Growth and Development Commons^™

Built By Hand, Run By Machine: Robots And The Uneven Displacement Of Native And Migrant Workers In Germany (2012-2024), Farida Mohamed Elkhosht

Theses and Dissertations

This study investigates whether industrial robot adoption generates differential employment effects for native and migrant workers across German local labor markets, using district-level data for 393 districts over 2012–2024. This question matters because Germany combines one of the world's highest concentrations of industrial robots with one of the largest migrant workforces in the OECD. Despite growing policy interest in the distributional effects of technological change, limited evidence exists on whether automation affects native and migrant employment differently within the same local labor markets. Using Bartik shift-share design to measure exogenous variation in robot exposure, the study finds that the effect …

The Asymmetric Effect Of The Rupiah Exchange Rate On Indonesia's Non-Oil And Gas Exports, Muhammad Sugiantoro, Diah Wahyuningsih, Ris Yuwono Yudo Nugroho, Widita Kurniasari, Ahmad Kamil

Jurnal Ekonomi dan Studi Pembangunan

This study aims to analyze the asymmetric effect of the rupiah exchange rate on Indonesia's non-oil and gas sector exports, by considering the control variables. As well as identifying whether Indonesia's non-oil and gas sector exports are more responsively influenced by rupiah exchange rate depreciation or rupiah exchange rate appreciation. The analysis technique used is Nonlinear Autoregressive Distributed Lag (NARDL) with quarterly data from 2016 to 2023. The results showed that the rupiah exchange rate has an asymmetric effect on Indonesia's non-oil and gas sector exports, both in the short and long term. Depreciation and appreciation of the rupiah exchange …

Mengukur Capaian Dan Identifikasi Konvergensi Pembangunan Infrastruktur Antarprovinsi Di Indonesia, Ressa Isnaini Arumnisaa', Aisyah Fitri Yuniasih

Jurnal Ekonomi dan Pembangunan Indonesia

Indonesia’s economic challenges are characterized by stagnant economic growth and regional development disparities. This study analyzes the achievement and convergence of infrastructure development across provinces in Indonesia during 2011–2021 through the construction of an Infrastructure Development Index (IPI). The study employs panel data from 33 provinces, using factor analysis to construct the IPI and the First Difference Generalized Method of Moments (FD-GMM) to examine convergence and its determinants. The results show that many provinces still have IDI scores below the national average. Furthermore, the FD-GMM model shows that σ-convergence and β-convergence occur in Indonesia. In addition, GRDP per capita, inflation, …

The Nexus Between Economic Growth, Energy Consumption, Technology Innovation, And Co2 Emissions In Vietnam, Ha Thi Thu Nguyen

Economic and Business Review

Vietnam's rapid economic growth has intensified environmental pressures, heightening concerns about the country's ability to decouple growth from rising CO₂ emissions. Although green policies and initiatives have been introduced, questions remain regarding their effectiveness and the extent to which technological innovation and renewable energy can mitigate environmental degradation. This study applies the stochastic impacts by regression on population, affluence, and technology (STIRPAT) framework and autoregressive distributed lag (ARDL) approach to investigate the short- and long-run impacts of economic growth, foreign direct investment (FDI), technological innovation, renewable energy consumption, and forest area on CO₂ emissions in Vietnam, using annual …

Fiscal And Monetary Policies For Inclusive Growth In Developing And Emerging Markets, Collins Anosike

Journal of Global Awareness

The study examined the effects of monetary and fiscal policies in attaining inclusive growth for some developing countries and emerging markets. The study selected 20 countries and grouped them into group one and group two. The study is unique because it captures a broader range of countries compared to previous studies and shows their effect on economic growth. We use panel data and employ OLS regression and Johansen cointegration. We examine how each variable, general government expenditure, gross national expenditure, total revenue, official exchange rate, broad money, and deposit interest rate, affects the dependent variable (real GDP) from 1980 to …

Spatial Analysis Of Maize Yields And Household Dietary Diversity In Sub-Saharan Africa: Causal Evidence From A Machine Learning Instrument, Addi Joof

Master's Theses

MAIZE YIELDS AND HOUSEHOLD DIETARY DIVERSITY IN SUB-SAHARAN AFRICA: EVIDENCE ON THE CAUSAL EFFECT FROM A MACHINE LEARNING INSTRUMENT

