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Content Literacy In The Digital Age: Integrating The Development Of Digital Language Skills Into Civic Education, Cedric Lawida, Ina-Maria Maahs Jul 2026

Content Literacy In The Digital Age: Integrating The Development Of Digital Language Skills Into Civic Education, Cedric Lawida, Ina-Maria Maahs

Journal of Media Literacy Education

The digital transformation creates new demands on reading and writing. This entails the expansion of the goals of content literacy to explicitly include the development of digital reading and writing skills. The study explores how a social media project at a school in Germany supports students in developing digital language competencies. In the civics education project politik.informiert (informed politics), students create and share political content via an Instagram channel. The qualitative case study, based on observations and interviews, finds that the project offers rich opportunities for digital reading and writing, especially in researching information, evaluating sources, and producing audience oriented …

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Automated Media: Challenges And Opportunities For Media Literacy Education, Arnaud Claes, Jerry Jacques, Antonin Descampe, Victor Wiard Jul 2026

Automated Media: Challenges And Opportunities For Media Literacy Education, Arnaud Claes, Jerry Jacques, Antonin Descampe, Victor Wiard

Journal of Media Literacy Education

This paper offers a theoretical reflection on the evolving landscape of automated media, focusing on how automation and so-called Artificial Intelligence (AI) are reshaping traditional media-related practices and the competences required for media literacy. It examines how automated media technologies, such as recommendation algorithms and generative AI, might reshape the critical skills necessary to navigate a complex digital ecosystem. By framing AI-driven media practices through a social-action perspective and treating media as human activities, we argue that media literacy models should encompass competences related to the operation of computational automata, particularly through the management of inbound and outbound information flows. …

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An Introduction To The China Land Sales Data Set: The Universe Of Land-Use-Right Transfers In China 2000-2022, Yilin Hou, Lin Li, Qiang Ren Jul 2026

An Introduction To The China Land Sales Data Set: The Universe Of Land-Use-Right Transfers In China 2000-2022, Yilin Hou, Lin Li, Qiang Ren

Center for Policy Research

The China Land Sales Data Set (2000-2022) includes the universe of land-use-right sales in China in the first 23 years of the 21st century, a period of the fastest mass urbanization and intense infrastructure construction in China’s history, that accompanied the rapid growth of China’s economy and household income. For this reason, this data set carries substance in many ways for anyone who needs to understand the occurrences in China of that period. The phrase “land sale” refers to the transfer of land-use right from the state as the sole owner of urban land to any individual, firm or entity …

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Strategic Organizational Growth In Nonprofit Organizations: A Swot-Based Change Management Analysis, Sharika Williams Jul 2026

Strategic Organizational Growth In Nonprofit Organizations: A Swot-Based Change Management Analysis, Sharika Williams

Walden Dissertations and Doctoral Studies

Nonprofit organizations often face operational and sustainability challenges. This study examined a nonprofit serving individuals with intellectual and developmental disabilities that was experiencing increased service demands, communication challenges, and workforce shortages. The purpose of this generic qualitative study was to develop a sustainable strategic change management approach to strengthen workforce development, financial stability, stakeholder collaboration, and strategic planning. Guided by the research question, "How can the client nonprofit organization implement a sustainable change-management approach that addresses internal communication challenges and resource constraints while maintaining mission alignment?" the study used a SWOT analysis and Kotter’s eight-step change model. Data were collected …

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``Is That What It Means?'' Performative Storytelling In Early Childhood Education: Meaning-Making Through Interaction, Fathia Anggriani Pradina, Untung Yuwono, Bernadette Kushartanti Jul 2026

``Is That What It Means?'' Performative Storytelling In Early Childhood Education: Meaning-Making Through Interaction, Fathia Anggriani Pradina, Untung Yuwono, Bernadette Kushartanti

Bahasa dan Seni: Jurnal Bahasa, Sastra, Seni, dan Pengajarannya

Early childhood education is inextricably linked to the role of adults in every aspect of its process. In addition to formal classroom learning, storytelling with a storyteller is another activity that involves adults. The dialogic interaction between storyteller and children fosters the creation of meaning. This study examines how storytelling, as an interactional practice, can dynamically construct meaning together between storyteller and children. Sixty-one kindergarten children participated in this study during a one and half hour storytelling activity. The qualitative and interactional approach used in this study focused on moment-to-moment exchanges during the naturally occurring storytelling event. The findings indicate …

