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Garage Sale Web-Based Information System, Sonachi Mogbogu Jul 2025

Garage Sale Web-Based Information System, Sonachi Mogbogu

Systems Manuals - 2026

The Garage Sale web application is in response to a business need of an online interactive system. This system will support the interaction between owners and shoppers of garage sale event. The online information system is a great idea to implement because it will help create sales awareness which will lead to increase in the customer base, and increased sales for event organizers. People are used to the traditional approaches, advertising events through word-of-mouth and posting signs alongside roads, however, having an online information system will be more effective in reaching a wider market of buyers. The traditional approaches do …


Dietary Patterns, Serum Metabolites, And Risk Of Cardiovascular Disease In United States Hispanic/Latino Adults: A Prospective Analysis Of The Hispanic Community Health Study/Study Of Latinos (Hchs/Sol), Hongbo Yang, Yi Wang, Kai Luo, Yasmin Mossavar-Rahmani, Christina Cordero, Robert J Ostfeld, Claudia Martinez, Luis Maldonado, Amber Pirzada, Martha Daviglus, Bing Yu, Frank B Hu, Robert C Kaplan, Qibin Qi Jul 2025

Dietary Patterns, Serum Metabolites, And Risk Of Cardiovascular Disease In United States Hispanic/Latino Adults: A Prospective Analysis Of The Hispanic Community Health Study/Study Of Latinos (Hchs/Sol), Hongbo Yang, Yi Wang, Kai Luo, Yasmin Mossavar-Rahmani, Christina Cordero, Robert J Ostfeld, Claudia Martinez, Luis Maldonado, Amber Pirzada, Martha Daviglus, Bing Yu, Frank B Hu, Robert C Kaplan, Qibin Qi

Faculty, Staff and Student Publications

Background: Healthy dietary patterns are recommended to prevent cardiovascular disease (CVD), yet the relationships among healthy dietary patterns, blood metabolite profile, and incident CVD are not well understood.

Objectives: This study aimed to assess the associations of healthy dietary patterns and related serum metabolite profiles with incident CVD in United States Hispanic/Latino adults.

Methods: The study included 13,922 participants aged 18-74 y from the Hispanic Community Health Study/Study of Latinos. Dietary pattern scores, including Healthy Eating Index (HEI)-2020, healthful Plant-based Diet Index (hPDI), and alternate Mediterranean diet score (aMED), were constructed at baseline (2008-2011) based on 2 24-h dietary recalls. …


Pulmonary Complications Associated With Sugammadex Or Neostigmine In Patients Recovering From Advanced Diagnostic Or Interventional Bronchoscopy: A Retrospective Two-Centre Analysis, Ehab Farag, Karan Shah, Maged Argalious, Basem Abdelmalak, Thomas Gildea, John Seif, Shuyi Li, Edward J Mascha, Daniel I Sessler Jul 2025

Pulmonary Complications Associated With Sugammadex Or Neostigmine In Patients Recovering From Advanced Diagnostic Or Interventional Bronchoscopy: A Retrospective Two-Centre Analysis, Ehab Farag, Karan Shah, Maged Argalious, Basem Abdelmalak, Thomas Gildea, John Seif, Shuyi Li, Edward J Mascha, Daniel I Sessler

Faculty, Staff and Student Publications

Background: Many diagnostic and interventional procedures are performed in bronchoscopy suites in high-risk patients. Minor impairment in respiratory muscle function caused by incomplete reversal of neuromuscular block can contribute to postoperative pulmonary complications (PPCs). We assessed whether there are fewer serious PPCs after diagnostic or therapeutic bronchoscopy when neuromuscular block is reversed with sugammadex rather than neostigmine.

Methods: This is a retrospective cohort study for bronchoscopy under general anaesthesia with the use of neuromuscular blockers between July 2016 and June 2022. The primary outcome was a composite of PPCs. The secondary outcome was hypoxaemia. We used inverse probability of treatment …


Hybrid Deep Learning Approaches For Accurate Electricity Price Forecasting: A Day-Ahead Us Energy Market Analysis With Renewable Energy, Rahman Md. Saifur, Hassan Reza Jul 2025

Hybrid Deep Learning Approaches For Accurate Electricity Price Forecasting: A Day-Ahead Us Energy Market Analysis With Renewable Energy, Rahman Md. Saifur, Hassan Reza

