Digital Commons Network^™

Developing Your Research Project: Writing An Annotated Bibliography, Fabiola Ceballos-Durham

Open Educational Resources

Students build the foundation for a criminal justice research project by evaluating and summarizing scholarly articles and websites in an APA-style annotated bibliography.

A Study Of The Impacts Of Infusing Data Analysis And Research In An Interdisciplinary Environmental Economics Course, Sean P. Macdonald

Publications and Research

This paper explores the impacts of introducing quantitative literacy skills in an interdisciplinary Environmental Economics course typically taught as an issues and policy course without a quantitative component. The study examines the effects of infusing an engaging, student-selected data collection and analysis assignment on students' quantitative reasoning skills, as well as their interest in and attitudes about data analysis and quantitative information. Using data gathered from a set of pre- and post-assessment questions designed to measure changes in quantitative reasoning skills and attitudes, the findings point to significant attitudinal impacts, gains, but smaller, insignificant gains in quantitative reasoning skills.

Reclaiming Agency: Ai Hallucinations And Translingual Interrogations In The City Tech Writing Center,, Joseph Franklin, Anna Laura Falvey

Publications and Research

No abstract provided.

Syllabus: Guttman Psyc101: Introduction To Psychology, Natalia Lara Gonzalez

Open Educational Resources

The present syllabus includes materials to be used for an introduction to psychology class. The topics range from basic cognitive, behavioral and developmental psychology to social sciences and nature vs. nurture debates. The syllabus also includes an abnormal psychology open access textbook where students can access details on mental health conditions which they present on at the end of the semester.

Introduction To The Jervis Forum Roundtable Of Review Essays On Mark Kramer, The Fate Of The Soviet Bloc’S Military Alliance: Reform, Adaptation, And Collapse Of The Warsaw Pact, 1985–1991, Cynthia A. Roberts

Publications and Research

This introduction frames a Jervis Forum roundtable of review essays on Mark Kramer’s study of the final years of the Warsaw Pact and situates the book within broader scholarship on the end of the Cold War. It examines Kramer’s archivally- grounded argument that the alliance’s collapse was not predetermined but followed from a consequential Soviet policy shift under Mikhail Gorbachev, particularly the decision to renounce military intervention to preserve communist regimes in Eastern Europe. This introduction considers changes in Soviet military doctrine, civil-military relations, arms-control priorities, and Moscow’s effort to transform rather than abolish the alliance. It also situates Kramer’s …

Infection Control Across Clinical And Laboratory Dental Settings Protocols, Risks, And The Role Of Emerging Technologies, Khrystyna Vyprynyuk, Laura Andreesku

Publications and Research

This article explores infection prevention strategies and disease transmission pathways in dental settings, emphasizing the critical connection between clinical practice and dental laboratories. It highlights the risks of cross-contamination, disinfection and sterilization challenges, and the growing role of technology in enhancing infection control.

Archives And Children's Knowledge, Elliott Kuecker, Ashley Rockenbach

Publications and Research

This article argues for the importance of collecting works created by children—not just about and not just for—in formal archival collections. Framed through the ideas of legitimate knowledge and epistemic injustice, this piece combines notions important to children’s rights activists and childhood studies scholars with the role archives can play in preserving children’s knowledge through child-created materials. The authors describe how researchers struggle to find work created by children within archives, impacting the ability to create child-centered research that centers children’s views of the world as prominently as adult views of the world. Some collections that do include child-created materials …

Analyzing An Ai Summary Of An Executive Order, Natalie D. Ebolum

Open Educational Resources

This assignment asks students to critically analyze the Executive Order on Incarceration in Private Prisons by producing an independent summary of its intent, purpose, and implementation, along with best-practice recommendations for improving its effectiveness. Students then use the Grammarly AI Summary Tool to generate an alternative summary and compare it with their own analysis. Through structured self-assessment and revision, students evaluate differences in interpretation, identify gaps or insights, and reflect on the strengths and limitations of AI-assisted analysis. The assignment emphasizes critical policy analysis, ethical use of AI tools, and student-centered judgment.

Spa 309 - Spanish Advanced Grammar, Beatriz Lado, Evelyn Duran-Urrea, Tania Avilés

Open Educational Resources

This syllabus is a work in progress developed by Tania Avilés, Evelyn Durán Urrea, and Beatriz Lado. We adapt the traditional grammar-focused course to introduce the study of the Spanish language through a critical sociolinguistic and language-education lens. This approach responds more directly to the needs of our students, many of whom speak language varieties that have historically been stigmatized or marginalized and are training to become Spanish-language teachers.