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Ƒ(Enlightenment): A Complex Adaptive Systems Model Of Recursive Causality And Human Meaning-Making, Daniel Lambert Jul 2026

Ƒ(Enlightenment): A Complex Adaptive Systems Model Of Recursive Causality And Human Meaning-Making, Daniel Lambert

Dissertations and Theses

Conflict Resolution has developed as a richly interdisciplinary field; however, its theoretical architecture remains fragmented across distinct bodies of scholarship. Existing approaches offer valuable but often isolated explanations of conflict behavior, limiting their ability to account for its complexity. This thesis addresses this limitation by advancing systems science as an organizing framework for integrating these perspectives. It introduces the Human-Complex Adaptive Systems (H-CAS) framework, which conceptualizes human behavior as a recursive adaptive process operating across interconnected regulatory domains. Within this model, conflict is not treated as a discrete event or purely deliberative process, but as an emergent property arising from …

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Framing Ecclesiastical Issues As Identity Questions: A Comparative Analysis Of Digital Media In North Macedonia And Montenegro, Martin Protogjer Jul 2026

Framing Ecclesiastical Issues As Identity Questions: A Comparative Analysis Of Digital Media In North Macedonia And Montenegro, Martin Protogjer

Occasional Papers on Religion in Eastern Europe

This article examines how digital media frame ecclesiastical issues as identity questions in North Macedonia and Montenegro. The analysis compares two distinct but structurally related cases: the media reception of the recognition and normalization of the status of the Macedonian Orthodox Church – Ohrid Archbishopric in North Macedonia in 2022, and the media reception of the Law on Freedom of Religion and the church processions associated with the Serbian Orthodox Church in Montenegro in 2020. The study employs qualitative content analysis with a framing approach, based on two purposively selected digital media corpora consisting of 20 media texts from North …

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Myth, Spirituality, And Thought Patterns In Two African And Brazilian Ritual Dramas, Dele Layiwola Jul 2026

Myth, Spirituality, And Thought Patterns In Two African And Brazilian Ritual Dramas, Dele Layiwola

Global Africa: Journal of African and African Diaspora Studies

This essay conceptualizes and historicizes the phenomena of religion, custom, and belief systems by utilizing two celebrated dramatic texts and performances as practical illustrations of the complex roles they play in the social, political, and cultural lives of human beings, irrespective of their geographical locations. The arguments demonstrate that religion or spirituality is a given phenomenon in the personal and public lives of the denizens of various societies. It possesses its own logic and rules, which may not be mutually compatible, nevertheless constitute a constant universal principle. The paper employs dramatized examples to show that in classical or modern times, …

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Situating Everybody Hates Chris (Ehc): The Appeal Of The Show, Elizabeth Johnson, Donald Culverson Jul 2026

Situating Everybody Hates Chris (Ehc): The Appeal Of The Show, Elizabeth Johnson, Donald Culverson

Global Africa: Journal of African and African Diaspora Studies

"Everybody Hates Chris" (EHC) achieved critical success by employing comedy to address significant social issues, distinguishing itself in early-2000s television. Unlike earlier and contemporary series such as "Moesha," "The Hughleys," and "The Cosby Show," EHC offered a nuanced portrayal of Black family life, engaging an audience often overlooked or misrepresented by mainstream media. This article examines shifts in the television industry from the late 1990s to the early 2000s that facilitated EHC's innovative approach. The series departed from traditional family sitcoms, functioning not merely as entertainment but as a social commentary on the complexities of the family as a societal …

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Christian Missions’ Medical Work In The Colonial Ilorin Province, 1900 To 1960, Rasheed Onagun Jul 2026

Christian Missions’ Medical Work In The Colonial Ilorin Province, 1900 To 1960, Rasheed Onagun

Global Africa: Journal of African and African Diaspora Studies

A scarcity of labor and the pursuit of optimal profit maximization led to the colonial government's collaboration with Christian missions to disseminate and expand Western healthcare to the populace. In Ilorin Province and Nigeria as a whole, missions undertook the majority of colonial medical work and public health initiatives. For the first time in the history of Ilorin Province, missionary endeavors introduced Western medicine as an alternative healthcare source to many, necessitating a historical examination. This paper explores existing literature, oral testimonies, and extensive archival documents to analyze the impacts of missionary medical work on the well-being of the people …

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Upright: Zheng 正 And The Semantics Of Political Legitimacy, Kaz Wegmuller Jul 2026

