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Expanding The Corpus Of Vocalized Hebrew Text: Compiling An Unvocalized Text Corpus And Building An Online Interface For Vocalization Annotation, Rachel Shanblatt Bloch Jun 2024

Expanding The Corpus Of Vocalized Hebrew Text: Compiling An Unvocalized Text Corpus And Building An Online Interface For Vocalization Annotation, Rachel Shanblatt Bloch

Dissertations, Theses, and Capstone Projects

Written modern Hebrew presents a unique challenge for training computational models for language processing because modern Hebrew text often lacks vocalization. The lack of available vocalized Hebrew data can lead to ambiguity in training these models and generally hinders work on natural language processing problems. The goal of this project is to contribute to the collection of vocalized Hebrew text by collecting and preprocessing a large corpus of unvocalized Hebrew text and building an online annotation tool. The annotation tool allows people to upload unvocalized Hebrew text, to annotate by adding Hebrew vocalization, and to download comma-separated values files of …


Applying An Intersectional And Multi-Systemic Level Approach To Adei Institutional Assessments In Social Work Higher Education, Diana A. Melendez Jun 2024

Applying An Intersectional And Multi-Systemic Level Approach To Adei Institutional Assessments In Social Work Higher Education, Diana A. Melendez

Dissertations, Theses, and Capstone Projects

Institutional Anti-racism, Diversity, Equity and Inclusion (ADEI) tools and assessment models are needed to support schools of social work in demonstrating compliance with the Council on Social Work Education’s (CSWE) 2022 Educational Policy and Accreditation Standards (EPAS). This study develops a new tool and model for ADEI institutional assessment in social work higher education using a collaborative, intersectional and multi-systemic level approach. The primary aim of the project was to develop and test a new tool to gather and document experience(s) of coloniality within a social work higher education institution, from multiple stakeholders’ perspectives, as a usable model of ADEI …


Ekphrasis: An Exploration Of Poetry Inspired By Art, Caitlin Cacciatore Jun 2024

Ekphrasis: An Exploration Of Poetry Inspired By Art, Caitlin Cacciatore

Dissertations, Theses, and Capstone Projects

“Ekphrasis: An Exploration of Poetry Inspired by Art” is an Open Educational Resource (OER) that occupies the underdeveloped niche of freely available teaching and learning materials about the interdisciplinary poetic medium of ekphrasis. Ekphrastic poetry is a form dating back to Book XVIII of the Iliad, experiencing a revitalization in the latter half of the 18th century, when demand for written descriptions of paintings was in high demand, and again taking on a new, modern meaning in the early 19th century, with poems like John Keats’ 1819 “Ode on a Grecian Urn.” Ekphrasis is …


Unveiling Iolanta: Blindness In Nineteenth-Century Opera, Nafset Chenib Jun 2024

Unveiling Iolanta: Blindness In Nineteenth-Century Opera, Nafset Chenib

Dissertations, Theses, and Capstone Projects

This dissertation explores the main tropes of representing and narrating blindness in nineteenth-century opera and fictional literature with a particular emphasis on Tchaikovsky’s 1892 one-act opera Iolanta, with its blind protagonist. Examination of the production history of Iolanta reveals that misrepresentations and misconceptions ingrained within Tchaikovsky's libretto and music have governed directorial choices, consequently giving rise to a homogeneous, predominantly unfavorable portrayal of blindness on the stage. I suggest an approach to the opera that is more consonant with the lived experience of blindness.


Discourse Analysis Of Ethnonyms For Black Italians On Youtube, Kaithlyn Massiah Jun 2024

Discourse Analysis Of Ethnonyms For Black Italians On Youtube, Kaithlyn Massiah

Dissertations, Theses, and Capstone Projects

There have been various studies on the intersection of race and national identity for the African diaspora, but there has not been many on how language is used to evoke a stance on identity. This project focuses on the how ethnonyms, or names given to an ethnic group, are assigned to Black Italians in online discourse on YouTube. In this research, comments were analyzed from two YouTube videos that comprise of Black Italians who discuss their identity and the ethnonyms they prefer. ZERO is the first Netflix Italian series that centers the Black Italian experience. In the videos “Black [Italian] …


Pre-Stimulus Anticipation And Unconscious Fear Learning Disparities In Individuals With Varying Levels Of Anxiety, Anastasiya Rumyantseva Kharlamova Jun 2024

