Digital Commons Network^™

Measuring The Tokenization Premium: A Cost Audit For Underserved Language Communities, Avijit Roy, Proma Roy, Hrishitva Patel

Publications and Research

Large language models are increasingly deployed as general-purpose educational and technical assistance systems, but their basic infrastructure does not treat languages equally. One underexamined source of disparity is tokenization: semantically equivalent content can require substantially different token counts across languages, affecting API cost, latency, and usable context length before a model is even invoked. We introduce the Tokenization Equity Audit (TEA), a reproducible benchmark for measuring tokenization premiums in technical tutoring content. TEA evaluates three widely used tokenizers, GPT-4o’s o200k base, Qwen2.5-7B, and Mistral-7B, on a 120-item Python debugging corpus translated from English into Bengali, Hindi, Arabic, Tamil, and Yoruba. …

Breaking Point: Exploring Side Bets, Support, And Pension Investment As Predictors Of Turnover Intention In Urban Policing, Kenneth M. Quick, Kevin T. Wolff

Publications and Research

Guided by Becker’s side-bet theory, this study examines turnover intentions among officers in the New York City Police Department by assessing pension investment and affective commitment as accumulated organizational “side bets,” alongside job satisfaction, perceived organizational support, and workplace conditions. Data was drawn from an online survey of 1,454 officers. Population weights based on gender, race/ethnicity, and rank were applied to improve representativeness. Weighted multinomial logistic regression models examined predictors of turnover intention, while second-difference tests of average marginal effects (AMEs) assessed whether workplace factors operated differently across tenure groups. Results indicate that perceived organizational attitudes and workplace conditions significantly …

Examining Whether The Relationships Between Specific Psychiatric Diagnoses And Both Adolescent Suicide And Reoffending Are Moderated By Sex, Michael T. Baglivio, Katherine Jackowski, Brooke Neupaver, Grayson Black, Bailee Perry, Kevin T. Wolff

Publications and Research

The current study examines the relationships between specific psychiatric diagnoses and both adolescent suicide and reoffending, the implications of adverse childhood experiences on these outcomes, and assesses whether these relationships are moderated by sex. Using a multilayer multiyear statewide sample of 6,515 adolescents who completed juvenile justice residential placements, logistic regression and moderation models were used to examine these relationships. Findings demonstrate that the rate of suicidal ideation was 2.5 times higher for female youth, while the recidivism rate was 1.7 times higher for males. Psychiatric diagnoses prevalence ranged from 65.9% for conduct disorder to less than 1% for personality …

Propasafe-Hybrid: A Text-Based Hybrid Propaganda Detection Tool, Thomas Kimmeth, Avijit Roy, Vivek Sharma

Publications and Research

Propagandistic content increasingly circulates through online news and social media, where readers often encounter it with limited scrutiny, highlighting the need for reliable and fine-grained detection. This paper introduces Propasafe-Hybrid, a sentence-level system that integrates a fine-tuned transformer classifier with LLM-based technique classification to identify, label, and explain specific propaganda strategies. The pipeline generates actionable outputs, including highlighted sentences, technique assignments, and concise rationales, so users can immediately understand why a sentence was flagged and how each label was determined. To control inference cost, Propasafe-Hybrid employs a cost-aware pre-filtering stage that forwards only high-likelihood sentences to LLMs, reducing token usage …

Propasafe-Hybrid: A Text-Based Hybrid Propaganda Detection Tool (Ila 2026 Presentation), Thomas Kimmeth, Avijit Roy, Vivek Sharma

Publications and Research

This presentation introduces Propasafe-Hybrid, a hybrid system for sentence-level propaganda detection that combines offline transformer-based classification with selective large language model (LLM) explainability. The system employs a two-stage pipeline in which a local BERT-based classifier evaluates all input text and filters non-propagandistic content, while only high-confidence candidates are forwarded to an LLM for rhetorical technique labeling and explanation. This design enables cost-aware, privacy-conscious, and scalable analysis by reducing unnecessary reliance on external models.

