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Articles 1021 - 1050 of 1732
Full-Text Articles in Economics
Self-Weighted Estimation For Local Unit Root Regression With Applications, Zhishui Hu, Nan Liu, Peter C. B. Phillips, Qiying Wang
Self-Weighted Estimation For Local Unit Root Regression With Applications, Zhishui Hu, Nan Liu, Peter C. B. Phillips, Qiying Wang
Cowles Foundation Discussion Papers
A new self-weighted least squares (LS) estimation theory is developed for local unit root (LUR) autoregression with heteroskedasticity. The proposed estimator has a mixed Gaussian limit distribution and the corresponding studentized statistic converges to a standard normal distribution free of the unknown localizing coefficient which is not consistently estimable. The estimator is super consistent with a convergence rate slightly below the OP (n) rate of LS estimation. The asymptotic theory relies on a new framework of convergence to the local time of a Gaussian process, allowing for the sample moments generated from martingales and many other integrated dependent sequences. A …
Research On Spatial Collaborative Allocation Of Innovation Chain And Industrial Chain And Regional Economic Layout In China, Jianhui Yu, Wenzhong Zhang, Jiaming Li
Research On Spatial Collaborative Allocation Of Innovation Chain And Industrial Chain And Regional Economic Layout In China, Jianhui Yu, Wenzhong Zhang, Jiaming Li
Bulletin of Chinese Academy of Sciences (Chinese Version)
The driving force of China’s economic development in the new era is gradually shifting from traditional production factor inputs and export-led growth to scientific and technological innovation-driven development, and technological innovation is increasingly becoming the main engine of China’s economic development. China needs to urgently address difficult issues such as the disconnect between science and technology and the economy, as well as prominent problems such as repeated resource allocation and scattered scientific research forces. Under the complex and volatile development environment, it is necessary to further optimize the spatial collaborative allocation of innovation chains and industrial chains and promote the …
Implementation Evaluation And Outlook Of Major Function Oriented Zone, Dong Chen, Baoyin Liu, Jie Fan, Daojing Zhou, Rui Guo, Zhao Wang, Jianxiong Wu
Implementation Evaluation And Outlook Of Major Function Oriented Zone, Dong Chen, Baoyin Liu, Jie Fan, Daojing Zhou, Rui Guo, Zhao Wang, Jianxiong Wu
Bulletin of Chinese Academy of Sciences (Chinese Version)
Major Function Oriented Zone (MFOZ), an attempt and exploration aimed at ecological civilization during China’s industrial civilization period which is divided into two stages, the stage of MFOZ planning and the stage of the national strategy and basic institution before and after the 18th Communist Party of China (CPC) National Congress, and the main characteristics of both stages are analyzed. Since the 18th CPC National Congress, the strategic thinking of the MFOZ has been deeply rooted in the hearts of the people, the strategic pattern of the MFOZ has been basically formed, the development of the categorized MFOZ has achieved …
Establishing Networked Territorial Spatial Pattern To Serve New Development Pattern, Jiaming Li, Jiaoe Wang
Establishing Networked Territorial Spatial Pattern To Serve New Development Pattern, Jiaming Li, Jiaoe Wang
Bulletin of Chinese Academy of Sciences (Chinese Version)
A networked territorial spatial pattern, centered around major strategic corridors, plays a crucial role in supporting the construction of the new dual-circulation development pattern. The “Two Horizontals and Three Verticals” major strategic corridors that have been formed can effectively promote the concentration of socio-economic factors in major urban agglomerations. However, there exists a mismatch between the north-south vertical strategic corridors and the east-west socio-economic linkages and transportation corridors. Besides, the existing strategic corridors lack sufficient horizontal support for the Beijing-Tianjin-Hebei urban agglomeration, and the land and sea corridors exhibit weak horizontal driving effect and insufficient connection with external corridors. “Three …
Layout Of Comprehensive Functional Regions And Recent Regional Guidelines In China, Fengjun Jin, Zhuo Chen, Jie Fan
Layout Of Comprehensive Functional Regions And Recent Regional Guidelines In China, Fengjun Jin, Zhuo Chen, Jie Fan
Bulletin of Chinese Academy of Sciences (Chinese Version)
