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Full-Text Articles in Growth and Development

Artificial Intelligence (Ai) And The Anthropic Economic Index In The Mountain West, 2025, Cason Noll, Olivia K. Cheche, William E. Brown Jr. Nov 2025

Artificial Intelligence (Ai) And The Anthropic Economic Index In The Mountain West, 2025, Cason Noll, Olivia K. Cheche, William E. Brown Jr.

Economic Development & Workforce

This fact sheet presents 2025 data on the state of artificial intelligence (AI) adoption among the five Mountain West states of Arizona, Colorado, Nevada, New Mexico, and Utah. The data are sourced from the “Anthropic Economic Index,” which provides data on Claude.ai (an AI large language model) and its adoption across all 50 U.S. states and Washington, D.C. This fact sheet focuses on Claude.ai usage, the most common topic Claude.ai has been used for, and augmentation and automation shares for each Mountain West state.


Economic Growth In Mountain West Cities, 2019-2023, Anirudh Polagani, Isabelle G. Graham, Olivia K. Cheche, Kristian Thymianos, William E. Brown Jr. Oct 2025

Economic Growth In Mountain West Cities, 2019-2023, Anirudh Polagani, Isabelle G. Graham, Olivia K. Cheche, Kristian Thymianos, William E. Brown Jr.

Economic Development & Workforce

This fact sheet presents 2019-2023 data on economic growth indicators in 32 Mountain West cities across Arizona, Colorado, Nevada, New Mexico, and Utah. The CoworkingCafe report, “Rising Powerhouses: The Cities Making America’s Economic Future,” includes economic growth data for 269 cities across the United States. This fact sheet highlights data from select cities in each Mountain West state, categorized by population size: five large cities, eight mid-sized cities, and 19 small cities.


Sustainable Consumption Under Structural Constraint: Insights From Indigenous Communities On The Great Plains, Glen Marshall, Rand Wergin Oct 2025

Sustainable Consumption Under Structural Constraint: Insights From Indigenous Communities On The Great Plains, Glen Marshall, Rand Wergin

Mountain Plains Business Conference

Resource-constrained communities, particularly Indigenous and remote communities, remain critically understudied in the business literature despite persistent socioeconomic challenges. This study employs a mixed-methods approach to explore barriers to sustainable consumption in these resource-limited contexts. It examines consumer attitudes toward sustainability and identifies key barriers to sustainable consumption. Understanding these barriers is crucial for entrepreneurs seeking profitable and socially beneficial ventures, as well as for policymakers designing social or economic initiatives. This research provides actionable insights for tribal governments, business professionals, policymakers, and others seeking to promote sustainable economic growth, community health, and positive externalities in underserved communities.


Climate Shocks And State Formation: The 1970 Bhola Cyclone And The Birth Of Bangladesh, Sultan Mehmood, Ahmed Mushfiq Mobarak Oct 2025

Climate Shocks And State Formation: The 1970 Bhola Cyclone And The Birth Of Bangladesh, Sultan Mehmood, Ahmed Mushfiq Mobarak

Discussion Papers

State formation through secession often requires two critical steps: building mass support for independence, and engaging in violent conflict against a state resisting territorial loss. Combining satellite data with archival sources, we statistically document how exposure to the 1970 Bhola cyclone in East Pakistan which killed 350,000 people led to a rise in separatist sentiments expressed in voting booths, and later induced citizens to take up arms against the government and engage in guerrilla warfare. We identify the cyclone as a focal point that helped galvanize dispersed separatist sentiments into an organized political movement and war, in part by revealing …


The Effect Of Renewable Energy Consumption, Economic Growth, And Energy Use On Co₂ Emissions In Indonesia: An Ardl Analysis, Raihan Ahmad Mustofa, Mariam Kamila, Rininta Nurrachmi, Syifa Shafnastiara Oct 2025

The Effect Of Renewable Energy Consumption, Economic Growth, And Energy Use On Co₂ Emissions In Indonesia: An Ardl Analysis, Raihan Ahmad Mustofa, Mariam Kamila, Rininta Nurrachmi, Syifa Shafnastiara

Jurnal Kebijakan Ekonomi

Abstract This study examines the dynamic relationship between renewable energy consumption, total energy use, economic growth, and CO₂ emissions in Indonesia over the period 1990–2021 using an ARDL approach. The results show a stable long-run relationship with quick adjustment after shocks. In the long run, energy consumption is associated with higher CO₂ emissions, reflecting the continued dominance of fossil fuels. Renewable energy helps reduce emissions in the short term, but its long-term impact remains statistically insignificant. GDP does not show a significant effect, suggesting that meaningful decarbonization will require a more intensive shift in the energy mix.