Pre-Stimulus Anticipation And Unconscious Fear Learning Disparities In Individuals With Varying Levels Of Anxiety, Anastasiya Rumyantseva Kharlamova

Dissertations, Theses, and Capstone Projects

The current study employed a Pavlovian conditioning paradigm to investigate the influence of pre-stimulus unconscious threat anticipation on subsequent fear responses in associative learning. Additionally, we explored the differences in pre-stimulus anticipation among individuals with varying levels of anxiety. Electrodermal response (EDA) was chosen as a primary measure due to its robustness in fear conditioning paradigms. Moreover, the State-Trait Anxiety Inventory (STAI) was utilized to assess anxiety levels in participants. Twenty-seven subjects were recruited to determine if pre-stimulus skin conductance responses (SCR) would exhibit stimulus-specific patterns influenced by implicit cues (L-shaped configurations) that indicated an upcoming face or a house …


Illustris-Tng Simulated Central Black Mass(Mbh) And Galaxy Properties Correlations With A Machine Learning Approach, Imani L. Dindy Jun 2024

Illustris-Tng Simulated Central Black Mass(Mbh) And Galaxy Properties Correlations With A Machine Learning Approach, Imani L. Dindy

Dissertations, Theses, and Capstone Projects

Observationaly it is well established that the masses of central black holes are tightly correlated with galaxy properties, most notably the bulge’s velocity dispersion. Cosmolog- ical hydrodynamical simulations can capture most of these correlations, but it is yet not understood why this occurs. To gain greater insight into central black hole growth we use machine learning algorithms to study the relationship between central black hole mass(MBH) and other galaxy properties at z=0 in the TNG simulations. We find that the central black hole mass can be accurately predicted with just a few galaxy properties only if the central black hole …


Assessing Job Vulnerability And Employment Growth In The Era Of Large Language Models (Llms), Prudence P. Brou Jun 2024

Assessing Job Vulnerability And Employment Growth In The Era Of Large Language Models (Llms), Prudence P. Brou

Dissertations, Theses, and Capstone Projects

This paper explores the impact of Large Language Models (LLMs) and artificial intelligence (AI) on white-collar occupations in the context of job vulnerability and employment growth. Utilizing the Kaggle dataset "Occupation Salary and Likelihood of Automation," the study employs a data-driven approach to analyze trends across states. Through interactive data visualization, the project aims to provide actionable insights for affected workers, businesses, and policymakers navigating the changing dynamics of the workforce amidst technological advancements.


Ghost Bikes Of Queens, Brianna Caszatt Jun 2024

Ghost Bikes Of Queens, Brianna Caszatt

Dissertations, Theses, and Capstone Projects

Traffic violence is an all-too-common experience in New York, but after a crash is cleaned up, what’s left? The violence is hidden, the infrastructure resumes its seemingly neutral existence, the streets continue to be dominated by cars, and the cycle repeats itself. Ghost bikes—bikes that have been painted white and placed near the site where a cyclist was killed—stand in opposition to this cycle. They serve as both a grassroots memorial and a call to action. Ghost Bikes of Queens (https://bri-caszatt.github.io/ghost_bikes_queens/) is a digital memory project that serves as a virtual memorial and furthers that call to action.

The project …


Wrapped Insights: A Data-Driven Approach To Personalizing User Experiences In A Digital Tipping Platform, Hamza Habeeb Jun 2024

Wrapped Insights: A Data-Driven Approach To Personalizing User Experiences In A Digital Tipping Platform, Hamza Habeeb

Dissertations, Theses, and Capstone Projects

In our digital world, data has grown from a specialized tool to a key part of our daily lives. It offers a unique way to tell stories about who we are and what we like, especially on digital platforms where we spend so much of our time. The introduction of 'Wrapped' features by companies like Spotify really showed the world how much fun and engaging personalized data can be. These yearly summaries became something users looked forward to, showing them their habits and preferences in a visually appealing way. This trend caught on quickly, spreading across various types of platforms, …


Resilience, Resistance, And Nation-Building Among Internally Displaced Persons: Kites As A Means Of Transcending Displacement, Michelle Black Jun 2024

Resilience, Resistance, And Nation-Building Among Internally Displaced Persons: Kites As A Means Of Transcending Displacement, Michelle Black