Addi Joof, University of San Francisco, May 2026

This paper provides estimates of the effect of maize yield on household dietary diversity across seven Sub-Saharan African countries, using data from 36,474 maize-growing households in the Living Standards Measurement Study Integrated Surveys on Agriculture (LSMS-ISA) panels for the period 2008--2021. OLS estimates which include district and country-by-wave fixed effects yield a positive and significant coefficient of 0.070 (SE = 0.006, p < 0.001), implying that a 10 percent increase in maize yield raises the Household Dietary Diversity Score (HDDS) by approximately 0.007 food groups. Because self-reported yields are subject to classical measurement error and unobserved household characteristics confound the OLS estimate, we construct an instrumental variable using a Random Forest model trained on satellite-derived agro-environmental features including the Enhanced Vegetation Index, Normalized Difference Vegetation Index, Growing Degree Days, precipitation, and soil moisture obtained from Google Earth Engine at the GPS-coordinate-by-year level. Our preferred 2SLS specification, which adds region fixed effects to absorb persistent sub-national geographic variation, returns a positive point estimate of 0.217 (SE = 0.206; 95% CI: -0.19 to +0.63, p = 0.294) larger than OLS and consistent with downward attenuation bias, but imprecisely estimated and statistically indistinguishable from zero at conventional levels. We interpret the OLS estimate of 0.070 as a credible lower bound on the true effect, with the IV evidence pointing to a moderately larger but uncertain magnitude. Heterogeneity analysis reveals a declining gradient across consumption quintiles the effect is strongest among the poorest households (Q1: 0.055, p < 0.01) and diminishes with wealth (Q5: 0.015, not significant) while showing no gradient across market-integration levels. These patterns are consistent with own-consumption, rather than market income from surplus sales, as the primary pathway from yield to dietary diversity. OLS estimates are positive and significant in five of six estimable countries. The findings suggest that maize yield improvements can serve as a nutrition co-investment, particularly for subsistence-oriented smallholders, though the available data do not permit a sharp causal quantification of the effect size.

Keywords: dietary diversity, maize yields, instrumental variables, Sub-Saharan Africa, LSMS-ISA, satellite …

Empirical Results From The Eliminations Of Municipal Minimum Parking Requirements, David A. Griffith

Honors Theses

Minimum Parking Requirements (MPR) are municipal zoning ordinances mandating a set number of off-street parking spaces for new developments. Since the 1950s, MPR has been the near-universal way American municipalities supply parking, though growing criticisms since the late 1990s have targeted the policy for distorting development patterns, imposing high costs, and subsidizing personal vehicle use. Beginning in the early 2010s and increasingly in the early 2020s, cities and counties across the United States have moved to reform or eliminate MPR. This paper is the first empirical study of the economic effects of these removals. Using a two-way fixed-effects difference-in-differences OLS …

The Impatience Of Winning: An Analysis Of Time Discounting, Predictive Modeling, And The Nba Draft, Alec R. Plante

Business and Economics Honors Papers

This paper examines whether NBA draft decisions can be better explained by incorporating non-geometric time discounting into a model of general manager decision making. Using a dataset of 285 NBA draft prospects over a 12-year period, the impact of college statistics on Value Over Replacement Player (VORP) is determined, and these impact values are then used to create a “predicted” VORP for the first 4 seasons of each player’s career: a projection of what a general manager might think of a prospect’s future value given their college statistics. Following this, geometric and hyperbolic time discounting models are applied to estimate …

Protection Vs. Progression: A Macroeconomic Approach To Military Expenditure Direct Effects On Social Outcomes Using Ihdi Measures, Connor Graham

Global Tides

This study examines whether military expenditure reduces inequality-adjusted human development and how national governance quality moderates these effects. Using panel data covering 121 countries from 2010-2023, two-way fixed effects models are employed to estimate the relationship between military spending and the Inequality-Adjusted Human Development Index (IHDI). Three key findings emerge from the analysis based on the resulting data. First, a one percentage point increase in military spending reduces IHDI by 0.0012-0.0015 points. Second, the effects prove seven times larger in developed countries than in developing ones, which runs contrary to expectations and prior literature. Lastly, political stability emerged as a …

Disaggregated Economic Complexity And Inflation In Oecd Countries, Raymond L. Aor, Afees A. Salisu

Bulletin of Monetary Economics and Banking

This study probes the intricate relationship between economic complexity and inflation dynamics, an area that has been relatively under-researched despite the potential for economic complexity to predict inflation. We focus on selected OECD countries and use panel data from 1998 to 2021. Utilizing a Panel Autoregressive Distributed Lag (PARDL) model, we analyze both short- and long-term dynamics across various components of inflation. Our analysis encompasses both aggregate and disaggregated indicators of complexity, including ECI-Trade, ECI-Technology, and ECI-Research. The results indicate that the impact of economic complexity on inflation differs depending on the type of inflation and the time frame considered. …

The Impact Of Student Achievement On Economic Growth: A Pisa-Based Analysis Of Gdp Per Capita, Emma Rose Nasr