Keywords: ARDL, renewable …


Latino Or Hispanic-Owned Businesses In The Mountain West, 2017-2022, Anthony Arroyo, Cason Noll, Caitlin J. Saladino, William E. Brown Jr. Oct 2025

Latino Or Hispanic-Owned Businesses In The Mountain West, 2017-2022, Anthony Arroyo, Cason Noll, Caitlin J. Saladino, William E. Brown Jr.

Economic Development & Workforce

This fact sheet examines the growth of Latino or Hispanic-owned businesses in the largest metropolitan areas in the Mountain West between 2017 and 2022. The data are derived from the Brookings Institution’s “Charting the surge in Latino or Hispanic-owned businesses in the US” report, which highlights data on Latino or Hispanic-owned businesses in metropolitan and micropolitan areas across all 50 U.S. states and the District of Columbia. This fact sheet focuses on data for the following metropolitan areas in the Mountain West: Phoenix-Mesa-Chandler, AZ; Denver-Aurora-Centennial, CO; Las Vegas-Henderson-North Las Vegas, NV; Albuquerque, NM; and Salt Lake City-Murray, UT.


The Social Impact Of Unconditional Cash Transfer: A Quasi-Experimental Approach, Andar Ristabet Hesda Oct 2025

The Social Impact Of Unconditional Cash Transfer: A Quasi-Experimental Approach, Andar Ristabet Hesda

Bulletin of Monetary Economics and Banking

This study investigates the social effects of the unconditional cash transfer program and analyzes the underlying mechanism. The empirical analysis indicates that those who consistently participated as program beneficiaries own greater social capital than those who did not maintain continuous enrollment in the program. One mechanism of this impact is enhanced personality, particularly in social behavior. Furthermore, the characteristic of social capital most impacted is heightened participation in communal activities. This study indicates that the program neither displaces private aid nor promotes altruism. These data contradict the claim that the targeted cash transfer program could incite societal discord by fostering …


Evaluating The “What’S Up Down South” Economic Summit: Accelerating Growth And Expanding Impact, Paul A. Hill Oct 2025

Evaluating The “What’S Up Down South” Economic Summit: Accelerating Growth And Expanding Impact, Paul A. Hill

Outcomes and Impact Quarterly

This study evaluates the effectiveness of the 2025 What’s Up Down South economic summit, a platform for regional economic development. Data were collected through an online exit survey with a 30% response rate (n = 176), incorporating quantitative ratings and open-ended feedback to assess learning outcomes and program quality. The evaluation examined attendees’ perceptions of keynote and breakout sessions, overall satisfaction, and suggestions for improving the event. Findings indicate that the summit delivered valuable economic insights and programming while citing opportunities to improve speaker diversity, event logistics, and data collection. These insights will guide future planning to sustain the summit’s …


**Human Capital Migration And International Trade: A Comparative Case Study Of Germany And Austria, 2000 To 2024**, Jahnvi Jha Oct 2025

**Human Capital Migration And International Trade: A Comparative Case Study Of Germany And Austria, 2000 To 2024**, Jahnvi Jha

2025 Fall Honors Capstones Projects - Archive

This study examines migration of people and international trade in Germany and Austria between 2000 and 2024. Both countries saw sharp rises in immigrant populations, with foreign-born residents reaching 18 percent in Germany and 22 percent in Austria, while their exports grew to record levels. The research explores whether human capital migration like workers bringing skills, education, and networks has complemented or substituted trade. Evidence shows migration often reduces barriers to commerce by creating trust, demand for home-country goods, and professional connections. Skilled workers in high-tech industries further boost export capacity. Contrary to fears that migrants might weaken competitiveness, the …


The Economic Impact Of The Soda City Market In Columbia, Sc, Sarah E. Lillard Oct 2025

The Economic Impact Of The Soda City Market In Columbia, Sc, Sarah E. Lillard

Senior Theses

This study examines the role of Soda City Market in the economic and social revitalization of Columbia, South Carolina’s Main Street district. Since relocating downtown in 2012, the market has evolved from a small farmers market into a major cultural and entrepreneurial hub attracting more than 300,000 visitors annually. To evaluate its impact, the study integrates two primary methods: a vendor survey capturing business characteristics and an IMPLAN input–output model estimating the market’s economic effects within Richland County. Survey results from 25 vendors reveal a diverse and culturally representative business community in which Soda City serves as both an incubator …