Dissertations, Theses, and Capstone Projects

Once a simple plaything, the kite has evolved into a symbol of hope and defiance. This study explores kite flying in Gaza, specifically among internally displaced people (IDPs), as an act of resilience and resistance. It investigates how kites, amidst conflict and displacement, rise as symbols of solidarity and identity, and contribute to nation-building efforts. The research process begins with an extensive investigation into IDPs, followed by an exploration of key concepts such as resilience, resistance, and nation-building. The study then delves into how these concepts manifest within the IDP population. Additionally, research was conducted on the history and uses …


Using Gaussian Processes To Measure M-Dwarf Rotation Periods From Ground-Based Light Curves, Ryan J. Lebron Jun 2024

Using Gaussian Processes To Measure M-Dwarf Rotation Periods From Ground-Based Light Curves, Ryan J. Lebron

Dissertations, Theses, and Capstone Projects

Stellar rotation is a readily observable characteristic that plays a crucial role in the generation and activity of magnetic fields through a process known as a magnetic dynamo. For low mass main sequence stars, they exhibit fully convective interiors, giving rise to a distinct dynamo mechanism compared to solar-type stars. Examining the rotational speeds of these stars can offer valuable insights into the workings of these mechanisms. To measure these rotation periods, we developed a pipeline to analyze 192 archival light curves of low mass stars observed by the Zwicky Transient Facility (ZTF) by utilizing a combination of Lomb-Scargle and …


Using A Novel Chain Of Chemical, Crystallographic, And Isotopic Analytical Techniques To Examine The Formation Histories Of Features In Chondritic Meteorites And Orbicular Granites, Samuel P. Alpert Jun 2024

Using A Novel Chain Of Chemical, Crystallographic, And Isotopic Analytical Techniques To Examine The Formation Histories Of Features In Chondritic Meteorites And Orbicular Granites, Samuel P. Alpert

Dissertations, Theses, and Capstone Projects

Understanding the chemistry, crystallography, and isotopic variability of minerals allows us to place significant constraints on the formation history of their host rocks. These constraints provide insight into everything from the distribution of water in the solar system to the onset of plate tectonics. Electron beam instruments and ion probes are important tools used by modern geologists to obtain crystallographic, chemical, and isotopic data. Here I present a new workflow, using these instruments, combining wavelength dispersive spectrometry (WDS), backscattered electron (BSE) imaging, machine learning algorithms, electron backscatter diffraction (EBSD), and secondary ion mass spectroscopy (SIMS), to place quantitative constraints on …


Counter-Archives In Digital Spaces, Patricia Belen Jun 2024

Counter-Archives In Digital Spaces, Patricia Belen

Dissertations, Theses, and Capstone Projects

As evidence of human activities and time periods, archives are invaluable resources for research and the historical record. Digital, public archives are powerful sites of memory and discourse. The New York Public Library (NYPL) Digital Collections platform has provided over 900,000 prints, photographs, maps, manuscripts, and more on their public website. Recent calls for museums and heritage institutions to confront their legacies of colonialism have led to scholarly and activist work in the area of counter-archives that address inequalities and empower excluded voices. Counter-Archives in Digital Spaces (https://counterarchives.com) is an interactive website that explores history and visual literacy …


Persistent ∆Fosb Expression Limits Recurrent Seizure Activity And Provides Neuroprotection In The Dentate Gyrus Of App Mice, Gabriel S Stephens, Jin Park, Andrew Eagle, Jason You, Manuel Silva-Pérez, Chia-Hsuan Fu, Sumin Choi, Corey P St Romain, Chiho Sugimoto, Shelly A Buffington, Yi Zheng, Mauro Costa-Mattioli, Yin Liu, A J Robison, Jeannie Chin Jun 2024

Persistent ∆Fosb Expression Limits Recurrent Seizure Activity And Provides Neuroprotection In The Dentate Gyrus Of App Mice, Gabriel S Stephens, Jin Park, Andrew Eagle, Jason You, Manuel Silva-Pérez, Chia-Hsuan Fu, Sumin Choi, Corey P St Romain, Chiho Sugimoto, Shelly A Buffington, Yi Zheng, Mauro Costa-Mattioli, Yin Liu, A J Robison, Jeannie Chin