Students will examine the structure and grammar of Spanish across key domains, including phonetics, morphology, syntax, semantics, pragmatics, discourse, and variation. At the same time, the course situates this structural knowledge …

Decentralized Linear Solvers: Communication Cost And Privacy, Nelson G. Brasil, Vinay A. Vaishampayan

Publications and Research

We consider the problem of multiple parties iteratively solving a system of linear equations in a decentralized manner. Specifically, we solve for $\negr{x} \in \R^n$, the $n \times n$ system of linear equations $M\negr{x} = \negr{b}$ when each party only knows their row of the matrix $M$ and a single component of $\negr{b} \in \R^n$. Our objective is to determine the tradeoff between the accuracy of the solution and the total communication cost measured in bits. A fully connected, reliable mesh network is assumed to connect the different parties. We develop a general formulation that applies to a large class …

An Empirical Framework For Evaluating Semantic Preservation Using Hugging Face, Nan Jia, Anita Raja, Raffi Khatchadourian

Publications and Research

As machine learning (ML) becomes an integral part of high-autonomy systems, it is critical to ensure the trustworthiness of learning-enabled software systems (LESS). Yet, the nondeterministic and run-time-defined semantics of ML complicate traditional software refactoring. We define semantic preservation in LESS as the property that optimizations of intelligent components do not alter the system's overall functional behavior. This paper introduces an empirical framework to evaluate semantic preservation in LESS by mining model evolution data from HuggingFace. We extract commit histories, $\textit{Model Cards}$, and performance metrics from a large number of models. To establish baselines, we conducted case studies in three …

Resilience For Whom? A Study In Pathways And Production Of Unequal Risk In The Rockaways, Aaryan M. Nair

Publications and Research

This paper investigates how climate adaptation policies in the Rockaway Peninsula of New York City produce unequal outcomes despite their ostensibly neutral design, framing resilience as an environmental and climate justice problem. Situated within a landscape marked by stark socioeconomic disparities, aging housing stock, and high exposure to coastal flooding, the study demonstrates that existing adaptation strategies—centered on uniform technical standards, insurance frameworks, and large-scale coastal infrastructure—systematically advantage actors with greater financial and institutional capacity while leaving low-income residents, particularly renters, disproportionately vulnerable.

The analysis identifies three core dynamics underlying this “unequal-by-design” resilience regime: (1) the stratified feasibility of compliance …

From Clicks To Consequences: A Map Of Your Data, Pamela Jean Stemberg

Open Educational Resources

This assignment approaches digital platforms as texts to be read, analyzed, and revised using methods drawn from English studies, such as interpretation, argument, and revision. Students examine the language of user interfaces, compare on-screen promises with formal policy documents, and trace the relationships between design choices, language, and real-world outcomes. Through close reading, students practice core skills of literary and rhetorical analysis while engaging contemporary digital systems. In doing so, the assignment connects traditional writing practices to critical inquiry about power, authorship, and accountability in digital environments.

Inside The Gen Z Vote Across Gender And Race, Juliet La Sala

Capstones

This capstone examines how two people from two different Gen Z groups are navigating the 2024 U.S. election. One story revolves around a young woman adopting a U.S. version of South Korea’s 4B Movement and another reflects on a Gen Z Arab American responding to the Israel–Hamas war. Through reported stories and interviews, it explores how personal experience, gender and ethnic violence, and political disillusionment shaped these young voters’ choices and activism. Sierra Bee's story is in light of Trump's election and Liam's is right before the 2024 election took place. Together, the pieces highlight how global events and identity-based …

Two Major Ontario Hospital Labs Bought Research Dogs From U.S. Breeder With Troubled Pastdogs Bred For Scientific And Medical Testing Suffer Abuse As The Scientific Industry Increasingly Turns To Alternatives For Research., Allison Hunter, Mary Beech, Sami Marshak, Kate Morano

Capstones

The purpose-bred dog breeding industry for research is little known. Each year, thousands of dogs are bred for scientific and medical testing, supplied to research facilities by a handful of major commercial breeders. But gaps in enforcement and regulation have allowed abuses to persist, even as the industry increasingly turns to alternatives to animal testing. Animal rights advocates have been decrying the treatment of these dogs. A federal Inspector General report found lax oversight of the industry, raising further concerns about how dogs are treated. This story was reported in collaboration with the Investigative Journalism Bureau, based in Toronto, and …

Syllabus For Com 3150 Dept. Of Communication Studies, Baruch College, Cuny, Rachel Kovacs

Open Educational Resources

This is a Fall 2025 Syllabus for COM 3150 (Business Communication), which is a 3-credit, 15-week required course for the Communication Studies major.