Upper Peninsula Regional Economic Development Strategy, Iryna V. Lendel, Chloe Wieber, Gerrit Anderson, Sevrin Williams Sep 2025

Upper Peninsula Regional Economic Development Strategy, Iryna V. Lendel, Chloe Wieber, Gerrit Anderson, Sevrin Williams

Upjohn Institute Technical Reports

This comprehensive report describes the economy of Michigan’s Upper Peninsula, outlining both persistent issues and emerging opportunities. The region faces several structural challenges, including a decline in prime-age workers and bachelor’s degree attainment that falls below state and national averages, while shortages in housing and healthcare further limit its ability to attract and retain residents. Despite those challenges, the U.P.’s universities, longstanding industries, abundant natural resources, and robust outdoor recreation economy provide strong foundations for future development. The report recommends strategies such as strengthening retention of the talent pipeline, expanding housing and healthcare capacity, fostering small and mid-sized firms in …


The Changing Nature Of International Trade And Its Implications For Development, Pinelopi Goldberg, Michele Ruta Sep 2025

The Changing Nature Of International Trade And Its Implications For Development, Pinelopi Goldberg, Michele Ruta

Discussion Papers

This paper revisits the relationship between international trade, trade policy, and development in light of the structural, policy, and geopolitical shifts that have transformed globalization over the past decade. While trade has historically supported development through both static and dynamic channels, we argue that the latter—those inducing structural transformation and institutional change—have been far more consequential for long-run development. Through access to global markets, participation in global value chains, and knowledge and technology transfers, and by providing an anchor for reform, trade and trade agreements have contributed to productivity gains, technological progress, quality and skill upgrading, and institutional change in …


Federal Funding In The Mountain West, 2021-2024, Isabelle G. Graham, Olivia K. Cheche, Caitlin J. Saladino, William E. Brown Jr. Sep 2025

Federal Funding In The Mountain West, 2021-2024, Isabelle G. Graham, Olivia K. Cheche, Caitlin J. Saladino, William E. Brown Jr.

Elections & Governance

This fact sheet presents data on the number of federal funding awards granted to the five Mountain West states of Arizona, Colorado, Nevada, New Mexico, and Utah between 2021 and 2024. These awards include investments authorized under major federal legislation such as the Inflation Reduction Act (IRA), CHIPS and Science Act, and Bipartisan Infrastructure Law (BIL), among other programs tracked by Invest.gov. The One Big Beautiful Bill Act (OBBBA) will see funding for these programs sunsetted (terminated as the above legislation expires).


Analisis Dampak Kebijakan Insentif Fiskal Terhadap Tingkat Komponen Dalam Negeri (Tkdn) Industri Manufaktur Di Indonesia, Muhammad Muhammad, Riyanto Riyanto Sep 2025

Analisis Dampak Kebijakan Insentif Fiskal Terhadap Tingkat Komponen Dalam Negeri (Tkdn) Industri Manufaktur Di Indonesia, Muhammad Muhammad, Riyanto Riyanto

Jurnal Kebijakan Ekonomi

Over the last decade, the manufacturing sector's contribution to Indonesia's economy has declined. In 2010, it was 29.10% of GDP, but by 2022, it had dropped to 19.14%. Employment in the sector also fell, from 14.91% of the workforce in 2010 to 13.80% in 2022. To reverse this trend, the government introduced a policy to boost the Domestic Component Level (DCL) in manufacturing. By offering fiscal incentives to industries meeting certain DCL targets, the government aims to drive economic growth and job creation. A study using BPS data from 2008-2019 shows that this policy raised DCL by 23.5%.


Abundance Strategies Should Promote Abundant Jobs In Distressed Places, Timothy J. Bartik Sep 2025

Abundance Strategies Should Promote Abundant Jobs In Distressed Places, Timothy J. Bartik

Upjohn Institute Policy Papers

A prominent recent policy debate is about “abundance policies”: policies to make it easier to build housing or infrastructure, deliver government services more quickly and more efficiently, and expedite the public funding of the most innovative and socially impactful research. In this essay, I argue that abundance advocates often mistakenly ignore or have a negative attitude toward “place-based policies.” These place-based policies would seek to increase employment rates, particularly in good jobs, in two types of distressed places that lack abundant job opportunities: distressed local labor markets and distressed neighborhoods. Both the goals and means of place-based policies fit into …