Faculty, Staff and Student Publications

Recurrent seizures lead to accumulation of the activity-dependent transcription factor ∆FosB in hippocampal dentate granule cells in both mouse models of epilepsy and mouse models of Alzheimer's disease (AD), which is also associated with increased incidence of seizures. In patients with AD and related mouse models, the degree of ∆FosB accumulation corresponds with increasing severity of cognitive deficits. We previously found that ∆FosB impairs spatial memory in mice by epigenetically regulating expression of target genes such as calbindin that are involved in synaptic plasticity. However, the suppression of calbindin in conditions of neuronal hyperexcitability has been demonstrated to provide neuroprotection …


Vestibular Correlates Of Cochlear Implantation, Danielle Lewis Jun 2024

Vestibular Correlates Of Cochlear Implantation, Danielle Lewis

Dissertations, Theses, and Capstone Projects

Previous research has illustrated that vestibular dysfunction is the most prevalent complication of cochlear implant (CI) surgery. There is substantial evidence of both short- and long-term vestibular dysfunction following CI surgery. The objective of this survey was to determine CI recipients’ expectation and satisfaction with their audiologists’ counseling regarding the possible vestibular effects of cochlear implantation. Survey participants included unilateral and bilateral adult CI recipients recruited through the NYC chapter of the Hearing Loss Association of America (HLAA), audiology-related Facebook groups, and Linked-In. The first 25 participants were offered a $20 Amazon gift card upon completion of the survey. The …


The Effect Of Personal Listening Devices On Subjective Hearing Status, Esther Feldman Jun 2024

The Effect Of Personal Listening Devices On Subjective Hearing Status, Esther Feldman

Dissertations, Theses, and Capstone Projects

Long term or brief exposure to loud noise can trigger the onset of noise-induced hearing loss which can lead to a temporary (TTS) or permanent (PTS) shift in hearing threshold. Occupational noise, or recreational noise such as music can contribute to shifts in hearing levels. Listening to music in person at a concert or when listening on earphones/earbuds and streaming from a smartphone can produce sound pressure levels (SPL) high enough to lead to PTS, TTS, and associated symptoms. A survey of adults was conducted to gain insight into onset of self-perceived temporary hearing loss and tinnitus after short term …


Audiological Evaluation Of Persons With Dementia: A Systematic Review, Yehudis Hoch Jun 2024

Audiological Evaluation Of Persons With Dementia: A Systematic Review, Yehudis Hoch

Dissertations, Theses, and Capstone Projects

Background: Dementia and hearing loss are both prevalent, age-related conditions and recent research has established a correlation between the two. Audiological evaluations of persons with dementia are important due to a likely comorbidity of dementia and hearing loss, the detrimental effect that hearing loss has on cognition and cognitive tests, and because the similar presentation of the two conditions can cause hearing loss to be overlooked. Hearing loss intervention is critical for this population due to the positive effects that amplification has on cognition, social engagement, and listening effort. Despite the importance of hearing assessment and intervention, audiological evaluation of …


The Impact Of Sport-Related Concussions On The Vestibular System Utilizing The Vestibular Ocular Motor Screening (Voms) Tool: A Systematic Review For Audiologists, Tina M. Ceriello Jun 2024

The Impact Of Sport-Related Concussions On The Vestibular System Utilizing The Vestibular Ocular Motor Screening (Voms) Tool: A Systematic Review For Audiologists, Tina M. Ceriello

Dissertations, Theses, and Capstone Projects

Objective: This systematic review aims to analyze vestibular side effects of sport-related concussions (SRCs) based on differences such as age, gender, and/or sport when using the VOMS tool, and how audiologists may adapt practice for such individuals who have sustained SRCs.

Methods: A comprehensive search identified relevant articles using Google Scholar, ASHAWire, and other databases through the City University of New York (CUNY) Mina Rees Library website. Studies were included if SRCs were evaluated using the complete seven-item VOMS tool and had 25 or more participants. Studies were excluded if concussions were not sport-related, brain injuries were more severe than …


Online Communities And Offline Criminal Justice: The Digital Fallout Of Major Criminal Incidents, Jacqueline M. Scott Jun 2024

Online Communities And Offline Criminal Justice: The Digital Fallout Of Major Criminal Incidents, Jacqueline M. Scott

Dissertations, Theses, and Capstone Projects

User-generated online data has, in recent years, become an important basis for sociological research, and the ubiquity of social media presages the importance of an increased understanding of its inner workings in the spheres of criminology and sociology. This dissertation examines the dynamics of user-generated information on social media and social news in the wake of 53 criminal incidents which generated higher-than-average interest online. Using multiple platforms and analytical techniques, I investigate the dynamics of within- and between-platform information uptake, examine potential avenues and drawbacks of the actionable information available online during a crisis, and describe patterns and focal topics …