Upright: Zheng 正 And The Semantics Of Political Legitimacy, Kaz Wegmuller

Open Educational Resources

This article examines the semantic structure of the left-right political binary in contemporary Anglophone discourse. It argues that the fusion of “right” as directional orientation with “right” as moral correctness produces a form of semantic over-determination that complicates the articulation of democratic legitimacy in periods of political crisis. The claim is not that directional metaphors determine political outcomes, but that they furnish a discursive resource that can be mobilized in struggles over authority, order, and rectitude. To illuminate the contingency of this fusion, the article turns to the East Asian concept of zheng 正 (uprightness), whose semantic independence from handedness …

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Ai Vs. Licensed Psychologists: A Comparative Analysis Of Treatment Plan Quality For Treating Psychological Distress, Michael Edward Maloney Jul 2026

Ai Vs. Licensed Psychologists: A Comparative Analysis Of Treatment Plan Quality For Treating Psychological Distress, Michael Edward Maloney

Walden Dissertations and Doctoral Studies

The study was conducted to investigate whether statistically significant differences exist in the quality of treatment plans developed by artificial intelligence (AI) platforms versus treatment plans generated by licensed psychologists, with a focus on intervention specificity and clinical appropriateness. Given the rapid proliferation of digital mental health technologies and the persistent shortage of licensed mental health professionals, empirical evaluation of AI-driven clinical tools has become a critical area of inquiry. Grounded in dual process theory (DPT), which conceptualizes decision making as the product of both intuitive and analytical cognitive systems, the study employed a quantitative, between-groups design. Sixty-six licensed psychologists …

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Stakeholder Perceptions Of Artificial Intelligence In The Indonesian Film Industry, Louisa Christine Hartanto, Patrisia Amanda Pascarina, Cosmas Gatot Haryono Jul 2026

Stakeholder Perceptions Of Artificial Intelligence In The Indonesian Film Industry, Louisa Christine Hartanto, Patrisia Amanda Pascarina, Cosmas Gatot Haryono

JURNAL KOMUNIKASI INDONESIA

This study explores how stakeholders in the Indonesian film industry perceive the emergence and use of artificial intelligence (AI). Framed by Roger's Diffusion of Innovation theory, this study explores how artificial intelligence (AI) is positioned as an emergent technological innovation, spreading via communication channels across the film industry's social ecosystem. This approach illuminates how distinct categories of adopters collectively construct the meaning of AI and shape their varied responses to its encroachment on creative labour. Employing a qualitative descriptive approach, the study draws on data from two Focus Group Discussions involving directors, actors, government experts, academics, emerging filmmakers, students, and …

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Principles Of Sociopolitical Competency In Psychological Practice, Research, And Teaching, Richard E. Redding, Nina C. Silander Jul 2026

Principles Of Sociopolitical Competency In Psychological Practice, Research, And Teaching, Richard E. Redding, Nina C. Silander

Psychology Faculty Articles and Research

Research shows that sociopolitical attitudes and values (SPAVs) often play an important role in people’s personal and social identity, life choices, psychological and behavioral functioning, and interpersonal relationships (including those between psychologists and their clients). Thus, SPAVs are frequently relevant to the work that psychologists do, whether as clinicians, researchers, or educators. After reviewing the research on the impact of SPAVs on people’s lives and relationships, we provide a set of evidence-based principles for effectively addressing SPAVs in clinical practice, psychological research, education and professional training, and professional ethics.

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A Virtual Coach Model For Christian Leaders: Addressing Burnout And Other Mental Health Challenges, Hillary Arlene Hinds Jul 2026

A Virtual Coach Model For Christian Leaders: Addressing Burnout And Other Mental Health Challenges, Hillary Arlene Hinds

Doctoral Dissertations and Projects

The demands placed on pastoral leaders have increased immensely, and according to Eser (2025), this has caused emotional exhaustion, declining mental health, and feelings of isolation that threaten their well-being and ministry. Data on pastoral leadership burnout and the extent to which a coaching approach is used to assist them in addressing mental health challenges in Canada are limited. This research reported on the use of Whitmore’s (1980) GROW model contextualized within a biblical worldview to mitigate burnout with a group of pastoral leaders (N = 5) in Saskatchewan, Canada. Findings from this research, though from a small population, were …

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Well-Being And The New Economics Of Labor Migration Theory: A Study Of Elderly Left-Behind Parents In Guatemala, Dawn Marie Lawson Jul 2026

Well-Being And The New Economics Of Labor Migration Theory: A Study Of Elderly Left-Behind Parents In Guatemala, Dawn Marie Lawson

