Open Access. Powered by Scholars. Published by Universities.®

Digital Commons Network

Open Access. Powered by Scholars. Published by Universities.®

Discipline
Institution
Keyword
Publication Year
Publication
Publication Type
File Type

Articles 92551 - 92580 of 5149879

Full-Text Articles in Entire DC Network

Who Gets To Stay? Selective Compliance, Local Power, And The Politics In San Juan Capistrano, Daniel Fernández Jan 2026

Who Gets To Stay? Selective Compliance, Local Power, And The Politics In San Juan Capistrano, Daniel Fernández

CMC Senior Theses

This thesis examines how California cities can satisfy state housing mandates while systematically under producing affordable housing. Using San Juan Capistrano as a case study, it documents a pattern of selective compliance. That is, a formal planning obligations are met while local governance tools, place-based identity, and discretionary processes that consistently filter housing outcome towards market-rate development and away from lower-income production. The findings suggest that closing California's affordability gap requires enforcement tools capable of reaching beyond formal planning compliance to address the governance mechanisms that shape what actually gets built.


Transformed, Not Resolved: Ethnic Federalism And The Politics Of Conflict In Ethiopia, Melayae L. Houser Jan 2026

Transformed, Not Resolved: Ethnic Federalism And The Politics Of Conflict In Ethiopia, Melayae L. Houser

CMC Senior Theses

This thesis investigates whether Ethiopia's system of ethnic federalism resolved the longstanding conflicts that have characterized the country's political history or instead transformed them into new manifestations. Introduced in 1991 after the collapse of the Derg regime, ethnic federalism reorganized Ethiopia into ethnically defined regional states and granted groups constitutional rights to self-governance and self-determination. The system aimed to address historical grievances stemming from decades of centralized, exclusionary governance.

Employing a four-part analytical framework, this thesis analyzes two case studies: the Tigray War of 2020–2022 and the Oromia-Somali border conflict, to argue that ethnic federalism did not resolve Ethiopia's underlying …


Identifying Active Management Outperformance In Emerging Markets: An Analysis Using Weighted Average Coverage, David Deng Jan 2026

Identifying Active Management Outperformance In Emerging Markets: An Analysis Using Weighted Average Coverage, David Deng

CMC Senior Theses

Whether active fund managers can generate consistent outperformance is one of the central questions in financial economics. While the evidence from US equity markets broadly favors passive strategies, the emerging markets are a different environment, with weaker disclosure standards and more opportunity for mispricing to persist. This paper examines whether the information environment of actively managed emerging market equity funds explains cross-sectional variations in alpha. using a sample of 474 funds drawn from Bloomberg's fund database and evaluated over a three-year alpha measurement period. This paper fills a gap in the active management literature by extending the stock-level analyst coverage …


Representations Of Finite Groups And Diagrammatic Algebras, Hudson Yeend Jan 2026

Representations Of Finite Groups And Diagrammatic Algebras, Hudson Yeend

CMC Senior Theses

Representation theory allows mathematicians to study abstract mathematical objects using the powerful and concrete tools of linear algebra. This thesis aims to present some foundational concepts in representation theory and apply these concepts to specific groups and algebras. We begin by examining representations of finite groups, culminating with a proof of Maschke's theorem. We then use the correspondence between a group and its group algebra to segue into a study of representations of diagrammatic algebras, where we introduce analogous notions of decomposition. We end with a study of quiver representations, noting that Gabriel's theorem and the kQ-modular structure transcend …


The Vestiges Of The German Democratic Republic: Memory Politics And Xenophobia In Former East Germany, Diana Zhou Jan 2026

The Vestiges Of The German Democratic Republic: Memory Politics And Xenophobia In Former East Germany, Diana Zhou

CMC Senior Theses

From the 2015 migration influx onward, xenophobic and nationalist sentiments permeated Germany’s national political discourse. The former socialist territories in eastern Germany have proven particularly susceptible to far-right, anti-immigration, and anti-integration rhetoric. This thesis explores the mnemonic foundations of xenophobic sentiments in former East German states, tracing the development of an antifascist yet ethnically nationalist mnemonic framework to the state-sanctioned myths and invented traditions of the German Democratic Republic (GDR). As the loss of a collective GDR identity produced a reactionary rehabilitation of this framework post-unification, the racial and ethnic “other” — migrants, asylum seekers, and refugees — became constructed …