Queer Impersonality: Compulsory Visibility And The Politics Of Form In Modernist Women's Life Writing, Margot Kotler Jun 2024

Queer Impersonality: Compulsory Visibility And The Politics Of Form In Modernist Women's Life Writing, Margot Kotler

Dissertations, Theses, and Capstone Projects

Modernist impersonality is an aesthetic practice typically associated with Anglo-European formalism and the doctrine of artistic autonomy. Although central to the modernist canon, impersonality has not been taken up by queer and feminist studies because critics have considered its implied evacuation of emotion and personal identity to be apolitical, and even dangerous. At its worst, impersonality reproduces an unmarked, white, and masculine subjectivity, yet it also questions the parameters of selfhood, posing a radical challenge to liberal-humanist conceptions of identity. Queer Impersonality moves beyond this critical impasse by tracing impersonality’s queer and feminist histories among modernist women writers whose engagement …


The For-Profit Immigration Surveillance State: How Surveillance Capitalism Took Over Ice, Maurizio Guerrero Jun 2024

The For-Profit Immigration Surveillance State: How Surveillance Capitalism Took Over Ice, Maurizio Guerrero

Dissertations, Theses, and Capstone Projects

This study investigates the emergence of the for-profit immigration surveillance state within Immigration and Customs Enforcement (ICE) operations in the U.S. By analyzing the roles of key tech corporations like LexisNexis Risk Solutions and B.I. Inc., a subsidiary of GEO Group, the largest private prison company in the U.S., this research exposes the intricate mechanisms through which personal data is extracted, repackaged, and sold, perpetuating a cycle of surveillance and control. Using the framework of surveillance capitalism, it examines how surveillance corporations have significantly influenced immigration enforcement, transforming ICE into a vehicle for profit-driven surveillance. The for-profit immigration surveillance state …


Not Sanitized For Your Protection: Aids And The Politics Of Trash, Emma Banks Jun 2024

Not Sanitized For Your Protection: Aids And The Politics Of Trash, Emma Banks

Dissertations, Theses, and Capstone Projects

Metaphors of waste are particularly potent when enlisted to describe and justify the segregation and subjugation of marginalized communities. For, as discard studies scholars have shown, waste is not merely about trash; it is about power (Liboiron and Lepawsky). Maintaining power necessitates hierarchical categorization, whereby the needs and desires of some people are prioritized over those of others, to frequently catastrophic effect.

At the turn of the 21st century, AIDS patients and allies needed no such explanation of what it meant to be relegated to the fringes and designated as waste. Thrown to the proverbial curb of society, PWAs (people …


Context In Computer Vision: A Taxonomy, Multi-Stage Integration, And A General Framework, Xuan Wang Jun 2024

Context In Computer Vision: A Taxonomy, Multi-Stage Integration, And A General Framework, Xuan Wang

Dissertations, Theses, and Capstone Projects

Contextual information has been widely used in many computer vision tasks, such as object detection, video action detection, image classification, etc. Recognizing a single object or action out of context could be sometimes very challenging, and context information may help improve the understanding of a scene or an event greatly. However, existing approaches design specific contextual information mechanisms for different detection tasks.

In this research, we first present a comprehensive survey of context understanding in computer vision, with a taxonomy to describe context in different types and levels. Then we proposed MultiCLU, a new multi-stage context learning and utilization framework, …


Housing Displacement In Corlears Hook: From Naghtongh To One Manhattan Square, Don Macleod Jun 2024

Housing Displacement In Corlears Hook: From Naghtongh To One Manhattan Square, Don Macleod

Dissertations, Theses, and Capstone Projects

The displacement of residents from their homes in New York City began with the European settlement of New Amsterdam and continues to this day. This paper focuses on displacement in Corlears Hook, part of Manhattan’s Lower East Side from the violent extirpation of a Lenape settlement in 1643 New Amsterdam to the gentrification of a traditional working-class neighborhood along the East River propelled by the influx of luxury housing development. Throughout Corlears Hook’s long history, displacement has been caused by violence, well-meaning efforts to improve slum conditions, ham-fisted “urban renewal” projects that favored the wealthy and civic improvements that used …