Doctoral Dissertations and Projects

This quantitative study tested whether multidimensional self-assessed well-being constitutes a suitable dimension for extending the New Economics of Labor Migration (NELM) framework. Specifically, the study examined the association between perceived migration-related material outcomes, namely consumption of market goods, savings, property holding, and business ownership or expansion, and self-assessed well-being among left-behind elderly parents in Guatemala. Well-being was operationalized using the Well-Being of Older People instrument (WOOP), a measure that the study established as culturally relevant to the sample. Given the ordinal levels of measurement used to capture the variables, the study used nonparametric statistical methods, viz., Kendall’s tau-b, Spearman’s rho, …

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Iran’S Development Of Criminal Foreign Policy Capabilities In The United States From 2013–2020, Scott James Harr Jul 2026

Iran’S Development Of Criminal Foreign Policy Capabilities In The United States From 2013–2020, Scott James Harr

Doctoral Dissertations and Projects

Iran’s development of criminal foreign policy capabilities in the United States represents an emerging phenomenon that is transforming the U.S.-Iran foreign policy relationship from a national security issue, primarily executed abroad, into a homeland security threat located within the United States. As an emerging dimension of the U.S.-Iran foreign policy relationship, this behavior by Iran must be thoroughly understood to aid U.S. policymakers in developing relevant policies to address the issue. However, Iran’s motivations for its international behavior are hotly debated among scholars of international relations (IR) theory. Some see Iran’s behavior as ideologically based, while others claim Iran’s behavior …

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How Christian Beliefs Shape Long-Term Recovery In A 12-Step Program, Decarol L. Gulliford Jul 2026

How Christian Beliefs Shape Long-Term Recovery In A 12-Step Program, Decarol L. Gulliford

Doctoral Dissertations and Projects

The purpose of this phenomenological study was to describe how individual Christian beliefs play a role in long-term recovery in a 12-step program. The findings from this study, focusing on this purpose, addressed the problem recognized as having a lack of research related to the Christian spiritual beliefs associated with the 12-step program and its successes or failures. Logotherapy provided the lens for the theoretical framework with data collected from a sample of seven individuals who had been sober for at least 10 years. Data was collected through semi-structured interviews and analyzed for themes using Braun and Clarke’s six phases …

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Forgiveness And Marital Restoration After Infidelity Among Mid-Atlantic Christian Couples: A Hermaneutic Interpretation, Denise Crable Crarey Jul 2026

Forgiveness And Marital Restoration After Infidelity Among Mid-Atlantic Christian Couples: A Hermaneutic Interpretation, Denise Crable Crarey

Doctoral Dissertations and Projects

Infidelity can inflict substantial damage to a marital relationship, specifically emotional trauma, broken trust, instability, and possibly divorce. However, some choose to extend forgiveness and work towards restoration of the marital relationship. The problem addressed by this study is the absence of known factors contributing to marital restoration from the perspective of wounded partners among Christians in the Mid-Atlantic United States. The purpose of this study is to understand which factors promote marital restoration from the perspective of the injured spouse in the Christian community from the Mid-Atlantic United States. The theoretical perspectives for this study are the Enright Process …

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Collisions Of Law: Judge William Howard Taft At The Intersection Of Labor, Capital, And Government, 1887-1900, Michael Richard Crill Jul 2026

Collisions Of Law: Judge William Howard Taft At The Intersection Of Labor, Capital, And Government, 1887-1900, Michael Richard Crill

Doctoral Dissertations and Projects

William Howard Taft’s early judicial career has been dismissed by historians and biographers for nearly a century as merely an unimportant preliminary phase before his later political and Supreme Court career. This dissertation challenges that interpretation through a detailed examination of forty-six labor and antitrust-related opinions written by Taft while serving on the Superior Court of Cincinnati and the United States Court of Appeals for the Sixth Circuit. During his eleven years on these courts, Taft wrote a disproportionate share of labor and antitrust-related opinions and engaged deeply with legal problems arising from the socioeconomic upheavals of the Second Industrial …

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The Protective Factors Of Alcohol Use And Problem Drinking By Emerging Adults During The 2020s And The Era Of Covid-19, Aubrey A. Coplon Jul 2026

The Protective Factors Of Alcohol Use And Problem Drinking By Emerging Adults During The 2020s And The Era Of Covid-19, Aubrey A. Coplon