Faculty, Staff and Student Publications

Forecasting day-ahead electricity prices is a crucial research area. Both wholesale and retail sectors highly value improved forecast accuracy. Renewable energy sources have grown more influential and effective in the US power market. However, current forecasting models have shortcomings, including inadequate consideration of renewable energy impacts and insufficient feature selection. Many studies lack reproducibility, clear presentation of input features, and proper integration of renewable resources. This study addresses these gaps by incorporating a comprehensive set of input features, while these features are engineered to capture complex market dynamics. The model’s unique aspect is its inclusion of renewable-related inputs, such as …


Investigation Of A Pathogenic Inversion In Unc13d And Comprehensive Analysis Of Chromosomal Inversions Across Diverse Datasets, Tugce Bozkurt-Yozgatli, Ming Yin Lun, Jesse D Bengtsson, Ugur Sezerman, Ivan K Chinn, Zeynep Coban-Akdemir, Claudia M B Carvalho Jul 2025

Investigation Of A Pathogenic Inversion In Unc13d And Comprehensive Analysis Of Chromosomal Inversions Across Diverse Datasets, Tugce Bozkurt-Yozgatli, Ming Yin Lun, Jesse D Bengtsson, Ugur Sezerman, Ivan K Chinn, Zeynep Coban-Akdemir, Claudia M B Carvalho

Faculty, Staff and Student Publications

Inversions are known contributors to the pathogenesis of genetic diseases. Identifying inversions poses significant challenges, making it one of the most demanding structural variants (SVs) to detect and interpret. Recent advancements in sequencing technologies and the development of publicly available SV datasets have substantially enhanced our capability to explore inversions. However, a cross-comparison in those datasets remains unexplored. In this study, we reported a proband with familial hemophagocytic lymphohistiocytosis type-3 carrying a splicing variant (c.1389+1G>A) in trans with an inversion present in 0.006345% of individuals in gnomAD (v4.0) that disrupts UNC13D. Based on this result, we investigate the features …


The Impact Of Household Dysfunction On Dating Violence Perpetration Among Adolescents In The United States: A Scoping Review, Sumaita Choudhury, Melissa F Peskin, Timothy J Walker, Emily T Hébert, Nivedhitha Parthasarathy, Kaitlyn L Zajack-Garcia, Lea Sacca, Christine M Markham Jul 2025

The Impact Of Household Dysfunction On Dating Violence Perpetration Among Adolescents In The United States: A Scoping Review, Sumaita Choudhury, Melissa F Peskin, Timothy J Walker, Emily T Hébert, Nivedhitha Parthasarathy, Kaitlyn L Zajack-Garcia, Lea Sacca, Christine M Markham

Faculty, Staff and Student Publications

Adverse childhood experiences, such as household dysfunction (HD), play a central role in how adolescents establish, experience, and navigate the challenges of relationship formation, maintenance, and dissolution. HD exposures have been independently associated with dating violence (DV) perpetration in both adolescents and adults. However, research examining the association between the concurrent effect of HD on DV perpetration, especially among adolescents remains scarce. Thus, we conducted a scoping review to accumulate and summarize existing research regarding the impact of HD on DV perpetration among adolescents aged 10 to 17 years in the United States. We used three electronic databases, Medline (Ovid), …


Path-Goal Leadership Theory: An Examination Of Teacher Leadership Behavior And Teacher Motivational Influence Of Vocational Education Students, Genna B. Boyd Jul 2025

Path-Goal Leadership Theory: An Examination Of Teacher Leadership Behavior And Teacher Motivational Influence Of Vocational Education Students, Genna B. Boyd

Doctor of Education (Ed.D)

The purpose of this non-experimental quantitative study was to examine the relationship betweenteacher leadership behaviors and teacher influences on academic motivation amongst students currently enrolled in vocational education and training (VET) programs in the State of Florida. Grounded in Robert House’s Path-Goal Leadership Theory, the study investigated how specific leadership behaviors impact student motivation within VET settings. While research on leadership and student motivation is extensive in general education, limited empirical attention has been given to how these variables interact in the context of VET. Utilizing a quantitative survey design distributed online, data was collected from students across multiple VET …


Realism, Instrumentalism, And The Language Of Science Teaching: A Quantitative Study, James M. Almand Jul 2025

Realism, Instrumentalism, And The Language Of Science Teaching: A Quantitative Study, James M. Almand

Doctor of Education (Ed.D)