Beyond The Madwoman In The Attic: Representations Of Female Madness In Victorian Popular Literature, Beth Sherman Jun 2024

Beyond The Madwoman In The Attic: Representations Of Female Madness In Victorian Popular Literature, Beth Sherman

Dissertations, Theses, and Capstone Projects

This dissertation pushes back against the feminist notion of madness as a social construct applied to women by a patriarchal order as a means of social control. I argue that representations of female insanity in Victorian novels are instead tied to prevailing 19th Century medical theories, revolving around phrenology, physiology, and especially the notion of partial or moral madness. Starting with Charlotte Bronte’s infamous Bertha Mason, I study how the notion of madness has changed and evolved in Wilkie Collins’s The Woman in White and Mary Elizabeth Braddon’s Lady Audley’s Secret. I discuss how non-canonical texts by Collins, …


Listening For Lemurs: Translating Black-And-White Ruffed Lemur (Varecia Variegata) Vocalizations Into Conservation Insights Through Acoustic Monitoring, Carly H. Batist Jun 2024

Listening For Lemurs: Translating Black-And-White Ruffed Lemur (Varecia Variegata) Vocalizations Into Conservation Insights Through Acoustic Monitoring, Carly H. Batist

Dissertations, Theses, and Capstone Projects

The field of bioacoustic monitoring has undergone a significant evolution in recent years, driven by technological innovations that have revolutionized how researchers study animal vocalizations. Traditionally, bioacoustics was rooted in active acoustic monitoring (AAM), involving human observers using recorders in the field to study animal sounds and understand species' vocal communication. However, the emergence of passive acoustic monitoring (PAM) has introduced a new complementary approach, utilizing specialized recorders placed in ecosystems to autonomously capture sounds at wide spatial and temporal scales. My dissertation adopts a translational approach to bioacoustic monitoring, integrating both AAM and PAM techniques to study and survey …


Development Of Platinum(Iv)-Gold(I)-Based Anticancer Agents, Javier E. Lopez-Hernandez Jun 2024

Development Of Platinum(Iv)-Gold(I)-Based Anticancer Agents, Javier E. Lopez-Hernandez

Dissertations, Theses, and Capstone Projects

Heterometallic compounds have emerged as prospective multitarget anticancer drugs. These species may display improved efficacy and physicochemical properties compared to the individual metallic fragments, while helping combat drug resistance by exerting effects on multiple pathways. In this thesis we describe the synthesis of new bi- and tri-metallic compounds based on platinum(IV) compounds containing FDA-approved platinum agents, and gold(I) derivatives with known anticancer properties. We demonstrate their toxicity and selectivity against a small panel of renal, bladder, ovarian, and breast cancer cell lines, as well as their synergistic effects. We have selected a trinuclear PtAu2compound containing the Pt(IV) core …


Quantics Tensor Trains: The Study Of A Continuous Lattice Model And Beyond, Aleix Bou Comas Jun 2024

Quantics Tensor Trains: The Study Of A Continuous Lattice Model And Beyond, Aleix Bou Comas

Dissertations, Theses, and Capstone Projects

This four-chapter dissertation studies the efficient discretization of continuous variable functions with tensor train representation. The first chapter describes all the methodology used to discretize functions and store them efficiently. In this section, the algorithm tensor renormalization group is explained for self-containment purposes. The second chapter centers around the XY model. Quantics tensor trains are used to describe the transfer matrix of the model and compute one and two-dimensional quantities. The one dimensional magnitudes are compared to analytical results with an agreement close to machine precision. As for two dimensions, the analytical results cannot be computed. However, the critical temperature …


Framing Teacher Migration: An Analysis Of Jamaican Media Coverage From 2016–2023, Denise Wiley Jun 2024

Framing Teacher Migration: An Analysis Of Jamaican Media Coverage From 2016–2023, Denise Wiley

Dissertations, Theses, and Capstone Projects

The emigration of teachers from Jamaica has attracted significant media coverage highlighting an increase in resignations and vacancies in many classrooms. This paper analyzes media framing on the topic, and how such framing might preclude the exploration of policy alternatives to address the issue. Methods A qualitative content analysis was conducted on articles published between August 1, 2016, and September 30, 2023. Relevant articles were retrieved from the Gleaner digital archive. Using a survey instrument of 13 questions, a total of 78 articles were analyzed for coding. Results Four frames emerged from the analysis: crisis – urgent attention is required …