Undergraduate Theses and Capstone Projects

This study investigates the extent to which international student achievement, measured through PISA assessments in mathematics, reading, and science, explains cross-country differences in economic development. Using an unbalanced panel data set combining PISA results from 2015, 2018, and 2022 with macroeconomic indicators from the World Development Indicators, I estimate multiple regression models, including pooled OLS, country and time fixed effects, and subsample analyses for developed and developing countries. Results from the pooled model indicate strong positive associations between PISA scores and GDP per capita, consistent with human capital theory. However, these relationships diminish under fixed effects specifications, suggesting that cross-country …

From Collective Punishment To Collective Action, Samuel N. Johnson-Saeger

CMC Senior Theses

Regime change may be sought in two primary ways, absent a turn to internal or external violence: through nonviolent resistance, from within, and sanctions, from abroad. This paper is about how those two pathways are intertwined. I challenge two different strands of the existing literature. First, I show that Liou et al. (2022)'s finding that sanctions increase the predicted probability of nonviolent resistance movement progress is subject to substantial upward bias from country heterogeneity. Incorporating country fixed effects, I show that sanctions, on average, have no statistically significant effect on resistance outcomes. Second, I challenge Chenoweth and Stephan (2008)'s argument …

Dampak Kebijakan Hilirisasi Nikel: Kuasi-Eksperimen Di Sulawesi, Siddiq Robbani, Uka Wikarya

Jurnal Ekonomi dan Pembangunan Indonesia

Studi ini menganalisis dampak kebijakan larangan ekspor bijih nikel (2014–2016) dan pembangunan smelter (2009–2021) terhadap PDRB per kapita dan konsumsi rumah tangga per kapita menggunakan data panel seimbang dari 81 kabupaten/kota di Sulawesi periode 2006–2021. Dampak kausal dan efek spillover dianalisis menggunakan metode Difference-in-Difference (DiD) dan Spatial Durbin Model (SDM). Hasil penelitian menunjukkan kebijakan larangan ekspor tidak berdampak pada kedua variabel. Pembangunan smelter justru berdampak negatif terhadap PDRB per kapita, tetapi menghasilkan efek spillover positif pada PDRBperkapita daerah tetangga dan efek spillover negatif terhadap konsumsi rumah tangga per kapita di daerah non-smelter.

Trade Dependency And Resilience: An Analysis Of Egypt’S Wheat Import Dynamics During The Russia-Ukraine War, Maha Elhini, Jomana M. Eiisa, Rasha Hammam

Economics

Purpose

Provided that Egypt is the world’s largest wheat importer, the conflict between its primary suppliers presents significant challenges to its trade stability and food security. This paper aims to investigate the impacts of the Russia–Ukraine (RU) war on Egypt’s trade dynamics, with a particular focus on wheat imports over the period 1995–2023.

Design/methodology/approach

The study uses the Fully Modified Ordinary Least Squares (FMOLS) model to estimate the relationship between macroeconomic variables and Egypt’s trade performance, as well as agricultural determinants and wheat import dynamics.

Findings

The empirical results show that Egypt’s GDP growth rate and its exchange rate have …

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 …

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%.

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.

Pengaruh Demokrasi Terhadap Pertumbuhan Ekonomi Daerah Di Indonesia, Jayanti Kusumaningrum Utomo, Widyono Soetjipto

Jurnal Ekonomi dan Pembangunan Indonesia

This study observes that previous research on the relationship between democracy and economic growth has produced ambiguous outcomes. The aim of this paper is to estimate the relationship between democracy and regional economic growth in Indonesia. Using a fixed effects model with 374 provincial-level observations, the results indicate a statistically significant and positive relationship between democracy and regional economic growth in Indonesia.

The Long-Term Effect Of Universities On Local Technology, Dafina Rizvanolli

Master's Theses

This paper studies the long-term effects of universities on local economic complexity, contributing to new evidence on how higher education institutions shape local productive capabilities over time. While extensive research documents universities’ positive impact on development, fundamental questions remain about the mechanisms through which they operate. Our study employs the Economic Complexity Index (ECI), a measure that captures the diversity and ubiquity of regional economic structures, to provide novel insights into universities’ influence on local economies. Building on Andrews (2023), we exploit historical natural experiments in university site selection during the 19^th and 20^th centuries in the U.S. …

The Hidden Logic Behind Migration And Success, Elsa Russom

Master's Projects and Capstones

This research paper explores the hidden drivers of financial success among Eritrean migrants navigating uncertainty, displacement, and limited institutional access. Drawing on original survey data collected from diaspora communities across East African host countries, I apply a mixed-methods framework combining ordinal and binary logistic regression, random forest classification, bootstrapping, and Bayesian causal mediation; to identify the structural and cultural variables most predictive of financial stability. The findings reveal that participation in Ekub, a traditional rotating savings association, and engagement in communal support systems are the strongest predictors of financial success, outperforming conventional factors such as age, education, or employment status. …

Elected To Die: The Effect Of Municipal Assassinations On Remittances In Mexico, Victor M. Mendez Robles

Latin American Studies Honors Projects

This paper looks at localized violence in Mexico through both a qualitative and quantitative approach. Looking at some motivating factors behind violence against political institutions at the municipal level in Mexico. In addition, this paper looks at the relationship between assassinations of municipal mayors in Mexico to see if their assassination leads to changes in remittances in those municipalities in the following periods. This paper uses various difference in difference models to come to its conclusion. There is suggestive evidence of a relationship between remittance growth in municipalities in the periods following an assassination of a mayor currently in office.