Does Immigration Enforcement Induce Legalization? Replicating And Extending The H-2b Evidence To Agricultural Guest Workers, Katherine E. Schwab Jan 2026

Does Immigration Enforcement Induce Legalization? Replicating And Extending The H-2b Evidence To Agricultural Guest Workers, Katherine E. Schwab

CMC Senior Theses

This thesis examines whether intensified interior immigration enforcement leads employers to increase demand for legal temporary foreign workers through the H-2 guest-worker programs. Using updated administrative data from the Office of Foreign Labor Certification, I first replicate the core findings of Amuedo-Dorantes, Arenas-Arroyo, and Schmidpeter (2021), who find that county-level enforcement significantly raises employer demand for H-2B non-agricultural workers, then apply the same empirical framework to H-2A, the agricultural equivalent.

My replication results are directionally consistent with the original study – the enforcement coefficient on H-2B demand is positive across specifications – though weaker in significance, reflecting routine vintage differences …


The Jamaica That Dreams: A Normative Application Of Developmental Theory, Tamoy Pitt Jan 2026

The Jamaica That Dreams: A Normative Application Of Developmental Theory, Tamoy Pitt

CMC Senior Theses

This thesis examines Jamaica’s persistent underdevelopment through Martha Nussbaum's normative application of the capabilities approach as per her conception in Creating Capabilities. Through this approach, the paper will argue that Jamaica’s underdevelopment is a result of the failure of its domestic institutions to provide all citizens with the substantive freedoms and capabilities necessary to live lives of dignity. Originally detailed by Amartya Sen in his book Development as Freedom, the capabilities approach posits freedom as both the means and ends to development while rejecting contemporary approaches to development such as GDP, Utilitarianism, or Rawlsian resource-based approaches as insufficient frameworks for …


Understanding The Flow: Deconstructing The Link Between Immigrants And Fentanyl, Madeline F. Nesbitt Jan 2026

Understanding The Flow: Deconstructing The Link Between Immigrants And Fentanyl, Madeline F. Nesbitt

CMC Senior Theses

This thesis explains how a false link between undocumented immigration and fentanyl becomes widely accepted in the United States. Empirical data show that most fentanyl enters through legal ports of entry and that U.S. citizens account for the majority of those caught transporting it. Why, then, do 41% of Americans attribute overdose deaths to migrants trafficking fentanyl? This project examines how this myth is built, repeated, and sustained, and what policy consequences follow from it.

When complex social problems lack clear culprits, political actors often manufacture them through scapegoating. Current literature documents how political actors link immigrants to drug crimes, …


Rank Rebalancing In Commodity And Foreign Exchange Markets, Prateek D. Vyas Jan 2026

Rank Rebalancing In Commodity And Foreign Exchange Markets, Prateek D. Vyas

CMC Senior Theses

This thesis empirically tests the rank-rebalancing mechanism of Stochastic Portfolio Theory (SPT) across commodity futures, foreign exchange futures, and equity ETFs. The Reverse Price-Weighted strategy (RPW) assigns, to each asset, the market weight of the asset at the opposite price rank, and generates an annualized excess return of 2.90% over the price-weighted (MKT) commodity benchmark, during the period of November 1977 to October 2025 (HAC t = 2.058, p = 0.040). The differential Sharpe ratio (dSharpe) of 0.245 is confirmed by a stationary block bootstrap, with a 𝑝-value of 0.015, and factor regressions controlling for carry, momentum, and value yield …


Opening Weekend Box Office Surprises And Abnormal Stock Returns: Evidence From Major U.S. Film Studios, Peter M. Boehm Jan 2026

Opening Weekend Box Office Surprises And Abnormal Stock Returns: Evidence From Major U.S. Film Studios, Peter M. Boehm

CMC Senior Theses

Opening weekend box office results are among the most visible and immediately quantifiable signals of film performance. This thesis examines whether opening weekend box office surprises predict movie studios’ cumulative abnormal stock returns (CARs) and whether post-announcement drift exists following these events.