Doctoral Dissertations and Projects

This research investigated the protective factors that shape alcohol use and problem drinking among emerging adults during the 2020s, with a spotlight on the COVID-19 pandemic. As this age group grapples with the complexities of self-discovery and independence, the pandemic introduced a new set of challenges and shifts. Through qualitative interviews, this study worked to uncover the resilience strategies and support systems that have emerged as crucial in mitigating alcohol misuse. It examined the role of social connections, mental health resources, coping mechanisms, and evolving social norms in buffering against problem drinking. While the pandemic intensified some risks, it also …

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Legislative Signals And Human Rights Advocacy: A Longitudinal Analysis Of U.S. Congressional Resolutions And Ngo Reporting In The Post-Cold War Era, 1989-2004, William J. Manosh Jul 2026

Legislative Signals And Human Rights Advocacy: A Longitudinal Analysis Of U.S. Congressional Resolutions And Ngo Reporting In The Post-Cold War Era, 1989-2004, William J. Manosh

Electronic Theses and Dissertations 2020 - Present

This thesis examines the unique relationship between nongovernmental human rights reporting, and U.S. congressional attention during the post-Cold War period, 1989-2004. Using a longitudinal content analysis research method, it compares human rights-related resolutions from the 101st through 108th Congresses with materials from Amnesty International, Human Rights Watch, and Human Rights First. Rather than claiming causation, the study evaluates whether congressional country or issues mentioned overlapped with NGO reporting during those same sessions. The findings show recurring overlap between congressional attention and NGO-identified countries, abuses, and normative claims. This convergence suggests that NGOs operated within a democratic information environment yet simultaneous …

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Stuck In A Paradox: Loving An Unseen God While Hating The Neighbor That Is Visible: A Quantitative Correlational Study, Felisha A. Jones Jul 2026

Stuck In A Paradox: Loving An Unseen God While Hating The Neighbor That Is Visible: A Quantitative Correlational Study, Felisha A. Jones

Doctoral Dissertations and Projects

Racism within the Christian church is a persistent concern that may influence interpersonal relationships and spiritual development. Although research has examined this broadly, there has been limited research on the relationship between perceived racism and spiritual maturity in a Christian church setting. The purpose of this quantitative correlational study was to examine the relationship between racism and spiritual growth amongst Christians, assess the perceived prevalence of racism in the church, and explore perceptions of responsibility for addressing racism in the church. It was hypothesized that a negative relationship would be found between racism and spiritual maturity. Data was collected from …

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The Effect Of The Dobbs Decision On State Abortion Policy Regarding Telemedicine, Margo Deihl Nicholas Jul 2026

The Effect Of The Dobbs Decision On State Abortion Policy Regarding Telemedicine, Margo Deihl Nicholas

Doctoral Dissertations and Projects

Telemedicine is a growing area of health care that has become one of the primary policy tools to enhance abortion access following the 2022 Dobbs decision, which gave states full autonomy over abortion policy as a result of overturning the landmark case Roe v. Wade (1973). The purpose of this dissertation is to study the effect of the Dobbs decision on state abortion policy regarding telemedicine and understand how these policies are used to either restrict or protect abortion at the state level. This dissertation was guided by Buchanan’s Public Choice Theory. The following research question guided the study: What …

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Coordinating Meaning With Ai System Cards: A Thematic Analysis, Jennifer Rene French Cyrek Jul 2026

Coordinating Meaning With Ai System Cards: A Thematic Analysis, Jennifer Rene French Cyrek

Doctoral Dissertations and Projects

As the meaning of AI risk remains unsettled across sociotechnical and public discourse, AI system cards are an emergent, yet understudied, genre of technical documentation through which AI technology developers publicly frame new AI system capabilities including risks. This thematic content analysis study examines how AI technology developers coordinate meaning regarding risk and responsible development in stewardship of AI. Guided by a constitutive view of communication and systems theory, second-order cybernetics, and the cybernetic tradition, this study analyzes a purposive corpus of AI system cards collected from 2023-2025 using thematic content analysis and the hierarchy of meaning heuristic from coordinated …

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Secondary Traumatic Stress: Lived Experiences Of Urban Educators, Stephanie R. Booker Jul 2026

Secondary Traumatic Stress: Lived Experiences Of Urban Educators, Stephanie R. Booker

Doctoral Dissertations and Projects

The purpose of this phenomenological study was to understand and interpret the lived experiences of urban educators who experienced secondary traumatic stress resulting from exposure to the traumatic events of their students. Teachers in urban school settings serve students with high exposure to poverty, violence, and trauma, and these shared experiences often result in the urban educator experiencing secondary traumatic stress (STS). The theory guiding this study was Hans Selye's Stress Theory. Data were collected through interviews with ten secondary urban educators from five states and eight cities with varying years of experience, grade levels, and racial and ethnic backgrounds. …