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 …

Halt Under Threat Why Legislators Must Demand Compliance Before Change A Playbook For Action, Vanda Seward

Capstones

This playbook examines the implementation of New York State’s Humane Alternatives to Long-Term Solitary Confinement (HALT) Act and presents evidence demonstrating that the law has not been fully or consistently enforced by the New York State Department of Corrections and Community Supervision (NYSDOCCS). Drawing on findings from the New York State Inspector General, the Correctional Association of New York, the Justice Center, court rulings, and community testimony, the analysis documents persistent violations, including excessive and illegal use of solitary confinement, inadequate documentation, failures to protect vulnerable populations, and insufficient accountability for staff misconduct. The playbook critically evaluates the recommendations of …

San Mateo County’S Digital Jail Mail Sparks Reckoning Over Private Data, Juan A. Lasso

Capstones

This capstone examines privacy and data risks embedded in digital communication systems used in U.S. correctional facilities. As private vendors introduce tablets, kiosks, and mail digitization services, these technologies enable widespread surveillance and data collection of incarcerated people and their loved ones. The project explores how these systems track and analyze digital footprints in ways that challenge established legal and ethical expectations around privacy. It documents the personal impact on loved ones of people currently or formerly incarcerated in San Mateo County. The reporting centers on the California county jail where a civil rights lawsuit is pending over the mail …

Challenges In Engineering Machine Learning (Software) Systems, Raffi T. Khatchadourian Ph.D.

Open Educational Resources

Lecture slides on the software engineering challenges unique to machine learning systems, for an undergraduate software engineering course. After contrasting traditional programming with machine learning, the deck examines why the usual tools for managing complexity—abstraction, reuse, and composition—are harder to apply to ML, given the lack of clear specifications and modularity. It covers concept drift, feedback loops (illustrated with crime-prediction and recommendation examples), and the accumulation of technical debt in ML systems, including the role and pitfalls of notebooks in moving from experimentation to production. Based on "Machine Learning in Production/AI Engineering" by Christian Kaestner and Eunsuk Kang (Carnegie Mellon …

Engr 204 – Electrical Circuits Project Assignment: Exploring A Key Concept From The Textbook, Liubov Kreminska

Open Educational Resources

This assignment requires students to select a major concept from the ENGR 204 Electrical Circuits textbook and explore it through historical research, conceptual explanation, problem-solving, and real-world application. The project is structured to promote understanding through multiple means of representation, engagement, and expression, following Universal Design for Learning (UDL) principles. Students will describe the history and importance of the chosen concept, explain its main ideas using written or visual aids, solve representative and advanced problems related to the topic, and demonstrate how the concept appears in real-world engineering contexts. The submission must include clearly labeled sections, supporting visuals or simulations, …

Engr 204: 8-Week Op-Amp Major Project Series, Liubov Kreminska

Open Educational Resources

This submission outlines a collection of electronic design projects that can be completed within an 8-week timeframe, progressing from beginner-friendly circuits to advanced real-world applications involving op-amp design. Each project includes a week-by-week plan, required equipment, and key technical challenges. Through these projects, students gradually develop competence in signal processing, circuit stability, noise reduction, calibration, filter design, audio electronics, and bio-signal amplification. The structured timeline ensures systematic learning while allowing hands-on experimentation, troubleshooting, and refinement. The projects serve both as academic exercises and as practical foundations for more advanced electronic system design.

Arabic Around Us: Exploring Everyday Life Group Project, Bret Windhauser

Open Educational Resources

Students will work in small groups to create a comprehensive and engaging project that explores a particular aspect of everyday life in an Arabic-speaking country. This could include food, traditions, daily routines, or an introduction to the language itself. By the end of the assignment, students will demonstrate their understanding of Arabic vocabulary, grammar, and culture through a creative project.