The overall strategy of the “four major sectors”, the regional major strategies and the major functional oriented zoning strategy have strongly supported the regional coordinated development in China. However, it also brings the risk of exacerbating the imbalance and incoordination of regional development due to strategic differences and segmentation. Based on an analysis of the trends in regional coordinated development in China, this study puts forward the layout of China’s comprehensive function regions, which divides the mainland of China into 10 regions: the Beijing-Tianjin-Hebei region, the Yangtze River Delta region, the middle reaches of Yangtze River basin, the upper reaches …
Suggestions For Layout Adjustment Of China's Agricultural Regions During Fifteenth Five-Year Plan Period, Yong Xu, Hua Yang, Jian Duan
Suggestions For Layout Adjustment Of China's Agricultural Regions During Fifteenth Five-Year Plan Period, Yong Xu, Hua Yang, Jian Duan
Bulletin of Chinese Academy of Sciences (Chinese Version)
Adjusting and optimizing the strategic paradigm of China’s agricultural regions in the new era is of great significance to the implementation of the “Greater Food” concept and the building of a strong agriculture. This study takes the layout adjustment of China’s agricultural regions during the Fifteenth Five-Year Plan period as its theme, and firstly summarizes the problems that exist in the main agricultural production regions and the layout changes in grain production bases. Then, in conjunction with the new requirements of the national strategies, the functional types of agricultural regions are refined, the different function positions are clarified, the adjusting …
Strategic Priorities Of China's Urbanized Areas During 15th Five-Year Plan Period, Wei Qi, Jie Fan, Jiaming Li, Yu Li
Strategic Priorities Of China's Urbanized Areas During 15th Five-Year Plan Period, Wei Qi, Jie Fan, Jiaming Li, Yu Li
Bulletin of Chinese Academy of Sciences (Chinese Version)
Urbanized areas are areas whose main function is to provide industrial and service products. During the 15th Five-Year Plan period, the urbanization rate of China’s population will exceed 70 percent, thus entering a long-time stage of high urbanization levels. The strategic positioning of urbanized areas will be defined as county-level administrative districts with a high concentration of scientific and technological innovation resources, new quality productivity, and new-type industrialization. In terms of strategic layout, the scope of urbanized areas will be optimized to promote the concentration of population and economy in urban agglomerations, metropolitan areas, and central cities, and to strengthen …
Strategic Pattern And Optimization Of China's Eco-Regions During Fifteenth Five-Year Plan Period, Kan Zhou, Jie Fan, Daojing Zhou, Zhedong Qian, Hu Yu, Hanchu Liu, Jian Zhang
Strategic Pattern And Optimization Of China's Eco-Regions During Fifteenth Five-Year Plan Period, Kan Zhou, Jie Fan, Daojing Zhou, Zhedong Qian, Hu Yu, Hanchu Liu, Jian Zhang
Bulletin of Chinese Academy of Sciences (Chinese Version)
Since the implementation of the major function oriented zoning, the ecological space of key ecological functional areas has continuously expanded, with a significant increase in vegetation coverage. Concurrently, there has been a dual change in population dynamics, characterized by a decrease in total population and an increase in the urban population. Furthermore, significant achievements have been made in economic and social development, and there has been a steady improvement in the functions of ecological security barriers, contributing to an alleviation of tension in human-environment relationships. During the 15th Five-Year Plan period, it is imperative to adhere to the functional orientation …
Improve Policy System Of Main Functional Zones In National Spatial Planning, Fan Qi, Siqi Qiu, Chengshuangping Zhao, Jianglong Chen, Siyu Shao, Bangrui Liu
Improve Policy System Of Main Functional Zones In National Spatial Planning, Fan Qi, Siqi Qiu, Chengshuangping Zhao, Jianglong Chen, Siyu Shao, Bangrui Liu
Bulletin of Chinese Academy of Sciences (Chinese Version)
This study analyzes in detail the effectiveness and existing problems of the current policy implementation of the main functional zone in the “multi planning and integration” national land spatial planning system, and proposes an overall idea of systematizing, differentiating, coordinating, and incentivizing the policy system of the main functional zone in the new era of national land spatial governance. From the perspectives of strengthening the top-level design of policy systems, classifying and improving policy tools for the main functional zone, strengthening comprehensive policy coordination, and improving policy implementation evaluation mechanisms, the policy recommendations are proposed for improving and implementing the …
