestic Violence., Victoria Dobson May 2026

Safe At Work: A Case Study On The Healthcare Response To Employee Disclosures Of Domestic Violence., Victoria Dobson

Doctor of Social Work Capstone Projects

Domestic violence is a pervasive issue that impacts individuals and communities at every level, including professionally. Despite this known impact, workplace-based interventions to address such violence, aside from leave policies, are seldom implemented, especially in healthcare settings. This paper presents a case study on a healthcare organization’s response to employee disclosures of domestic violence.  A retrospective review of HR data, five semi-structured interviews, and a survey of hospital leadership were conducted to explore employee experiences and preliminary outcomes associated with a workplace domestic violence leave policy and concurrent, on-site supportive services (Safe At Work Program) offered to employees experiencing domestic …


Improving Follow-Up After School-Based Dental Screenings Using Koha Data In Monterey County, Andre N. Edmond May 2026

Improving Follow-Up After School-Based Dental Screenings Using Koha Data In Monterey County, Andre N. Edmond

Capstone Projects and Master's Theses

Limited follow-up after school-based oral health screenings is a major issue for young children in Monterey County, especially for those who do not have a regular source of dental care. This project focused on improving how screening data is used to connect students to needed services. The internship was completed with the Monterey County Oral Health Program and aimed to develop a better system for tracking KOHA (Kindergarten Oral Health Assessment) data and improving follow-up care for students identified with dental needs. Key activities included analyzing screening data, entering into a tracking system, and comparing results from different schools. The …


Integrating Organizational Theory In Student Employee Development Across Dispersed Workplaces, Anica C. Chesnut May 2026

Integrating Organizational Theory In Student Employee Development Across Dispersed Workplaces, Anica C. Chesnut

Master of Public Administration Capstone Papers

Managing and developing staff at university residential desks presents unique challenges. One challenge is the complexity of supervising student employees while allowing them the opportunity to grow as well. Another challenge is the dispersed nature of residential desks across a university campus. Satellite desks present a difficulty to maintain community, a positive work culture, continuity of expectations, and procedures. Several organizational theory frameworks can be directly applied to the organization in order to reduce challenges. This capstone paper utilizes literature review and examination of current practices, to provide context of current inefficiencies while also critically analyzing pain points within the …


Christian-Based Community Engagement And Loneliness Among College Students, Ayodeji Fayemi May 2026

Christian-Based Community Engagement And Loneliness Among College Students, Ayodeji Fayemi

Master's Theses & Other Graduate Student Works

Loneliness among college students is a growing public health concern with significant implications for mental and physical well-being. Despite living in highly connected environments, many students report profound feelings of loneliness, which can exacerbate mental health challenges such as depression and anxiety. Loneliness also influences cognitive and social processes and has been linked to physical health risks, highlighting the need for effective interventions. This study examined whether Christian-based community engagement served as a protective factor against loneliness among college students. Grounded in Social Support Theory, the study assessed associations among loneliness, general social support, church-based support, religious coping, institutional integration, …


Efficacy Of Implicit Bias Training Within The Hazel Park Police Department, Luke Londo May 2026

Efficacy Of Implicit Bias Training Within The Hazel Park Police Department, Luke Londo

Master of Public Administration Capstone Papers

Among the many desired outcomes for uniformed police officers who undergo implicit bias training is a reduction in the level of discriminatory conduct related to such biases. Current research on the subject offers mixed results, and nearly all existing studies do not provide an empirical measurement of efficacy or other outcomes beyond officer sentiment. This case study examines and measures the impact of implicit bias trainings, which is a requirement for officers within the Hazel Park Police Department in Michigan, prior and subsequent to certification by using raw and sustained complaints of discriminatory conduct allegedly perpetrated by Hazel Park police …


Improving And Maintaining Public Trust In Law Enforcement: A Qualitative Case Study Of The Northville Township Police Department, Christopher Bachand May 2026

Improving And Maintaining Public Trust In Law Enforcement: A Qualitative Case Study Of The Northville Township Police Department, Christopher Bachand