Learning Camp, Language Of Instruction, And Education Outcomes: Evidence From A Field Experiment In Malawi, Hyuncheol Bryant. Kim, Kim Sep 2025

Learning Camp, Language Of Instruction, And Education Outcomes: Evidence From A Field Experiment In Malawi, Hyuncheol Bryant. Kim, Kim

Research Collection School Of Economics

We conducted a randomized experiment to study the impacts of a summer learning camp and the language of instruction on education outcomes. The program, covering social studies and mathematics, provided additional high-quality learning time for 4th and 5th graders in Malawi. The program significantly increased test scores in social studies and mathematics (0.24–0.36 standard deviations). We find suggestive evidence that the impact on test scores in social studies was greater for students instructed in Chichewa, the local language, than for those instructed in English. However, we find no such evidence of differential impacts on test scores in mathematics by the …


The Global Gender Distortions Index (Ggdi), Pinelopi Goldberg, Charles Gottlieb, Somik Lall, Meet Mehta, Michael Peters, Aishwarya Lakshmi Ratan Aug 2025

The Global Gender Distortions Index (Ggdi), Pinelopi Goldberg, Charles Gottlieb, Somik Lall, Meet Mehta, Michael Peters, Aishwarya Lakshmi Ratan

Discussion Papers

The extent to which women participate in the labor market varies greatly across the globe. If such differences reflect distortions that women face in accessing good jobs, they can reduce economic activity through a misallocation of talent. In this paper, we build on Hsieh et al. (2019) to provide a methodology to quantify these productivity consequences. The index we propose, the ”Global Gender Distortions Index (GGDI)”, measures the losses in aggregate productivity that gender-based misallocation imposes. Our index allows us to separately identify labor demand distortions (e.g., discrimination in hiring for formal jobs) from labor supply distortions (e.g., frictions that …


Snap Benefits In A Recession: Mountain West State Projections, Olivia K. Cheche, Caitlin J. Saladino, William E. Brown Jr. Aug 2025

Snap Benefits In A Recession: Mountain West State Projections, Olivia K. Cheche, Caitlin J. Saladino, William E. Brown Jr.

Health

This fact sheet presents data on simulated recession impacts to the Supplemental Nutrition Assistance Program (SNAP) in the Mountain West. The Urban Institute’s “How Would a State Cost Share Affect SNAP in a Recession?” report provides recession projections based on the current SNAP policy – which allows SNAP to automatically expand in the event of a recession – as well as a 10% cost share scenario, for all 50 U.S. states and the District of Columbia. This fact sheet focuses on recession projections for the five Mountain West states of Arizona, Colorado, Nevada, New Mexico, and Utah.


Births In The Mountain West, 2023, Lara Karaalp, Yashesvi Sharma, Caitlin J. Saladino, William E. Brown Jr. Aug 2025

Births In The Mountain West, 2023, Lara Karaalp, Yashesvi Sharma, Caitlin J. Saladino, William E. Brown Jr.

Demography

This fact sheet details data from a National Vital Statistics report on the number of births within the Mountain West in 2023. This report, offered through the U.S. Centers for Disease Control and Prevention (CDC), includes data on the race/ethnic demographics of mothers of American Indian and Alaska Native, Asian, Black, Native Hawaiian and Pacific Islander, white, and Hispanic descent. This fact sheet explores birth data for the Mountain West states of Arizona, Colorado, Nevada, New Mexico, and Utah, by the mother’s place of residence.


Empowerment Through The Sisters Lifting As We Climb Network: Examining The Organization’S Impact On Black Women, Sharnay Hearn Davis Aug 2025

Empowerment Through The Sisters Lifting As We Climb Network: Examining The Organization’S Impact On Black Women, Sharnay Hearn Davis

Electronic Theses and Dissertations

This phenomenological case study examines the role of empowerment within the “Sisters Lifting as We Climb Network” through the experiences of Black women participants in Pittsburgh, Pennsylvania. Utilizing in-depth semi-structured interviews, the research investigates the organization's origins, evolution, and social support mechanisms that foster empowerment, as well as participants' experiences with programs and activities over the past nine years. Additionally, the study identifies areas for organizational improvement to further enhance participant empowerment.