Research On Cohesion Strategy Of Land-Sea Functional Oriented Zoning Based On Perspective Of Land-Sea Coordination, Chengjin Wang, Zhaoyang He
Research On Cohesion Strategy Of Land-Sea Functional Oriented Zoning Based On Perspective Of Land-Sea Coordination, Chengjin Wang, Zhaoyang He
Bulletin of Chinese Academy of Sciences (Chinese Version)
The marine-terrestrial interlaced zone serves as a crucial spatial hub linking the functional zoning of both land and sea areas. Optimizing the ecological function, economic function, and national security function of the marine-terrestrial interlaced zone is of significant importance for promoting the coordination between land and sea functional oriented zoning and achieving their mutual beneficial interaction. It also contributes to enhancing the economic, social, and environmental benefits, effectively allocating resources, and advancing social sustainability. Building upon the clarification of the current development status and characteristics of China’s marine-terrestrial interlaced zone, the research systematically examines the key issues existing in the …
Impact Analysis Of Artificial Intelligence Technology On Employment And Income In China, Yan Lu, Lincui Gui
Impact Analysis Of Artificial Intelligence Technology On Employment And Income In China, Yan Lu, Lincui Gui
Bulletin of Chinese Academy of Sciences (Chinese Version)
With the continuous development of artificial intelligence technology, employment and income in China will undergo some new changes. It is necessary to explore the impact of artificial intelligence technology on employment and income distribution. The study finds that in terms of employment, the impact of artificial intelligence includes redefining the number and nature of jobs, affecting work patterns and work skills, and possibly triggering structural imbalances between supply and demand in the labor market, leading to employment inequality, increasing employment risks. In term of income distribution, artificial intelligence technology has a heterogeneous impact on the initial distribution of different fields, …
Venture Capital And Its Role In Facilitating Better Development In China's Artificial Intelligence Industry, Randong Yuan
Venture Capital And Its Role In Facilitating Better Development In China's Artificial Intelligence Industry, Randong Yuan
Bulletin of Chinese Academy of Sciences (Chinese Version)
The venture capital (VC) industry plays a crucial role in advancing the development of the artificial intelligence (AI) sector. As a key bridge between technological innovation and industrialization, VC not only provides financial support to AI startups but also empowers them in strategic planning, technological research and development, and market expansion. However, China's VC industry currently faces several challenges in supporting AI development, including an imbalance in the roles of state-owned and private capital, a short-term investment mindset, and the cyclical phenomenon of "herding" and abrupt market exits. These issues hinder the growth trajectories of Chinese AI enterprises and constrain …
Scientific Development And Utilization Of Underground Space Resources To Stimulate High-Quality Urban Economic Development, Rong Yi
Bulletin of Chinese Academy of Sciences (Chinese Version)
Accelerating the development and utilization of urban underground space holds significant strategic value. It can effectively alleviate land resource constraints, enhance national defense and urban resilience, support urban renewal, and drive economic growth. Nevertheless, challenges remain in China's current approach to underground space development, including delayed planning, insufficient geological surveys, lack of regulatory frameworks, and fragmented industry management. During the transition from the 14th to the 15th Five-Year Plan, there is an urgent need to establish six integrated systems to ensure the scientific and efficient use of underground space: strategic planning, geological surveying, legal and regulatory standards, investment support, scientific …
Assessing Sustainable Tourism: Insights From Four Regions In Quebec, Yasmine Benbelaid
Assessing Sustainable Tourism: Insights From Four Regions In Quebec, Yasmine Benbelaid
GSTC Academic Symposium - In conjunction with the GSTC Global Conference
This communication proposes to share the outcomes of a comprehensive sustainable tourism diagnosis conducted in four distinct regions of Quebec, namely Monteregie, Mauricie, Lanaudiere, and the Magdalen Islands. The study encompasses a diverse range of 45 tourism enterprises operating across various sectors within the industry. This project represents the results of my postdoctoral internship.