Master of Public Administration Capstone Papers

Public trust is a key component of effective law enforcement. While historically cyclical, trust in American law enforcement agencies has trended downward in recent years following several high-profile use of force incidents. In response, many agencies have begun incorporating new theories and models into their policies and procedures aimed at increasing public trust. This capstone paper draws upon the relevant literature surrounding these theories and conducts a qualitative case study of the Northville Township Police Department. This agency consistently achieved above-average levels of confidence from its community members by incorporating these theories using a hybrid-synthesis policy implementation approach. This paper …


Public Safety Policy In Michigan’S Rural Upper Peninsula: Collective Efficacy, Youth Engagement, And Prevention, Christopher J. Reynolds May 2026

Public Safety Policy In Michigan’S Rural Upper Peninsula: Collective Efficacy, Youth Engagement, And Prevention, Christopher J. Reynolds

Master of Public Administration Capstone Papers

Rural communities in Michigan’s Upper Peninsula face unique public safety concerns due to resource limitations and geographic isolation. Small townships and cities lack sufficient funding and personnel to respond effectively to emergencies across large land areas. By building stronger families and communities, rural areas can prevent public safety concerns through preventative strategies, rather than reactive strategies that focus on incarceration. Through strengthening social networks and providing programs for youth to build leadership skills and good character, public safety will become a part of daily life in rural areas and not just a reaction to negative situations.


Body Worn Cameras For The Madison Police Department, Caleb Wright May 2026

Body Worn Cameras For The Madison Police Department, Caleb Wright

Master of Public Administration Capstone Papers

Body-worn cameras for law enforcement officers can ensure accountability of the officers and transparency to the public. Though body-worn cameras have become increasingly popular in police departments, some departments do not use them. The Madison Police Department is one of these departments. Body-worn cameras have been implemented with policy models in many surrounding departments in Wisconsin and have proved to hold officers accountable and ensure transparency during complaints and cases. Leveraging literature on integrated policy approach and policy implementation, this capstone paper summarizes the needs and benefits of body-worn cameras for the MPD. This paper contributes to broader debates on …


The Macroeconomics Of Intergenerational Mental Health Dynamics, Boaz Abramson, Job Boerma, Diego Daruich, Aleh Tsyvinski May 2026

The Macroeconomics Of Intergenerational Mental Health Dynamics, Boaz Abramson, Job Boerma, Diego Daruich, Aleh Tsyvinski

Cowles Foundation Discussion Papers

We develop a quantitative macroeconomic theory of child mental health. The theory is grounded in child psychiatry, formalized in a life-cycle heterogeneous agent model of child development, and disciplined using micro data on mental health of children and parents. Intergenerational transmission of mental illness arises due to both biological factors and parental behavior. Parents experiencing mental illness have negative expectations and lose time due to rumination. As a result, they invest less in their child’s mental health. We use the model to evaluate policies designed to improve child mental health. We show that subsidizing mental health treatment for children generates …


Position: The Pre/Post-Training Boundary Should Govern Ip In Industry–Academia Ml Collaborations, Dirk Bergemann, Soheil Ghili, Nitzan Mekel-Bobrov May 2026

Position: The Pre/Post-Training Boundary Should Govern Ip In Industry–Academia Ml Collaborations, Dirk Bergemann, Soheil Ghili, Nitzan Mekel-Bobrov

Cowles Foundation Discussion Papers

Industry–academia ML collaborations routinely fail to launch—not for scientific reasons, but because academics must publish while companies must protect models trained on proprietary data, and no standard contract framework resolves this tension. Because contracts are negotiated by legal departments alone, many apparent legal disputes are incentive misalignment problems that only scientists at the table can correctly diagnose. We propose PBOS (Protect-the-Business / Open-Source-the-Science), a community-adoptable contract template anchored to a single technically-grounded boundary: pre-training artifacts (architectures, training code, benchmarks, untrained weights) are open science; post-training artifacts (weights trained on proprietary data) are business IP. This boundary is technically meaningful, legally …