I construct a dataset of 52 wide-release films from 2025 released by four major publicly traded studios: Disney (DIS), Warner Bros. Discovery (WBD), Universal/Comcast (CMCSA), and Sony (SONY). Box office surprise is measured as the difference between actual and analyst-forecasted opening weekend revenue — where expectations are drawn from Boxoffice Pro, an industry forecasting service that publishes pre-release …


Microbial Community Structure In Global Soils, Matthew Jabro Jan 2026

Microbial Community Structure In Global Soils, Matthew Jabro

CMC Senior Theses

Soil harbors the most diverse microbial communities on Earth, yet whether predictable community types exist across biomes and whether taxonomic composition encodes habitat of origin remain open questions at global scale. This thesis addresses both questions by applying unsupervised clustering and supervised classification to transformed 16S ribosomal RNA (rRNA) amplicon profiles from two independent datasets: the global topsoil survey of Bahram et al. (193 samples) and the Earth Microbiome Project (EMP) soil subset of Thompson et al. (2,209 samples). Application of a sample clustering method based on a mixture of Gaussian Graphical Models (MixGGM) identified 19 clusters in the topsoil …


An Examination Of Remittance Inflow Variation In Net-Emigration Countries, Andrew Rizko Jan 2026

An Examination Of Remittance Inflow Variation In Net-Emigration Countries, Andrew Rizko

CMC Senior Theses

This paper examines the structural and institutional determinants of remittance inflows in a panel of 40 net-emigration countries from 2000 to 2024. By restricting the sample to countries with negative average net migration, the analysis holds migration pressure constant and isolates the role of domestic conditions in explaining cross-country variation in remittance dependence. Using fixed effects and correlated random effects (Mundlak) estimators, I find that labor force participation is the most robust within-country determinant: a one percentage point increase is associated with approximately a 2.3 percent decline in remittance inflows, consistent with remittances functioning as a structural need in contexts …


The Aporia Of Divinity: Hegel's Metaphysics In Conversation With Spinoza And Schelling, Abhinav Ganesh Jan 2026

The Aporia Of Divinity: Hegel's Metaphysics In Conversation With Spinoza And Schelling, Abhinav Ganesh

CMC Senior Theses

This thesis explores the intersections between the metaphysics of Spinoza, Hegel, and Schelling, as seen through their engagement with the concept of immediacy. I aim to show that this perspective offers a fruitful way of understanding the arguments of these three figures, while also complicating our understanding of the nature of immediacy and its importance to metaphysical systems.


Family, Stability, Mentors & Money: Student Definitions Of Success, Arturo Caldera Jan 2026

Family, Stability, Mentors & Money: Student Definitions Of Success, Arturo Caldera

CMC Senior Theses

This research takes a deep dive into the factors shaping marginalized communities’ educational experiences, particularly for low-income Latino students from migrant backgrounds navigating public schooling spaces. Across sixteen qualitative interviews, participant narratives reveal how a systemic lack of resources at the institutional, interpersonal, and structural levels undermines the quality of support students receive and shapes their academic trajectories. Grounded in student-centered practices and informed by scholarship in multicultural education, Chicanx/Latinx studies, feminism, and psychology, this study contributes to ongoing efforts to move beyond deficit-based frameworks and instead recognize the cultural wealth, knowledge, and resilience students bring from their homes and …


Wiener-Granger Causality To Model Banking Sector Contagion, Riya Bhasin Jan 2026

Wiener-Granger Causality To Model Banking Sector Contagion, Riya Bhasin

CMC Senior Theses

In this thesis, we explore the main drivers behind the 2008 Global Financial Crisis and how the interconnectivity of banking sectors contributed to the worldwide spread of its effects. To understand how this became a global phenomenon, we apply linear Wiener-Granger Causality as a form of network analysis, building on pre-existing methodology in order to study continent banking indices. We find connections across locales on the continent and country level, but ones that are weak. Our modelling was insufficient to completely capture existing and well-known relationships accurately. This occurs due to limitations of the data and of the linear models’ …


La Importancia De Los Personajes Femeninos En Como Agua Para Chocolate Como Medio Para Entender El Papel De Las Mujeres Mexicanas En Dos Momentos Históricos, Jessica R. Sloan-Cooper Jan 2026

La Importancia De Los Personajes Femeninos En Como Agua Para Chocolate Como Medio Para Entender El Papel De Las Mujeres Mexicanas En Dos Momentos Históricos, Jessica R. Sloan-Cooper