Influencing Beauty: The Impact Of Tiktok Influencers On Gen Z The Cosmetic Industry, Lauren Barry
Influencing Beauty: The Impact Of Tiktok Influencers On Gen Z The Cosmetic Industry, Lauren Barry
Honors Projects in Mathematics and Economics
This study analyzes the impact that influencers on TikTok have on the cosmetic industry through Generation Z. The study aims to find, through research on economic trends and purchasing behaviors of Generation Z, strategies companies can use towards marketing and production in the cosmetic industry to better understand their consumers. Data will be collected through surveys and analysis of economic trends for the popular cosmetic brand, Tarte Cosmetics. The findings and results of the data collected will offer recommendations for companies in the cosmetic industry to adjust their strategies to work along with Gen Z’s engagement on social media, focusing …
Breaking The Sound Ceiling: An Empirical Investigation Of Gender Discrimination In The Music Industry, Alexia Brandao
Breaking The Sound Ceiling: An Empirical Investigation Of Gender Discrimination In The Music Industry, Alexia Brandao
Honors Projects in Mathematics and Economics
This study investigates women's representation, or lack thereof, in the music industry by examining Billboard charts from 2016-2023, which corresponds with the years that Spotify began their "Wrapped" program. The studied years are also directly related to the timeline in which algorithms have generated personalized recommendations, playlists, and radio stations based on users' previous listening history and preferences. In recent years, the demographic makeup of the music industry has been benchmarked by equity imbalance and gender inequality. The research being conducted analyzes how the significance of male artist dominance brings forth the main barriers that female producers, songwriters, and artists …
Despertando Del Sueño Americano: U.S. Policies Influencing Cartel Profitability From Undocumented Border Crossing, Gisela Martinez Acosta
Despertando Del Sueño Americano: U.S. Policies Influencing Cartel Profitability From Undocumented Border Crossing, Gisela Martinez Acosta
Undergraduate Theses
Due to U.S. border policies limiting safe and lawful passage, cartels have developed an industry in the U.S.-Mexico border that supplies crossing services to migrants, utilizing coercive means to regulate the market and profiting from migrant’s desperation to enter the country. This study combines economic and ethnographic research to describe the human smuggling industry and the impact it has in the migrant journey. Scarcity, inelastic demand, black markets, and monopolies are economic concepts used to understand the operations of these services. Observational research and interviews conducted in the Sonoran Desert are also included to present this topic humanely. Background on …
‘Opening The Future’ – A Reliable Funding Model For Open Access Monographs: Introducing An Innovative Approach To Publishing Oa Books Through Library Membership Funding, Kira Hopkins, Tom Grady
‘Opening The Future’ – A Reliable Funding Model For Open Access Monographs: Introducing An Innovative Approach To Publishing Oa Books Through Library Membership Funding, Kira Hopkins, Tom Grady
All Things Open
We outline the work of two university presses (Liverpool University Press and Central European University Press) who are, with assistance from Copim (Community-led Open Publication Infrastructures for Monographs), running an innovative revenue model to fund open access monographs. Called Opening the Future (OtF) this model builds on library subscription models: giving library members access to a highly-regarded backlist, with the revenue then used to make the frontlist openly accessible to all.
Given the current global library environment and budget pressures, a consortial model of funding promises a cost-effective solution for OA that means no single institution bears a disproportionate burden. …
Capitalism In Europe Vs. Latin America, Brandy Mace, Lucas E. Mainhart, Caleb Edwards, Dayton Lamb, Jesus Herrera-Herrera
Capitalism In Europe Vs. Latin America, Brandy Mace, Lucas E. Mainhart, Caleb Edwards, Dayton Lamb, Jesus Herrera-Herrera
ATU Scholars Symposium
Focusing on the years 1995 to 2023, what are the universal traits of capitalism versus the more varying or flexible traits, as demonstrated by comparing European and Latin American practices of capitalism. For the country comparisons, researchers have agreed on 3 common variables to evaluate the capitalist practices of a Latin American country with a European one. These shared variables are 1) The power of the country's currency, 2) The informal versus formal employment of the labor force, as well as unemployment rate, and 3) The income gap between the rich and poor. Each researcher will also include 1-3 additional …
The Role Of Firms In Enhancing Economic Competitiveness, Ishrat Husain Dr.
The Role Of Firms In Enhancing Economic Competitiveness, Ishrat Husain Dr.