Propasafe-Hybrid identifies propagandistic techniques such as loaded language, obfuscation, and appeal to fear, and generates concise natural language rationales that make these techniques interpretable to users. By …

Structural Silence: When Ai Infrastructure Fails Speakers Of Underrepresented Languages, Avijit Roy, Proma Roy

Publications and Research

Artificial intelligence tools for education and language support are increasingly framed as scalable responses to access gaps in under-resourced communities. Yet the infrastructure underlying these tools—training corpora, tokenization schemes, evaluation benchmarks, and deployment architectures—encodes a set of assumptions that systematically disadvantages speakers of underrepresented languages before a single model is trained. This paper examines those assumptions through the lens of Bengali, one of the world’s most widely spoken languages with roughly 285 million speakers (Ethnologue, 2025; International Communication and Leadership School, 2026), and the structural barriers that emerge when attempting to build AI-assisted educational tools for Bengali-speaking learners in low-connectivity …

When Disaster Strikes Y’All Street: A Study On Cross-Sector Collaboration In Protecting U.S. Financial Critical Infrastructure, Rachael A. Zerr, John Friedlander

Publications and Research

This exploratory research examines public-private collaboration between corporate security leaders and local emergency responders in the North Texas financial corridor known as “Y’all Street.” Using perception-based survey data from senior representatives in the private and public sectors, the paper evaluates partnership strength, preparedness activities, information sharing, and operational coordination. Findings indicate that collaborative practices such as facility tours, joint exercises, and emergency planning are present, but that partnership maturity remains uneven and is not yet fully standardized across the corridor. The research concludes that more formalized and institutionalized coordination will be necessary to strengthen resilience as the region’s financial significance …

Assessing The Relationship Between Treatment Quality, Matching And Dosage And Juvenile Justice Outcomes Among Youth With Co-Occurring Substance Abuse And Mental Health Disorders, Kevin T. Wolff, Michael T. Baglivio, Joshua A. Lang

Publications and Research

This study examined differences among youth in deep-end juvenile justice residential placement who did, and did not, present with co-occurring disorders. The prevalence of cooccurring mental health and substance use/abuse issues was found to be 19%, far lower than that of prior work. Researchers demonstrated more similarities than differences between youth with and without co-occurring disorders, both in terms of their criminal histories and the prevalence of their criminogenic needs. Additionally, the residential programs across Florida appear to provide treatment at similarly high levels of integrity, as measured by 1) matching treatment services to the highest three dynamic risk assessed …

A Protectorate Divided: The Otjimbingue Petition And Settler Contestations Of Railway Construction In German Southwest Africa, 1897–1902, Marta Millar

Publications and Research

Supporters of the State Railway in German Southwest Africa heralded its construction as ‘the dawn of a new era for the protectorate’ (Windhoeker Anzeiger, 27 October 1898). While railways did enable the expansion of colonial communities, not all settlers wrote as optimistically about this change as did the Anzeiger’s editor. Between 1897 and 1902, familial correspondence and debates in the protectorate’s first newspaper, the Windhoeker Anzeiger, reveal how various settlers negotiated the railroad’s transformative impact on colonial society and their everyday lives. Opposition voices argued that the railroad would harm the fragile colonial economy, serving only …

The Case For Racial Literacy, Joni Schwartz

Publications and Research

Racial literacy is widespread in America, and as adult literacy educators our mission is to address illiteracy in all its manifestations. We teach literacies in reading and writing, numeracy, computer, speaking, listening, visual, health, and media, each vital to making sense of our world and functioning effectively in it. Racial literacy is just as vital and should be taught as well. I argue that racial literacy is critical to a meaningful civic and community life. Some scholars believe it is critical to the perseverance of democracy. At the very least, many adult learners do not possess an understanding of what …

A Few Millimeters Of Bone: How Male Supremacists Leverage Scientific Sexism To Reinforce Misogynistic Ideologies, Robin O'Hanlon

Publications and Research

In recent years, male supremacist actors have reinforced their misogynistic worldviews by using narrative strategies centered on authoritative “common sense” and scientific “fact.” This paper presents a thematic narrative analysis of The Incel Wiki and the Wiki4Men, representing the first formal analysis of the wiki for the men’s rights organization A Voice for Men. The analysis indicates male supremacists use techniques including misappropriation of scientific information, manipulation of statistics, and leveraging pseudoscientific information to develop their narrative strategies of supremacy. The most consistent narrative strategies of scientific sexism on the wikis are male victimhood, denial of inequality between men and …

An Exploration Of Temporally Differentiated Associations Between Alcohol Outlets, Social Disorganization, And Assaults: A Multilevel Approach, Jinuk Jeong, Yunho Yeom