CMC Senior Theses

En la novela, Como agua para chocolate, escrito por Laura Esquivel, el personaje central, Tita, se encuentra a sí misma entre dos mundos completamente diferentes en su hogar; uno es restringido y estricto, y tiene que ver con su madre, Mamá Elena, y el otro es libre e ilimitado, relacionado con su hermana, Gertrudis. Cuando Tita no puede casarse con el hombre que ama, Pedro, se da cuenta que está atrapada en dos realidades en conflicto. ¿Cómo puede ser? Esta novela toma lugar en dos momentos históricos centrales: El Porfiriato y la Revolución mexicana. El Porfiriato es el prolongado régimen …


Teaching A New Dog Old Tricks: How Buy Now Pay Later Responds To Consumer Financial Strength, Ryunosuke Nakase Jan 2026

Teaching A New Dog Old Tricks: How Buy Now Pay Later Responds To Consumer Financial Strength, Ryunosuke Nakase

CMC Senior Theses

This thesis aims to answer three questions. 1) How does BNPL usage in the US respond to macroeconomic conditions reflective of consumer strength? 2) Does BNPL debt migrate toward credit cards during months following high BNPL spend? 3) How does BNPL respond to macroeconomic conditions at the firm level? I constructed a 4 year monthly and quarterly time series dataset spanning from 2021 to 2025. I utilize time series OLS regressions to examine the short-term behavior of BNPL volume monthly at the aggregate level and quarterly at the firm level. At the aggregate level, BNPL volume in the US is …


10 Years Of The Hive: Successes, Challenges, And Lessons For Designing Creative Learning Hubs In Higher Education, Celine Bernhardt-Lanier Jan 2026

10 Years Of The Hive: Successes, Challenges, And Lessons For Designing Creative Learning Hubs In Higher Education, Celine Bernhardt-Lanier

CMC Senior Theses

College students are often told to be “innovative” and to prepare themselves for a rapidly changing job market. Yet, most institutional learning environments are built for everything but that, focusing on efficiency, mastery, and content delivery. The Hive, formerly known as the Rick and Susan Sontag Center for Collaborative Creativity, pushes against this reality in higher ed. Founded ten years ago and nestled in a corner of East 7th Street in Claremont, California, the Hive brings together students, faculty, and staff through workshops, classes, skillshares, and events that are centered around making, reflecting, and collaborating. Drawing on eight semi-structured …


Forecasting The Unpredictable: The Bullwhip Effect In The Toy Industry, Mannat Sethi Jan 2026

Forecasting The Unpredictable: The Bullwhip Effect In The Toy Industry, Mannat Sethi

CMC Senior Theses

This thesis investigates the bullwhip effect, the amplification of demand variability as it moves upstream in a supply chain, with a focus on the toy industry, and comparative analysis with the technology and consumer goods sectors. Using annual data from 1993 to 2024, the study analyzes production and retail growth for Mattel, Hasbro, Intel, and Procter & Gamble to assess how variance between consumer demand and firm output has changed over time. Bullwhip ratios are calculated as the variance of production growth divided by the variance of retail growth across two periods: 1993–2008 and 2009–2024.

The findings show that toy …


The Lipstick Effect Across Economic Crises: An Empirical Study Of Cosmetics And Luxury Spending From 2004 – 2023, Richard M. Sweeney Iii Jan 2026

The Lipstick Effect Across Economic Crises: An Empirical Study Of Cosmetics And Luxury Spending From 2004 – 2023, Richard M. Sweeney Iii

CMC Senior Theses

This paper examines whether consumers shift toward lower-cost beauty products during periods of economic uncertainty and whether this behavior moves with financial market volatility. Using household-level microdata and aggregate monthly expenditure data from the Bureau of Labor Statistics’ Consumer Expenditure Surveys (2004–2023), the study evaluates how cosmetics spending changes relative to jewelry across two major economic crises: the Global Financial Crisis and the COVID-19 pandemic. Across both datasets, cosmetics consistently become a larger share of discretionary spending when economic conditions deteriorate, supporting the presence of a lipstick-effect pattern. At the macro level, cosmetics spending is generally inversely related to market …


From Static Λ To Moving Penalties: Dynamic Regularization In Mean-Variance Portfolio Choice, Ariel Santiago Jan 2026

From Static Λ To Moving Penalties: Dynamic Regularization In Mean-Variance Portfolio Choice, Ariel Santiago