The purpose of this quantitative, non-experimental, correlational study was to investigate how science educators' epistemological orientations, specifically, their leanings toward realism or instrumentalism, influence the degree of certainty in their instructional language. The study addressed a significant gap in science education literature by empirically analyzing whether educators' philosophical beliefs about the nature of scientific knowledge predict the language they use when teaching science. Data were collected through a researcher-developed survey, the Science Educators' Epistemological Beliefs and Classroom Language Practices Survey, which measured participants' epistemological positions and linguistic tendencies across a sample of current and former science educators in the United …


Building A Long Text Privacy Policy Corpus With Multi-Class Labels, David Stein, Florencia Marotta-Wurgler Jul 2025

Building A Long Text Privacy Policy Corpus With Multi-Class Labels, David Stein, Florencia Marotta-Wurgler

Vanderbilt Law School Faculty Publications

Legal text poses distinctive challenges for natural language processing. The legal import of a term may depend on omissions, cross-references, or silence, Further, legal text is often susceptible to multiple valid, conflicting interpretations; as the saying goes: a good lawyer’s answer to any question is “it depends.”This work introduces a new, hand-coded dataset for the interpretation of privacy policies. It includes privacy policies from 149 firms, including materials incorporated by reference. The policies are annotated across 64 dimension that reflect the applicable legal rules and contested terms from EU and US privacy regulation and litigation. Our annotation methodology is designed …


Information Production By Institutions And Information Extraction By Underwriters In Hybrid Ipo Auctions, Thomas J. Chemmanur, Pengfei Ma, Qianqian Yu Jul 2025

Information Production By Institutions And Information Extraction By Underwriters In Hybrid Ipo Auctions, Thomas J. Chemmanur, Pengfei Ma, Qianqian Yu

Research Collection Lee Kong Chian School Of Business

We analyze the informational properties of hybrid IPO auctions using a large and unique database of institutional bids from Chinese IPO auctions. We find strong evidence of information production by institutions about the intrinsic values of IPO firms and of underwriters extracting and using this information in IPO pricing. The IPO offer price is more sensitive to bids from institutions able to produce more precise information. In particular, the offer price is more sensitive to bids from domestic institutions, compared to bids from foreign institutions who likely have less knowledge or experience about the Chinese firms and financial market due …


“It’S Okay To Rob, Rape, Torture, Kidnap And Murder Jewish Women Again: Towards Understanding The Development Of 21st Century Left-Wing Antisemitism”, Spencer J. Pack Jul 2025

“It’S Okay To Rob, Rape, Torture, Kidnap And Murder Jewish Women Again: Towards Understanding The Development Of 21st Century Left-Wing Antisemitism”, Spencer J. Pack

Economics Faculty Publications

No abstract provided.


For The Enemy Is No Longer Men, But Our Own Sisters: Anti-Era Activists Within The Feminist Narrative, Grace Chipman Jul 2025

For The Enemy Is No Longer Men, But Our Own Sisters: Anti-Era Activists Within The Feminist Narrative, Grace Chipman

AWE (A Woman’s Experience)

When Alice Paul drafted the Equal Rights Amendment (ERA) in 1923, she had hoped it would become a unifying document for women across America. However, forty-nine years later, when Congress passed the amendment, radical feminists led the charge for its ratification. Paul, a prominent feminist, feared that the amendment became so politicized it was tearing apart the women’s movement. Dianne Fife Kay, an anti-ERA activist, described the period as a time in which “the enemy was no longer men, but our own sisters.” As Paul had feared, radical feminism had ruptured the sisterhood that first-wave feminism created.


Teacher Perceptions And Student Outcomes: A Study Of Sel Integration In Upper Elementary, Emily Klostermann Jul 2025

Teacher Perceptions And Student Outcomes: A Study Of Sel Integration In Upper Elementary, Emily Klostermann

Master's Theses & Capstone Projects

The growing demand for schools to support student mental health has increased the adoption of social-emotional learning (SEL) programs. However, inconsistent implementation and limited research on different populations have raised concerns about their overall effectiveness. This inquiry-based study explored how the CharacterStrong SEL curriculum impacted student behavior and how teachers perceived its effectiveness in a 5th and 6th grade intermediate school. Using teacher surveys, Tier 2 behavior data, and an administrator interview, the study examined the fidelity of implementation, teacher confidence, and observed behavioral changes. Findings showed high implementation fidelity and teacher confidence but mixed perceptions regarding changes in student …


The Impact Computer-Assisted Learning Has On Elementary Students Mastering Math Standards, Amanda Geelan Jul 2025