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Beyond The Classroom: Five Considerations For Actualizing Social Justice In Practicum Education, Priscila Llamosa Jul 2026

Beyond The Classroom: Five Considerations For Actualizing Social Justice In Practicum Education, Priscila Llamosa

Journal of Justice-Informed Social Work Practice and Research

Social justice, a core tenet of social work, is variably integrated into education programs' explicit curricula, leaving students with a limited conceptual understanding. Practicum[1] education, crucial for theory-practice integration, offers opportunities for developing social work skills while upholding social justice principles. This paper addresses how practicum instructors can nurture students’ social justice-oriented practice by presenting a framework for practicum education and examining its five components. Drawing from theory, empirical literature, and practice experience, the author suggests ways for practicum instructors to engage each component. Incorporating these into practicum education can enable students to actualize ADEI values in practice and …

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Breaking Barriers: A Student Led Racial Equity Assignment, Emily Murphy, Carol Bennett- Speight, Cecily Mitchell-Harper Jul 2026

Breaking Barriers: A Student Led Racial Equity Assignment, Emily Murphy, Carol Bennett- Speight, Cecily Mitchell-Harper

Journal of Justice-Informed Social Work Practice and Research

This paper presents an innovative student led racial equity assignment in a small bachelor’s in social work program in the New York metropolitan area. This paper will define epistemological racism and utilize concepts from Narrative Theory and Critical Race Theory, to critically analyze what is taught about the pioneers of social work, identifying the stories and narratives that are told and the ones that are not told. This operationalization of the theories in practice with students will cultivate mindset shifts and strategies that enable participants to engage in social work practice that fully embodies the core values of the profession. …

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Adaptation Of Malay Culture In The Society 5.0 Era In Malaysia From Cultural Geography Perspective: A Systematic Literature Review, Yanur Merny, Syafri Anwar, Dedi Hermon, Febriandi Febriandi, Saiful Adli Jul 2026

Adaptation Of Malay Culture In The Society 5.0 Era In Malaysia From Cultural Geography Perspective: A Systematic Literature Review, Yanur Merny, Syafri Anwar, Dedi Hermon, Febriandi Febriandi, Saiful Adli

Jurnal Pendidikan Geografi: Kajian, Teori, dan Praktek dalam Bidang Pendidikan dan Ilmu Geografi

Society 5.0 and globalization have transformed social organization in physical and digital spaces, reshaping cultural practices and the construction of Malay identity in Malaysia. Although previous studies have examined Malay culture, modernization, and identity, a systematic synthesis of how Malay culture adapts to technological and social change from a cultural geography perspective remains limited. Therefore, this study aims to analyze the patterns of Malay cultural adaptation and identity reconstruction in the Society 5.0 era in Malaysia. This study employed a Systematic Literature Review (SLR) following the PRISMA 2020 guidelines to review 22 scientific articles published between 2020 and 2025 concerning …

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Using Opt-In Non-Probability Surveys To Estimate Covid-19 Infection And Vaccination Rates, Alexi Quintana-Mathe, Ata Uslu, Jason Radford, James Druckman, Kristin Lunz Trujillo, Alauna Safarpour, Katherine Ognyanova, Matthew Baum, Jonathan Schulman, Roy Perlis, Mauricio Santillana, David Lazer Jul 2026

Using Opt-In Non-Probability Surveys To Estimate Covid-19 Infection And Vaccination Rates, Alexi Quintana-Mathe, Ata Uslu, Jason Radford, James Druckman, Kristin Lunz Trujillo, Alauna Safarpour, Katherine Ognyanova, Matthew Baum, Jonathan Schulman, Roy Perlis, Mauricio Santillana, David Lazer

Political Science Faculty Publications

Public health crises demand timely surveillance of disease and interventions. This was a substantial challenge during COVID-19 in the United States due to the federalized response. States varied widely in infection and vaccination rates. Continuous state-level probability samples for tracking were unavailable and would have been logistically and financially onerous. Administrative data eventually became inaccurate. Thus, the authors evaluate the accuracy of large-scale opt-in non-probability state and national samples (from the Covid States Project) that estimated infection and vaccination rates on a near-continuous basis. The estimates aligned closely with a high-quality national probability sample and state-level administrative data (when such …

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