CMC Senior Theses

This thesis evaluates whether dynamically tuned weight penalties can improve high-dimensional mean-variance portfolio choice. Classical Markowitz portfolios perform poorly when the number of assets is large relative to the data, because small estimation errors in means and covariances can generate extreme, fragile allocations. A common remedy is to regularize the weights using L1 (lasso), L2 (ridge), or elastic-net penalties, but these are typically chosen once and held fixed. Using monthly excess returns on the 48 Fama-French industry portfolios from January 2010 to June 2025, this thesis compares penalized mean-variance and minimum-variance strategies under long-only and long-short constraints, with and without …


Criminalizing Motherhood: Abortion, Obstetric Emergencies, And State Power In Post-1998 El Salvador, Valery M. Reyes Jan 2026

Criminalizing Motherhood: Abortion, Obstetric Emergencies, And State Power In Post-1998 El Salvador, Valery M. Reyes

CMC Senior Theses

This thesis examines how a series of regressive legal reforms in El Salvador–the 1997 Penal Code’s expansion of abortion-related punishments and the 1999 constitutional amendment defining life as beginning at conception–eliminated all exceptions to abortion and transformed a woman’s reproductive body into a site of surveillance. Rather than expanding rights, these reforms rolled back on existing protections by not recognizing obstetric emergencies, miscarriages, or cases of rape as legitimate grounds for abortion. Prosecutors and judges could treat such medical emergencies as convictions for “fetal homicide,” carrying sentences of 30-50 years in prison.

Court documents, reports from non-government organizations …


Esg And Misvaluation In U.S. Equity Markets, Rohaan Bhojwani Jan 2026

Esg And Misvaluation In U.S. Equity Markets, Rohaan Bhojwani

CMC Senior Theses

Existing research has produced conflicting conclusions on whether environmental, social, and governance (ESG) characteristics are efficiently priced in equity markets. While some studies argue that ESG performance improves firm value through lower risk and stronger fundamentals, others suggest that investor demand has inflated valuations in the past beyond intrinsic worth. This thesis examines whether ESG-driven valuation gaps represent justified pricing through firm fundamentals or systematic mispricing using Bartram and Grinblatt’s Agnostic Fundamental Analysis Framework (2018).

For this paper, I analyze the top 1000 U.S public firms by market value. I regress the market value on 19 accounting fundamentals for these …


Loan-Heavy Aid: Consequences On Academic And Early-Career Outcomes, April Zhang Jan 2026

Loan-Heavy Aid: Consequences On Academic And Early-Career Outcomes, April Zhang

CMC Senior Theses

This study examines how the composition of financial aid, specifically the balance between loans and grants, shapes students’ academic performance, major selection, and early career outcomes. Using administrative data from the University of California system (2007-2019) and post-graduation records from UC Irvine, I analyze how loan reliance influences both educational trajectories and labor-market results. The key measure, loanshare, captures the fraction of total aid financed through loans rather than grants. This allows for comparisons among students with similar financial need, expected family contribution, and total aid levels. Results show that students with more loan-heavy aid packages earn significantly lower …


Making Sense Of Sitters: Exploring People Through Portraits, Sarah Duffy Jan 2026

Making Sense Of Sitters: Exploring People Through Portraits, Sarah Duffy

Art Honors Papers

No abstract provided.


Bringing The Outdoors In Through Biophilic Design, Gabriela Miotto Leal Jan 2026

Bringing The Outdoors In Through Biophilic Design, Gabriela Miotto Leal

Architectural Studies Honors Papers

This thesis investigates the relationship between architecture, human perception, and well-being through the lens of human-centered and biophilic design. Drawing from philosophical traditions, phenomenology, and contemporary neuroscience, this thesis argues that the built environment is an active agent in shaping cognition, emotion, and lived experience. Architecture is understood as multisensory, embodied, and temporally experienced, influencing individuals in both conscious and nonconscious ways. Through a comparative analysis of three case studies, Paimio Sanatorium, AEA House, and the Amazon Spheres, this research examines how biophilic design principles are incorporated into different contexts such as healthcare, residential, and workplace. Each project demonstrates a …


Investigations Toward A Unified Reaction Pathway Of Thermal And Tbsotf-Mediated Oxidopyrylium-Alkene (5 + 2) Cycloadditions, Adam J. Youman, Samantha N. Rokey, Wentao Guo, Jacob P. Grabowski, Susanna N. Angles, Jacob J. Bulandr, Qing Sun, John R. Goodell, Dean J. Tantillo, T. Andrew Mitchell Jan 2026