The Impact Computer-Assisted Learning Has On Elementary Students Mastering Math Standards, Amanda Geelan

Master's Theses & Capstone Projects

Math fact fluency is a fundamental skill students need to become proficient in to engage in higher-level math skills. For many students, learning their math facts and becoming fluent in them can be a challenge. This inquiry-based research study aims to determine if the use of computer-assisted learning programs such as Math Fact Lab can help educators meet the varying needs of their students while also making learning math facts an engaging and personalized educational experience for students. The study utilized a quantitative approach, using both Math Fact Lab placement test scores as well as data from the learning levels …


Teacher Identification Of Learned Helplessness And Supportive Strategies, Kathleen A. De Jong Jul 2025

Teacher Identification Of Learned Helplessness And Supportive Strategies, Kathleen A. De Jong

Master's Theses & Capstone Projects

Learned helplessness is a common problem in the upper grades of compulsory education. It creates frustration and has a significant negative impact on academic achievement. Teachers need to accurately identify learned helplessness behaviors before they can promote effective strategies for student autonomy, resilience, and academic success. Research has shown that appropriate strategies successfully mitigate or prevent learned helplessness, but misguided strategies will exacerbate the problem. This study aims to examine the behaviors that teachers currently associate with learned helplessness and the strategies they have found to be successful in mitigating its effects in their classrooms. After reviewing literature on learned …


Personalized Learning Strategies In The Classroom, Kendra Carlson Jul 2025

Personalized Learning Strategies In The Classroom, Kendra Carlson

Master's Theses & Capstone Projects

Personalized learning is essential for students to be more engaged and have higher achievement in the classroom. There are too many students who are struggling in the classroom with staying engaged and this is then leading to students struggling with their learning. Research has shown that personalized learning strategies can provide promising outcomes for students who are struggling in the classroom. This inquiry-based research study aims to determine if personalized learning strategies can help struggling learners to be engaged and learn in the classroom. The study utilized a qualitative approach, using both teacher surveys and observations of a summer school …


Supporting Productive Struggle Within The Special Education Classroom, Nicole Snitkey Jul 2025

Supporting Productive Struggle Within The Special Education Classroom, Nicole Snitkey

Master's Theses & Capstone Projects

Students with significant disabilities are frequently taught using highly structured, direct instruction, often with an errorless component. While this approach can build confidence in specific tasks, it may limit opportunities for developing independent problem-solving skills. When these students are presented with unfamiliar challenges, they may experience frustration and dysregulation. This study aims to investigate what productive struggle strategies are effective in supporting students when engaging in challenging tasks while also maintaining regulation. Qualitative data was gathered utilizing field notes to determine what, if any, productive struggle strategies support students in special education through a challenging task. The results of this …


It's Not Enough For Us Or Our Students, Amanda Smith Jul 2025

It's Not Enough For Us Or Our Students, Amanda Smith

Master's Theses & Capstone Projects

setting. When the Individuals with Disabilities Education Act (IDEA) was reauthorized in 2004 along with the mandates set in the Every Student Succeeds Act (ESSA), students with disabilities were required to be taught in the general education setting with the necessary accommodations, modifications and support services to make learning approachable for them. While these federal laws move education forward for students, teacher pre-service training and professional development has not moved forward to adequately prepare general education teachers for an inclusive setting. General education teachers need to understand accommodations, modifications, differentiation strategies, and support services. The first part of this study …


Using Decodable Books For In-Class Independent Reading To Improve Accuracy, Lindsey Meyer Jul 2025

Using Decodable Books For In-Class Independent Reading To Improve Accuracy, Lindsey Meyer

Master's Theses & Capstone Projects

Young children often receive time to read independently at school, so they can practice and apply the skills they are learning in the classroom to connected texts. It is important to be mindful of the types of books available to students during independent reading to ensure the books provide the proper amount of support for reading success and achievement. Most classrooms are filled with traditional books, which offer a wide range of text complexity, but decodable books, books that follow a phonetic scope and sequence, are being used now more than ever before, as teachers work to more closely align …


Instructional Design: An Overview Of Critical Sources, Robyn Hartman Jul 2025

Instructional Design: An Overview Of Critical Sources, Robyn Hartman

Library Faculty Publications

Instructional design serves as the backbone of effective education and training across diverse learning environments. From traditional classrooms to corporate training programs and online learning platforms, thoughtfully designed instruction creates the foundation for meaningful learning experiences. This essay provides a comprehensive overview of key resources in instructional design in higher education, offering both historical context and contemporary applications for professionals in the field. This essay is intended for novice higher education instructional designers seeking to build their foundational knowledge and experienced subject-matter educators looking to deepen their understanding of design principles and practices for their courses.