The findings of this research support the empowerment theory framework by clarifying the preconditions, processes, and outcomes of empowerment within the Network, which fosters sisterhood and enhances participants' …


Constructing A State: Canals And The Transformation Of The Economy, Politics, And Finance In Nineteenth-Century New York, Youwei Xing Aug 2025

Constructing A State: Canals And The Transformation Of The Economy, Politics, And Finance In Nineteenth-Century New York, Youwei Xing

All Dissertations

This dissertation consists of three essays in economic history, unified by a focus on one of America's earliest transportation infrastructures, the canal system, in nineteenth-century New York. Each chapter explores a different aspect of the state's transformation: its economy, politics, and finance, each of which helped construct New York as the Empire State.

The first chapter studies the economic impact of canals on economic modernization from three aspects: sectoral transition, urbanization, and banking development. Contrary to much of the modern literature finds transportation infrastructure leads to decentralization, I find the opposite-evidence of centralization. Specially: (1) canal towns experienced a transition …


Draining Development: The Changing Nature Of Corruption In Post-Independence India, Chandra Tiwari Aug 2025

Draining Development: The Changing Nature Of Corruption In Post-Independence India, Chandra Tiwari

Graduate Program in International Studies Theses & Dissertations

The economic growth of emerging economies, particularly India’s, stands at a crossroads as the fight against corruption intensifies. Corruption poses a significant threat to the overall development of a country, necessitating the convergence of technological advances with national and global initiatives to combat the issue. Despite several ongoing efforts taken by international bodies to enforce regulations, challenges persist in curbing this issue due to the fundamental behavioral and structural factors at play. This dissertation investigates the dynamic evolution of corruption within a cash-based economy, a period of trade openness, and the contemporary digitalized age in India through a comparative case …


The Social Dimensions Of Aquaculture: Food Sovereignty And Indigenous Rights In Ketchikan, Alaska, Morgan J. Davis Aug 2025

The Social Dimensions Of Aquaculture: Food Sovereignty And Indigenous Rights In Ketchikan, Alaska, Morgan J. Davis

Capstone Collection

This research project asks how the growing commercial aquaculture industry in Ketchikan, Alaska, functions to alleviate or exacerbate local food insecurity; reinforce or undermine food sovereignty among Indigenous communities, and enhance or restrict community participation in the control of marine resources. Global initiatives have responded to food insecurity through agricultural inputs and technology to create higher yields; however, conventional agricultural production has contributed to and is increasingly vulnerable to climate change. To address higher demands for food, government agencies and development experts have looked towards Blue Growth and aquaculture as a solution for food insecurity and environmental concerns. While aquaculture …


The Impact Of Green Finance, Trade Openness, And Fossil Fuel Subsidies On Renewable Energy Consumption: A Global And Asia-Pacific Perspective, Alya Ryanti Fitjriyah, Inayati Nuraini Dwiputri Jul 2025

The Impact Of Green Finance, Trade Openness, And Fossil Fuel Subsidies On Renewable Energy Consumption: A Global And Asia-Pacific Perspective, Alya Ryanti Fitjriyah, Inayati Nuraini Dwiputri

Journal of Environmental Science and Sustainable Development

Fossil fuels are the major source of global emissions, with the Asia-Pacific region being the climate biggest polluter. Despite the global efforts to shift to cleaner energy, fossil fuels still dominate the energy mix. Therefore, renewable energy adoption needs to be encouraged more to improve economic sustainability. The Glasgow Climate Pact emphasises the importance of helping developing countries in addressing the climate change issue through financial support, capacity building, and technology transfer. Hence, this study examines the influence of green finance, open trade, and fossil fuel subsidies on renewable energy adoption in 38 countries from 2017 to 2023. By using …


Kemiskinan Multidimensi Dan Ketahanan Pangan: Analisis Multilevel Di Kalimantan, Lina Agustina Pujiwati, Afriyanni Afriyanni, Dewi Harfina, Zainal Fatoni Jul 2025

Kemiskinan Multidimensi Dan Ketahanan Pangan: Analisis Multilevel Di Kalimantan, Lina Agustina Pujiwati, Afriyanni Afriyanni, Dewi Harfina, Zainal Fatoni

Jurnal Ekonomi Kependudukan dan Keluarga

Food security is a crucial issue for sustainable development and is highly influenced by multidimensional poverty. This study measures food security and multidimensional poverty in Kalimantan Island, analyzes the determinants of household food security through a multilevel approach, and explores the influence of multidimensional poverty and regional context on food security. Data were obtained from the March 2022 National Socio-Economic Survey, comprising 33,201 households and integrated with district-level characteristics. Multidimensional poverty was measured using the Alkire-Foster method, while food security was measured based on energy consumption and the proportion of food expenditure. A multilevel ordinal logistic regression was employed to …


Sex Ratios By Nevada County, 2023, Mia Tschan, Olivia K. Cheche, Caitlin J. Saladino, William E. Brown Jr. Jul 2025

Sex Ratios By Nevada County, 2023, Mia Tschan, Olivia K. Cheche, Caitlin J. Saladino, William E. Brown Jr.