Ctrl + Alt + Inner Speech: A Verbal–Cognitive Scaffold (Vcs) Model Of Pathways To Computational Thinking, Daisuke Akiba

Publications and Research

This theoretical paper introduces the Verbal–Cognitive Scaffold (VCS) Model, a cognitively inclusive framework which proposes the cognitive architectures underlying computational thinking (CT). Moving beyond monolithic theories of cognition (e.g., executive-function and metacognitive control models), the VCS Model posits inner speech (InSp) as the predominant cognitive pathway supporting CT operations in neurotypical populations. Synthesizing interdisciplinary scholarship across cognitive science, computational theory, neurodiversity research, and others, this framework articulates distinct mechanisms through which InSp supports CT. The model specifies four primary pathways linking InSp to CT components: verbal working memory supporting decomposition, symbolic representation facilitating pattern recognition and abstraction, sequential processing enabling …

Understanding Mental Health Crisis Response Through The Lens Of First Responders, Ella Gibson

Student Theses

Responses to mental health crises are becoming an increasingly contentious topic as cases of extreme police violence or fatality during a crisis are publicized in the media. Although first responders’ experiences with mental health crisis response have been explored in prior literature, there remains a lack of research that gathers data from multiple first responder roles and compares their experiences across groups. There is also a significant gap in research examining the perspectives of co-response teams. This study sought to gather qualitative data on the experiences of police officers, EMTs/paramedics, and co-response team members, and to explore their perceptions of …

Eyewitness Consent To Be Video Recorded: Implications For Identification Accuracy And Confidence, Sarah Argüelles

Student Theses

Recently, a recommendation has emerged for law enforcement to record the full eyewitness identification procedure, recognizing the critical role eyewitness testimony plays in the justice system (Wells et al., 2020). However, in some states, such as New York, law enforcement is required to seek consent from witnesses before recording (Municipal Police Training Council & Division of Criminal Justice Services, 2017). Since this practice is relatively new, there has been limited research on how obtaining consent may affect eyewitness accuracy. It was hypothesized that obtaining consent to video record could be linked to a witness’s confidence in their identification, with higher …

Introduction To Machine Learning And Machine Learning Systems, Raffi T. Khatchadourian Ph.D.

Open Educational Resources

Lecture slides introducing machine learning and machine learning systems for an undergraduate software engineering course. Topics include what machine learning is and how it differs from traditional programming, foundation models, the major types of learning (supervised, unsupervised, reinforcement, and others), and applications across domains. Using a food-delivery time-prediction case study, the deck walks through a typical ML pipeline—data collection and cleaning, feature engineering, model training, and evaluation—and covers evaluation methods (precision and recall, confusion matrices, error measures) along with underfitting versus overfitting and the realities of learning and evaluation in production. Based on "Machine Learning in Production/AI Engineering" by Christian …

Saussure’S Universal Distinctive Feature Dimensions, Thomas M. Eccardt

Publications and Research

This paper revisits Saussure’s scalar analysis of phonemes, offering a modern reinterpretation that replaces binary features with phonological dimensions grounded in measurement theory. By redefining Saussure’s [openness] and [backness] as ordered scales and Chomsky and Halle’s “combination and concatenation” as partially ordered scales, the paper introduces a notion of “[phono]logical simultaneity.” This framework renders the variously-defined phoneme and segment redundant, and shifts the focus of distinctiveness to the linguistic sign, the morpheme. It demonstrates how phonological dimensions link continuous articulations and acoustic signals (e.g., F1 and F2) with discrete linguistic signs through calibrated distinctive features. The analysis identifies Saussure’s two …

Place, History, And Memory: New York City’S World’S Fairs In Flushing Meadows-Corona Park, Peter Conolly-Smith

Open Educational Resources

This proposal for an intermediate-level History seminar taps into students’ memory, sense of place, and history skills by focusing on a space many of them already know: Flushing Meadows-Corona Park. From its origins as wetlands converted in the early twentieth century to a dumping ground for ashes memorialized in F. Scott Fitzgerald’s The Great Gatsby and on to its later incarnation as the site of the 1939 and 1964 World’s Fairs, the park’s history and those of the two fairs—richly documented, all—provide ample material for a place-based seminar that utilizes multiple aspects of experiential learning.

While all the reading and …

The Social History Of Queens And Brooklyn Research Project, Kara M. Schlichting

Open Educational Resources

“The Social History of Queens and Brooklyn Research Project” is a research assignment that culminates in an original research paper. Students will research a topic of their interest related to 20th century social history in two of the city's outer boroughs, Queens and/or Brooklyn. The goal is to explore everyday histories of regular people, including how ordinary people experienced major events (political, social), the institutions that shape peoples’ lives, cultural practices, and family and community dynamics in New York City in the 20th and 21st centuries.