Full Issue Jul 2025

Full Issue

AWE (A Woman’s Experience)

No abstract provided.


An Examination Of Katherine Philips And Aphra Behn: Differing Approaches To Male Authority Inside And Outside The Private Sphere, Sophie Hirtle Jul 2025

An Examination Of Katherine Philips And Aphra Behn: Differing Approaches To Male Authority Inside And Outside The Private Sphere, Sophie Hirtle

AWE (A Woman’s Experience)

Susa Young Gates Award 2024

Winner

The mid to late 1600s were a time of intense societal change in England as a result of the English Civil War and the abdication and restoration of the English monarchy. During this time of religious and political upheaval, those who had historically been silenced found more opportunities to speak up regarding recent changes. This was the case for Katherine Philips and Aphra Behn, two female writers who had their own distinct views on the recent political and religious upheaval. In past studies concerning these two women, there has been a trend of either …


Wearing The Pants: Patriarchal Breeches Roles In Oroonoko And The Rover, Emmalee Collyer Jul 2025

Wearing The Pants: Patriarchal Breeches Roles In Oroonoko And The Rover, Emmalee Collyer

AWE (A Woman’s Experience)

Oroonoko and The Rover, or, the Banished Cavaliers are set in very different locations with a variety of colorful characters. Oroonoko features a split plot set in Suriname exploring the relationships between commerce, slavery, and marriage; whereas The Rover features the collision of three women and a group of cavaliers at Carnival in Naples. But these seemingly disparate plays do have something in common; both are popular adaptations by arguably progressive playwrights. Thomas Southerne adapted a novel by Aphra Behn into Oroonoko, and Aphra Behn adapted Thomas Killigrew’s Thomaso, or The Wanderer into The Rover. Both Southerne and …


Restoring Calibration For Aligned Large Language Models: A Calibration-Aware Fine-Tuning Approach, Jiancong Xiao, Bojian Hou, Zhanliang Wang, Ruochen Jin, Qi Long, Weijie J Su, Li Shen Jul 2025

Restoring Calibration For Aligned Large Language Models: A Calibration-Aware Fine-Tuning Approach, Jiancong Xiao, Bojian Hou, Zhanliang Wang, Ruochen Jin, Qi Long, Weijie J Su, Li Shen

Faculty, Staff and Student Publications

One of the key technologies for the success of Large Language Models (LLMs) is preference alignment. However, a notable side effect of preference alignment is poor calibration: while the pre-trained models are typically well-calibrated, LLMs tend to become poorly calibrated after alignment with human preferences. In this paper, we investigate why preference alignment affects calibration and how to address this issue. For the first question, we observe that the preference collapse issue in alignment undesirably generalizes to the calibration scenario, causing LLMs to exhibit overconfidence and poor calibration. To address this, we demonstrate the importance of fine-tuning with domain-specific knowledge …


Principal Component Analysis Of Emotion Related Concepts, Ana Kellermann Jimenez Jul 2025

Principal Component Analysis Of Emotion Related Concepts, Ana Kellermann Jimenez

Clinical Psychology Dissertations

Past research has established the overlap between several emotion-related factors, such as alexithymia, empathy, emotional intelligence, mindfulness, and mentalization. The aim of the present study was to analyze where these variables overlapped and how they related to different psychological and psychopathological variables. This was accomplished through the use of a Principal Component Analysis (PCA) and four canonical correlation models. The results indicated that there was an eight-component structure that included Alexithymia, Valuing Emotions, Mistrusting Emotions, Positive Reframe, Perspective-Taking, Empathetic Concern, Emotional Pessimism, and Avoiding Emotions. The internal reliability of the components ranged from adequate to excellent. The validity of the …


High-Impact Chronic Pain And Cognitive Decline Among Mexicans Aged 60 And Older From 2012 To 2018, Sadaf Arefi Milani, Sirena Gutierrez, Brandon O'Grady, Rebeca Wong, Rafael Samper-Ternent, Brian Downer Jul 2025

High-Impact Chronic Pain And Cognitive Decline Among Mexicans Aged 60 And Older From 2012 To 2018, Sadaf Arefi Milani, Sirena Gutierrez, Brandon O'Grady, Rebeca Wong, Rafael Samper-Ternent, Brian Downer