Publications and Research

A substantial body of research consistently shows that the concentration of alcohol outlets is positively associated with violent crimes, such as assaults. While recent studies have incorporated both spatial and temporal dimensions of this relationship, particularly within-day variations, how this temporally differentiated association of alcohol outlets with violent crimes varies depending on the broader context, such as social disorganization, remains underexplored. This study addresses this research gap by investigating whether the relationship between alcohol outlets and assaults in New York City from 2017 to 2019 differs by time of the day, while accounting for neighborhood structures in terms of their …

Minor Role Iv: Violent Crime More Of An Adult Problem Today, Jeffrey A. Butts, Gina Moreno

Publications and Research

Using national and New York City arrest data, the John Jay College Research and Evaluation Center presents a report that shows juvenile arrests for violent crimes have significantly decreased since the 1990s, while adult crime rates have fallen at a slower pace. Despite these trends, some continue to blame youth for crime spikes, often disregarding research that supports the effectiveness of juvenile justice reforms. The findings suggest that, rather than contributing to crime, these reforms align with adolescent development science and have not led to an increase in violent offenses.

Community Safety Innovations: New York State Initiatives To Strengthen Public Safety, Justice D. Evans, Elia Del Carmen Solano-Patricio, Rebecca Balletto, Kathleen A. Tomberg, Jeffrey A. Butts

Publications and Research

This report presents findings from researchers at the Research and Evaluation Center at John Jay College (JohnJayREC) regarding the impact of state investments in community safety. The report highlights key initiatives such as the SNUG program, Gun Involved Violence Elimination (GIVE), Project RISE, and Crime Analysis Centers (CACs). Through interviews with State agency staff and initiative leaders, the research team gathered valuable insights into the goals, challenges, and implementation of these programs. The findings suggest that these efforts may contribute to reduced violence and enhanced neighborhood safety, though further, more robust evaluation could help refine and expand these efforts for …

In The Quest For New Horizons: Evaluating Novel Therapeutic Approaches For Tuberculosis Treatment, Selassie Mawuko, Aminata Traore, Bibi-Sakeena Khemraj, Anna Steto, Richa Gupta

Publications and Research

Tuberculosis (TB) in humans, caused by Mycobacterium tuberculosis, is a significant global health concern, resulting in high disease burden and mortality each year which together make it the world’s topmost infectious killer. The emergence of multidrug-resistant tuberculosis (MDR-TB) in recent decades has further exacerbated the present situation and warrants an urgent need to develop and investigate innovative treatment regimes. This study aims to assess the therapeutic potential of newly identified drug candidates, namely Bedaquiline, Delamanid, and Linezolid, in treating MDR-TB. We adopted a consolidated and integrated approach encompassing a thorough literature review, empirical experimental studies, multiple sequence alignments, and …

Punishing Pregnancy Loss: Miscarriage Criminalization As An Embodied Carceral Practice, Robin O'Hanlon

Publications and Research

The persecution of Brittany Watts, a 34-year-old Black Ohio woman arrested in September 2023 after experiencing a miscarriage, is emblematic of pregnancy loss criminalization as an embodied carceral practice. In the United States, the expansion of “fetal personhood” laws, coupled with a desire to punish imperfect pregnancies, have coalesced to produce policies and practices which actively police and criminalize pregnancy loss. The carceral regime of fetal personhood is further reinforced by medical paternalism and surveillance. I argue that the policies and practices which police pregnancy loss are rooted in a series of carceral logics, which are in turn reinforced by …

Propasafe: A Bert-Based Offline Tool For Propaganda Detection, Vivek Sharma, Mohammad Mahdi Shokri, Shweta Jain, Sarah Ita Levitan, Elena Filatova

Publications and Research

In an era marked by the rapid consumption of digital news, the proliferation of propaganda poses significant threats to democratic values and informed decision-making. We propose a novel framework that prioritizes user privacy while assisting in the automatic detection of propaganda in news articles, allowing users to sift through the rhetoric to read the relevant objective news. As a demonstration of this framework, we present Propasafe, a BERT-based browser extension designed to alert users to propagandist tones in news articles. By highlighting instances of propaganda-like language in real-time, Propasafe empowers users to critically engage with news content, promoting objective understanding …

Community-Level Analysis Of Anti-Asian Hate Crime, Jisoo Cho, Jinuk Jeong, Christopher Han-Fai Seto