Faculty Research - Talks, Speeches, & Discourse
The challenge of improving competitiveness is intricate as nations themselves do not directly compete; rather, it is the myriad firms, enterprises, and companies within these nations that engage in competition. While factors like endowments, public policies, institutions, macroeconomic conditions, and business environment elements such as tariffs, taxation, regulations, utility pricing, and the ease and cost of doing business certainly play a role, the primary responsibility lies with the individual firms participating in the international markets for goods and services. Consequently, a comprehensive analysis of competitiveness necessitates a two-layered approach—one at the national level and another at the firm level. At …
Taking Employment Seriously: With Some Notes On Universal Basic Income, Larry Udell
Taking Employment Seriously: With Some Notes On Universal Basic Income, Larry Udell
Philosophy Faculty Publications
The question of whether to grant all citizens a basic income that would starts with adulthood is the source of much controversy today among people who believe that government should do something to address income inequality (including but not limited to addressing increasingly widespread poverty and homelessness). Philippe Van Parijs famously advocated such a policy, but his proposal was rejected by John Rawls, who demurred at subsidizing Malibu surfers with public support for their leisure and instead emphasized the need for a full employment policy. I argue that a slight modification of Rawls's theory might allow for a limited UBI …
Personalization And Privacy Choice, Andrew Rhodes, Jidong Zhou
Personalization And Privacy Choice, Andrew Rhodes, Jidong Zhou
Cowles Foundation Discussion Papers
This paper studies consumers’ privacy choices when firms can use their data to make personalized offers. We first introduce a general framework of personalization and privacy choice, and then apply it to personalized recommendations, personalized prices, and personalized product design. We argue that due to firms’ reaction in the product market, consumers who share their data often impose a negative externality on other consumers. Due to this privacy-choice externality, too many consumers share their data relative to the consumer optimum; moreover, more competition, or improvements in data security, can lower consumer surplus by encouraging more data sharing.
Opening Address At Pakistan Media Summit 2024, Ishrat Husain Dr.
Opening Address At Pakistan Media Summit 2024, Ishrat Husain Dr.
Faculty Research - Talks, Speeches, & Discourse
The last seventy years experience of developing countries has demonstrated that the focus of Economic Development on the narrow concept of economic growth or increases in GDP is highly misplaced. . A much broader concept that aims at inclusive, sustained and sustainable growth is the current working hypothesis. Indicators of success or failure now cover wide range of Social, Environmental and Governance dimensions . The respective roles of state, market and society have also been redefined and the binary State vis Market or ideological labels such as neo liberalism vs Socialism are no longer valid and have become outdated concepts. …
Dollarization In Latin America, Chloe Wieber
Dollarization In Latin America, Chloe Wieber
Honors Theses
Dollarization occurs when a country uses the US dollar or other foreign currency alongside or in place of the country’s domestic currency. This research seeks to understand the reasons countries dollarize and analyzes the extent that formal dollarization affects the economic wellbeing of dollarized countries in Latin America. The use of the US dollar is considerable in Latin America with Panama, Ecuador, and El Salvador being formally dollarized, and with Argentina currently considering formally adopting the US dollar. Using difference-in-difference techniques, I analyze the impact of dollarization on economic agents’ perceptions of the economy, on economic growth, and on inflation …
Unveiling The Power Of Tourism Research: Navigating Insights From Montana For 2024 And Beyond, Melissa Weddell, Kara Grau, Matthew Pettigrew
Unveiling The Power Of Tourism Research: Navigating Insights From Montana For 2024 And Beyond, Melissa Weddell, Kara Grau, Matthew Pettigrew
Institute for Tourism and Recreation Research Publications
ITRR presentation from the 2024 Governor's Conference on Tourism
Proposed Charlotte To Atlanta High-Speed Passenger Rail Line: An Economic, Infrastructural, And Developmental Analysis In The Upstate Of South Carolina, Ian C. Macurda, Kimberly Whitehead
Proposed Charlotte To Atlanta High-Speed Passenger Rail Line: An Economic, Infrastructural, And Developmental Analysis In The Upstate Of South Carolina, Ian C. Macurda, Kimberly Whitehead
SC Upstate Research Symposium
This research paper is an in-depth analysis of the high-speed passenger rail line proposed between Charlotte, NC and Atlanta, GA and its impact on the economy, infrastructure, and future development of the Upstate of South Carolina. Currently, passenger rail service between Charlotte and Atlanta is offered on Amtrak at late hours throughout the night on its long-distance passenger rail line The Crescent from New York City, NY to New Orleans, LA. The train is often delayed and is operating at a deficit for Amtrak, like most of their long-distance routes. Traffic on Interstate 85 through the Upstate is another issue …
Hgs-3 The Influence Of A Tandem Cycling Program In The Community On Physical And Functional Health, Therapeutic Bonds, And Quality Of Life For Individuals And Care Partners Coping With Parkinson’S Disease, Leila Djerdjour, Jennifer L. Trilk
Hgs-3 The Influence Of A Tandem Cycling Program In The Community On Physical And Functional Health, Therapeutic Bonds, And Quality Of Life For Individuals And Care Partners Coping With Parkinson’S Disease, Leila Djerdjour, Jennifer L. Trilk
SC Upstate Research Symposium
Purpose Statement: Several studies have shown that aerobic exercise can have a positive impact on alleviating symptoms experienced by individuals with Parkinson's disease (PD). Despite this evidence, the potential benefits of exercise for both PD patients and their care partners (PD dyad) remain unexplored. This research project investigates the effectiveness, therapeutic collaborations, and physical outcomes of a virtual reality (VR) tandem cycling program specifically designed for PD dyads.