Faculty, Staff and Student Publications

Pain is associated with cognitive decline, but prior research has not considered differences between high- and low-impact chronic pain or low-and middle-income countries, such as Mexico. Our objective was to evaluate the association between high-impact chronic pain and cognitive decline among older adults in Mexico. We used data from the 2012-2018 Mexican Health and Aging Study (MHAS), a nationally representative study of older Mexican adults (60+). Pain, measured at each wave, was categorized as high-impact chronic pain (pain that limits daily activities), low-impact chronic pain (pain that did not limit daily activities), and no chronic pain. Cognition was measured at …


Diet, Gut Microbiota, And Histidine Metabolism Toward Imidazole Propionate Production In Relation To Type 2 Diabetes, Hongbo Yang, Kai Luo, Brandilyn A Peters, Yi Wang, Yanbo Zhang, Martha Daviglus, Amber Pirzada, Christina Cordero, Bing Yu, Robert D Burk, Robert Kaplan, Qibin Qi Jul 2025

Diet, Gut Microbiota, And Histidine Metabolism Toward Imidazole Propionate Production In Relation To Type 2 Diabetes, Hongbo Yang, Kai Luo, Brandilyn A Peters, Yi Wang, Yanbo Zhang, Martha Daviglus, Amber Pirzada, Christina Cordero, Bing Yu, Robert D Burk, Robert Kaplan, Qibin Qi

Faculty, Staff and Student Publications

Objective: To examine associations of serum imidazole propionate (ImP), histidine, and their ratio with incident type 2 diabetes (T2D) and related dietary and gut microbial factors in U.S. Hispanic/Latino people.

Research design and methods: In the Hispanic Community Health Study/Study of Latinos, we evaluated serum ImP, histidine, and ImP-to-histidine ratio at baseline (2008-2011) and their cross-sectional associations with dietary intake and prospective associations with incident T2D over ∼12 years (n = 4,632). In a subsample with gut microbiota data during a follow-up visit (2016-2018), we examined gut microbial species associated with serum ImP and their potential interactions with dietary intake. …


Undominated Mechanisms, Tilman Borgers, Jiangtao Li, Kexin Wang Jul 2025

Undominated Mechanisms, Tilman Borgers, Jiangtao Li, Kexin Wang

Research Collection School Of Economics

We study the design of mechanisms when the designer faces multiple plausible scenarios and is uncertain about the true scenario. A mechanism is dominated by another if the latter performs at least as well in all plausible scenarios and strictly better in at least one. A mechanism is undominated if no other feasible mechanism dominates it. We show how analyzing undominated mechanisms could be useful and illustrate the tractability of characterizing such mechanisms. This approach provides an alternative criterion for mechanism design under non-Bayesian uncertainty, complementing existing methods.


Technifying Ventures, Yoshiki Ando, Emin Dinlersoz, Jeremy Greenwood, Ruben Piazzesi Jul 2025

Technifying Ventures, Yoshiki Ando, Emin Dinlersoz, Jeremy Greenwood, Ruben Piazzesi

Research Collection School Of Economics

How do advanced technology adoption and venture capital (VC) funding impact employment and growth? An analysis of data from the US Census Bureau suggests that while both advanced technology use and VC funding matter on their own for firm outcomes, their joint presence is most strongly correlated with higher employment levels. VC presence is linked with a high increase in employment, though primarily among a limited subset of firms. In contrast, technology adoption is associated with a smaller rise in employment, yet it influences a considerably larger number of firms. A model of startups is created, focusing on decisions to …


The Aggregate Welfare And Trade Implications Of Contracting Frictions In Global Sourcing, Davin Chor, Lin Ma Jul 2025

The Aggregate Welfare And Trade Implications Of Contracting Frictions In Global Sourcing, Davin Chor, Lin Ma

Research Collection School Of Economics

How much do contracting frictions between global firms and their suppliers impact country welfare and trade? We answer this by developing a model of global sourcing under partial contractibility, where firm-supplier relationships are exposed to a bilateral holdup problem. Sourcing decisions aggregate into a gravity equation for trade flows by organizational mode (intrafirm vs. arm’s length), which we take to structural estimation. We can then evaluate welfare changes with an extended Arkolakis, Costinot and Rodriguez-Clare (2012) formula that incorporates these contracting frictions. Our counterfactual analysis reveals a sizeable average country welfare gain of 9.2% from eliminating contracting frictions in global …