Publications and Research

Motivated by the surge in anti-Asian hate crimes during the COVID-19 pandemic, this study examines the community characteristics associated with the likelihood of their occurrence from 2020 to 2023 through interracial conflict and social disorganization perspectives. Analyzing data from the New York City Police Department and the American Community Survey across 2,198 census tracts, we find that communities with higher levels of Asian population, racial heterogeneity, and residential instability have higher odds of experiencing anti-Asian hate crime. However, concentrated disadvantage and defended neighborhoods (White, Black, and Hispanic) are not significant across all estimated models. These findings have important implications for …

Investing In Maryland Safety: Engaging Public Resources And Community Partnerships To Prevent Crime And Violence, Jeffrey A. Butts, Rebecca Balletto, Patricia A. Cobar

Publications and Research

The Research and Evaluation Center at John Jay College of Criminal Justice conducted a review of two innovative initiatives developed by the Maryland Department of Juvenile Services: The Thrive Academy (TTA) and the Safer Stronger Together (SST) intervention strategy. The study involved document analysis, online resource review, and interviews with agency staff and leadership. These efforts aimed to understand the design, implementation, and alignment of TTA and SST within Maryland’s broader public safety and crime prevention strategy. Key themes included program effectiveness, operational progress, and community-level impact, providing valuable insights into the Department’s evolving approach to juvenile justice and public …

From Flames To Change: An Exploration Of Housing, Fire, And Inequity, Helen Underhill, Charles R. Jennings, Brian Meacham, Danielle Antonellis

Publications and Research

Housing and fire safety are deeply connected: inadequate and poorly maintained housing poses heightened fire risk for occupants. An individual or household’s housing situation (including limited or constrained choice) interacts with issues such as affordability, access, location, quality, safety, occupancy levels, tenure type, and resident or immigration status. These dynamics shape vulnerability, and inequity becomes most visible in the event of a fire. The extreme end of this spectrum includes the unhoused, who occupy structures entirely outside of regulatory systems with little or no fire protection.

Locational Data And The Public Interest, William A. Herbert, Micahel Goodchild, Richard Appelbaum, Jeremy Crampton, Gary Langham, Krzysztof Janowicz, Mei-Po Kwan, Katina Michael, Lisa Schamess

Publications and Research

This article presents a paper developed by the AAG Organizing Committee on Locational Information and the Public Interest through a summit held in Santa Barbara, California in June 2022. The summit resulted in goals and ideas for addressing the issues that arise from the present environment for geodata, whereby public, private, and third-sector entities can tap into publicly available locational information with relatively little regulation on its access or use. The Committee articulates four goals: (1) develop a research agenda extending across disciplines, (2) outline educational resources and strategies to guide ethical practice, (3) devise a pathway to increase public …

Community Safety Investments: Violence Prevention Initiatives Across New York State, Rebecca Balletto, Jeffrey A. Butts, Sheyla A. Delgado, Justice D. Evans, Gina Moreno, Elia Del Carmen Solano-Patricio, Kathleen A. Tomberg, Michael Rempel, René Ropac

Publications and Research

At the request of New York State's Division of Criminal Justice Services (DCJS), researchers from John Jay College of Criminal Justice conducted an assessment of over a decade of state-funded violence prevention initiatives implemented at the county level. Beginning in 2010 and expanding significantly after 2021, these initiatives were adopted by nearly two dozen counties by 2014. Research teams from the Research and Evaluation Center (JohnJayREC) and the Data Collaborative for Justice (DCJ) analyzed county-level trends in serious and violent crime between 2010 and 2023 to assess the potential impact of these investments on community safety outcomes. The study aimed …

Minor Role Iii: Youth Under Age 18 And New York City Violence, Jeffrey A. Butts, Gina Moreno

Publications and Research

Researchers at the John Jay College Research and Evaluation Center analyzed NYPD arrest data from 2006 to 2024 to assess trends in felony assault, felony robbery, and felony weapon offenses across age groups. The study examined whether New York’s “Raise the Age” law, which shifted most youth under 18 out of adult court, influenced violent crime patterns. Although arrests rose across all age groups following the COVID-19 pandemic, trends among youth under 18 generally mirrored those of older age groups. The findings suggest no clear evidence that the law caused a youth-specific increase in violent crime.