Methods: Following approval from the Prisma Health Institutional Review Board, individuals with PD were identified and screened by clinical neurologists. The pre-testing measures for PD dyads (N=9) included emotional and cognitive status …
Mid-Term Outcome After Extracorporeal Life Support In Postcardiotomy Cardiogenic Shock: Recovery And Quality Of Life, Maja Hanuna, German Herz, Andre L. Stanzl, Yupeng Li, Christoph S Mueller, Christine E. Kamla, Clemens Scherer, Dietmar Wassilowsky, Gerd Juchem, Martin Orban, Sven Peterss, Christian Hagl, Dominik Joskowiak
Mid-Term Outcome After Extracorporeal Life Support In Postcardiotomy Cardiogenic Shock: Recovery And Quality Of Life, Maja Hanuna, German Herz, Andre L. Stanzl, Yupeng Li, Christoph S Mueller, Christine E. Kamla, Clemens Scherer, Dietmar Wassilowsky, Gerd Juchem, Martin Orban, Sven Peterss, Christian Hagl, Dominik Joskowiak
College of Humanities and Social Sciences Departmental Research
Background: Extracorporeal life support (ECLS) therapy for refractory postcardiotomy cardiogenic shock (rPCS) is associated with high early mortality rates. This study aimed to identify negative predictors of mid-term survival and to assess health-related quality of life (HRQoL) and recovery of the survivors. Methods: Between 2017 and 2020, 142 consecutive patients received ECLS therapy following cardiac surgery. The median age was 66.0 [57.0–73.0] years, 67.6% were male and the median EuroSCORE II was 10.5% [4.2–21.3]. In 48 patients, HRQoL was examined using the 36-Item Short Form Survey (SF-36) and the modified Rankin-Scale (mRS) at a median follow-up time of 2.2 [1.9–3.2] …
Emerging Giants And Lessons For Development: China, India, And Their Different Paths To Progress, Eskander Alvi Editor, Wei-Chiao Huang Editor
Emerging Giants And Lessons For Development: China, India, And Their Different Paths To Progress, Eskander Alvi Editor, Wei-Chiao Huang Editor
Upjohn Press
This book explores the differences and commonalities in growth experiences of two looming economic giants, China and India—countries that follow often-contrasting economic, social, and political paths as they struggle to achieve long-term prosperity for their billion-plus populations. The papers included within show that the economic and political realities in the two countries are quite different, and that these realities are deeply embedded in each country’s social framework. China and India are at markedly different stages of economic development but the challenges facing the two countries, unsurprisingly, diverge—not only because of the different stage of development each has reached, but also …
Overnight Shifts And Poverty: A Look At How Money Affects Sleep, Jared Scott
Overnight Shifts And Poverty: A Look At How Money Affects Sleep, Jared Scott
FHSS Mentored Research Conference
Overnight shift work has been clearly linked to overall poorer sleep. Additionally, socio-economic status (SES) is a strong predictor of many health outcomes, including sleep health. This study looks at the intersection of shift work and SES as they relate to sleep health.
Data on 9,210 workers aged 18 years and older were acquired from the National Health and Nutrition Examination Survey. These workers self-identified their typical shift as overnight, evening, daytime, or rotating. Data on poverty income ratios (PIR) was also collected and was used to generate SES groups of poverty (PIR ≤ 1), below median (PIR ≥ 1 …