Demography

This fact sheet presents data on age-based sex ratios – or the number of men to women in a population – in 17 Nevada counties: Carson City, Churchill, Clark, Douglas, Elko, Esmeralda, Eureka, Humboldt, Lander, Lincoln, Lyon, Mineral, Nye, Pershing, Storey, Washoe, and White Pine. The data are derived from the 2025 American Institute for Boys and Men (AIBM) report, “Patterns and trends in county-level sex ratios,” which includes data on sex ratios in all 50 U.S. states and the District of Columbia.


Exchange Rate And Indonesia Economic Growth, Ayi Supriyadi, Yanfitri Yanfitri, Trinil Arimurti, Sinta Atharinanda Jul 2025

Exchange Rate And Indonesia Economic Growth, Ayi Supriyadi, Yanfitri Yanfitri, Trinil Arimurti, Sinta Atharinanda

Bulletin of Monetary Economics and Banking

We examine the effect of the exchange rate on the economy and the impact of the Dominant Currency Paradigm (DCP) on Indonesia’s export volume. This study employs multiple methodologies, namely the Auto Regressive Distributed Lag (ARDL) model, the non-linear version of ARDL, and panel regressions. The findings indicated that the depreciation of the exchange rate influenced economic expansion. The beneficial effect was mitigated by the influence of finance as seen in the company’s financial sheet. The findings also indicate the influence of DCP on the volume of international trade in Indonesia.


Loan Restructuring And Deposit Growth: Evidence From The Market Discipline During The Covid-19 Outbreak, Indra Tumbelaka Jul 2025

Loan Restructuring And Deposit Growth: Evidence From The Market Discipline During The Covid-19 Outbreak, Indra Tumbelaka

Bulletin of Monetary Economics and Banking

Amid the COVID-19 pandemic, banks boosted loan restructuring efforts to offer borrowers assistance and preserve credit quality. This study employs dynamic and static panel data from Indonesian commercial banks to include restructured loans as a metric for assessing market discipline prior to and during the pandemic. Depositors shown discipline about banks’ credit risk during the COVID-19 period and exhibited heightened sensitivity to restructured loans. Subsequent analysis indicates that the association between deposit growth and restructured loans was more pronounced in government, small, and publicly listed banks during the outbreak


Pop Culture In Appalachia: West Virginia Pop Culture Conventions, Heather Lauer Jul 2025

Pop Culture In Appalachia: West Virginia Pop Culture Conventions, Heather Lauer

Librarian Research

This creative graduate humanities project explores the development, impact, and challenges of pop culture conventions in West Virginia and the implications on the broader Appalachian region. Through in-depth interviews with organizers of eight regional conventions—including HerdCon, Tsubasacon, Causeacon, and the Mothman Festival— I examined the motivations behind organizing such events, the cultural and logistical hurdles faced, and the personal and communal rewards experienced by those involved. By investigating how these events foster community, promote regional tourism, and provide inclusive spaces for fandoms, the project highlights the importance of pop culture in shaping identity and engagement in rural Appalachia. Special attention …


Estimating How Much Children Work: Questionnaires Versus Time Use Diaries, Juana Lamote De Grignon Pérez, Wenbin Wang, Tanay Kasyap, Matthew Henglong Luo, Jialu Tang Jul 2025

Estimating How Much Children Work: Questionnaires Versus Time Use Diaries, Juana Lamote De Grignon Pérez, Wenbin Wang, Tanay Kasyap, Matthew Henglong Luo, Jialu Tang

Discussion Papers

Current estimates of child labour often rely on questions such as, “How many hours did you work last week?” While biases in adult self-reports are well-documented in high-income countries, there is limited evidence on the accuracy of children’s responses in low- and middle-income countries (LMICs). Using data from nine LMICs, including China and India, this paper shows that time diaries report more than twice as many work hours as standard questionnaires. This discrepancy suggests that current estimates may significantly understate child labour. Moreover, certain forms of work—such as collecting water or firewood—appear to contribute to these measurement gaps.