Gender Equity In Municipalities: Understanding Local Policy Priorities, Maria J. D’Agostino, Nicole M. Elias, Nicole Dimaria

Publications and Research

The purpose of this research is to examine policy priorities of municipal legislation designed to promote gender equity. We ask the following research question: How does municipal policy address gender equity? To answer this question, we identify New York City legislation that targets gender equity passed under the DeBlasio administration (2014–2022). Using Atlas.TI, legislation is organized around The New York City Commission on Gender Equity’s goals to identify policy priorities. Our findings indicate that despite progressive policy efforts, policy priorities remain focused on gender stereotypes and long-standing issues, particularly sexual harassment and violence.

Technology And Coding The Great Equalizer: A Case Study Of A Formerly Incarcerated Leader, Joni Schwartz

Publications and Research

Providing meaningful educational and employment opportunities for returning incarcerated citizens from marginalized communities contributes to a more sustainable future for all. This chapter examines the barriers faced by returning incarcerated citizens in employment and presents a case study of a Dario Peña, who is a formerly incarcerated citizen. Peña's lived experience, leadership preparation, vision, and bottom-up leadership made him a leader for the Justice through Code program, which aims to provide prisoners and returning citizens with professional skills to create a sustainable career in the tech industry. Anchored in Critical Race Theory (CRT), this chapter delves into structural inequalities like …

Urgent Expertise, Explored Together: A Scholarly Communication Peer-Mentoring Group, Alex Crowley, Lily Susman, Rosemary Farrell, Michael Kahn, Carrie Jedlicka, Eric Silberberg, Michelle Ehrenpreis, Marta Bladek, Jill Cirasella

Publications and Research

In Spring 2025, the authors participated in a structured peer-mentoring program designed to deepen their knowledge of scholarly communication topics and issues. In this article, based on our panel at the 2025 LACUNY Institute, we share our perspectives on the program and discuss how current events are making scholarly communication expertise more essential than ever.

Increasing Humanities And Stem Pipelines: Associations Between Student Characteristics And Academic Outcomes, David Wutchiett, A. W. Logue, Zun Tang, Vita Rabinowitz

Publications and Research

Humanities and STEM disciplines may face shortages of college graduates, particularly from underrepresented demographic groups. Using multilevel generalized linear models, we evaluated associations between student characteristics and 6-10-year academic outcomes in humanities and STEM pipelines from associate’s major declaration through post-enrollment wages among 92,169 first-time community college students. Nonarts humanities majors were more likely to graduate and begin graduate study. STEM majors earned higher wages after terminating their studies. To increase the output and diversity of the humanities and STEM pipelines, students’early selection of humanities-related majors should be increased, and STEM students’persistence and degree completion should be prioritized.

Introducing Justice And Rights To Students Of Economics, Mark D. White

Publications and Research

Most economics instruction is focused on outcomes, whether evaluated in terms of individual or collective welfare or well-being. This is consistent with economics’ roots in classical utilitarianism, and no consideration is usually given to the process by which these results obtain, which is a deontological concern of right and wrong. This can seem odd to economics students, especially in the context of trade-offs in which one party is benefited at the expense of another, or aggregate welfare is maximized while some individuals are harmed, with no consideration in either of rights, desert, or justice. This chapter argues for the importance …

The Role Of Mentorship In The Advancement Of Black Women In Higher Education Administrative Roles, Kimberley Colclough

Publications and Research

This research study focused on the lived experiences of Black women administrators in higher education institutions, the obstacles they face in pursuit of support and career advancement, and how they benefited from a relationship with a mentor. This descriptive phenomenological qualitative study was implemented by conducting in-depth interviews with a small sample of (6) six African American women administrators from various higher education institutions located in the Northeast, West Coast, and Midwest regions of the United States. This phenomenological qualitative study was conducted to understand and describe the lived experiences mentorship for a select group of Black women leaders in …

Does Performance Change Budgets? Punctuated Equilibrium, Performance, And The Budget For Juvenile Justice In An American State, Elaine Yi Lu, Robert Hines, Katherine Willoughby

Publications and Research

How performance informs budgeting and budgets is contentious and unclear. Applying punctuated equilibrium theory, this research seeks to understand if performance information once placed on the media and macropolitical agendas can lead to long term budgetary shifts. This research highlights how the accumulation of performance information punctuated the funding scheme and created a new equilibrium over time.

This research uses mixed methods to study the impact of performance on Florida’s (USA) Department of Juvenile Justice (DJJ) over a 20-year period. First, we conduct a media review of 400 randomly sampled newspaper articles to characterize the media discourse around the DJJ …