Investigations Toward A Unified Reaction Pathway Of Thermal And Tbsotf-Mediated Oxidopyrylium-Alkene (5 + 2) Cycloadditions, Adam J. Youman, Samantha N. Rokey, Wentao Guo, Jacob P. Grabowski, Susanna N. Angles, Jacob J. Bulandr, Qing Sun, John R. Goodell, Dean J. Tantillo, T. Andrew Mitchell

Faculty Publications – Chemistry

Oxidopyrylium-based (5 + 2) cycloadditions are crucial reactions to construct seven-membered carbocycles containing an ether bridge (i.e. oxabicyclo[3.2.1]octanes). Intramolecular silyloxypyrone-based (5 + 2) cycloadditions were investigated and revealed several features: (1) the TBDPS thermal process proceeds via a zwitterionic oxidopyrylium intermediate similar to previously reported TBS variants; (2) the TBSOTf-mediated reaction proceeds through a cationic oxidopyrylium intermediate; (3) quantum chemical calculations predict a stepwise process for an electron-rich dipolarophile for each set of conditions. The thermal silyloxypyrone-based (5 + 2) cycloadditions were extremely dependent on the nature of the dipolarophile and the silyl transfer group. The TBDPS enhances the …


Positive Efast—Not So Fast, Barry J. Knapp, Mitchell Vallone, Megan Duggins, Matt Jones, Jacob Knapp, Lily Kauffman, Alexander Dornstauder Jan 2026

Positive Efast—Not So Fast, Barry J. Knapp, Mitchell Vallone, Megan Duggins, Matt Jones, Jacob Knapp, Lily Kauffman, Alexander Dornstauder

Department of Emergency Medicine Faculty Publications

[Patient presentation] A 68-year-old man presented via emergency medical services (EMS) with right hip pain following a traumatic fall from his bicycle. On arrival at the emergency department, he was alert and oriented. Physical examination revealed only tenderness over the greater trochanter of the left femur, with no significant pain on passive range of motion of the left hip. Plain radiography demonstrated a left acetabular fracture (Fig 1).


Look-Ahead Cyber-Threat Forecasting For Connected And Automated Transport: A Spatio-Temporal Graph Learning Approach, Md Al Amin, Mohammad Shafat Ahsan, Jannatul Maua, Arifa Akter Eva, M.F. Mridha, Md. Jakir Hossen Jan 2026

Look-Ahead Cyber-Threat Forecasting For Connected And Automated Transport: A Spatio-Temporal Graph Learning Approach, Md Al Amin, Mohammad Shafat Ahsan, Jannatul Maua, Arifa Akter Eva, M.F. Mridha, Md. Jakir Hossen

Student Publications [Scholarly]

Modern intelligent transportation systems (ITS) increasingly rely on connected electronic control units (ECUs), exposing in-vehicle networks to cyber-attacks such as message injection on the Controller Area Network (CAN) bus. While prior work has focused on post-factum detection, this paper addresses the underexplored task of forecasting cyber-attacks before they occur. We propose a spatio-temporal graph neural network (STGNN) architecture that models CAN traffic as a dynamic graph sequence, where nodes represent active CAN IDs and edges capture statistical co-activation patterns. Each graph snapshot encodes temporal features such as inter-arrival statistics and entropy, and is processed using graph attention layers followed by …


Federated Data Engineering And Learning For Edge Intelligence Systems, Afsaneh Mahanipour Jan 2026

Federated Data Engineering And Learning For Edge Intelligence Systems, Afsaneh Mahanipour

Theses and Dissertations--Computer Science

The rapid proliferation of Internet of Things (IoT) devices and cyber–physical systems (CPS) in domains such as smart healthcare, intelligent transportation, and industrial automation has led to unprecedented volumes of heterogeneous data. While advances in deep learning and large-scale foundation models have enabled powerful data-driven decision making, their deployment in real-world distributed environments remains fundamentally constrained by limited computation, communication bandwidth, energy resources, and data privacy requirements. This dissertation addresses these challenges by developing novel federated learning frameworks and efficient federated data-processing pipelines that make large-scale artificial intelligence practical, scalable, and trustworthy in resource-constrained settings. This dissertation identifies data preprocessing …