Microfinance In Latin America: Sustainability, Growth, And Efficiency, Katelyn M. Hoidal

Global Tides

The subsequent research addresses the question: Within populous Latin American countries (Ecuador, Mexico, Panama, Argentina, Chile, and Peru), are microfinance institutions associated with differences in GDP and household consumption equally between 2010 and 2018? Which do they have a stronger correlation with? The essence of this question seeks to answer whether the correlation between MFIs and wealth indicators carries over to a national level or merely persists at an individual level. This research has been informed and influenced by literature and studies conducted across South Asia, Africa, and Latin America focusing on the research of Abdelkader, Naveeda, Annim, Campbell, Armendáriz, …

Beyond The Stats: Empirical Analysis Of The Impact Of Performance Metrics And Nationality On Major League Soccer Player Salaries: A Panel Data Analysis, Daniel Pereira

Empirical Economic Bulletin, An Undergraduate Journal

This paper investigates the possibility of how player in-game individual performance and nationality shape the salary system in Major League Soccer (MLS). The objective is to evaluate the direct relationship between key performance indicators (KPIs) such as field position, goals, assists, appearances, and defensive contributions, and how these factors are different between domestic and international players.

Ai Adoption And Wage Growth In U.S. Industries: A Sectoral Analysis, Demitrius Andrellos

Empirical Economic Bulletin, An Undergraduate Journal

Artificial Intelligence (AI) is transforming nearly every sector and has significant implications for workers and their wages. This paper examines the impact of the utilization of AI on wage growth across various industries in the United States. Through analysis of trends, examination of current research, and regression analysis using real industry data, the research demonstrates the disparate impacts of AI. Research suggests that AI raises wages in tech- and finance-centric sectors where it complements humans but keeps wages down in labor-intensive sectors where it replaces them. Understanding this disparity is important to build equitable workforce policies for the AI age.

Empirical Analysis Of The Impact Of Macroeconomic Determinants On Equity Reit Performance, Chris Morello

Empirical Economic Bulletin, An Undergraduate Journal

This paper investigates how equity Real Estate Investment Trusts (REITs) respond to key macroeconomic factors: stock market performance, interest rate changes, and inflation. Using annual data from 1972 to 2024, multiple linear regressions are conducted to assess which variables significantly explain REIT returns. The results reveal a strong and consistent relationship between equity REIT performance and S&P 500 returns, while interest rates and lagged inflation measures show no statistically significant impact. These findings suggest that REITs behave more like equities than fixed-income assets, particularly in the long term. While the models have limited explanatory power, the analysis supports the idea …

Determinants Of Wealth Inequality In Central America: A Panel Data Analysis Of Socioeconomic And Institutional Factors, Jose Manuel Fernandez Pou

Empirical Economic Bulletin, An Undergraduate Journal

This study applies a non-linear panel threshold regression model to examines the factors of economic development in Central America, with an emphasis on institutional and socioeconomic factors. Using data acquired between 2000 and 2023 the research evaluates how different variables like trade openness, FDI, financial development, education spending, inflation and population growth impacts the growth of GDP at different levels of institutional quality. The results demonstrate that institutional quality levels create a distinct threshold effect when trade openness and FDI fail to promote growth in weak institutional settings while inflation volatility strongly hinders growth. FDI and financial development show positive …

Beyond The Road Trip: Investigating The Impact Of Travel Fatigue On Nba Team Performance, Anthony Pugliese

Empirical Economic Bulletin, An Undergraduate Journal

This paper investigates the impact of travel fatigue on NBA player performance. In this paper we will look at key variables such as back-to-back games and long-distance travel. By using specific team by team data on factors like game results, travel distance, and rest days. This study examined how specific factors like time zone shifts and travel length influences winning percentage and player efficiency. This paper will also show a regression analysis and visual data to back up results using real life data. The results showed that team performance decreased significantly when teams were at a higher rate of travel …

The Contemporaneous Impact Of Unemployment And Income Inequality On Violent Vs Property Crime Rates In New England: A Panel Data And Machine Learning Approach, Cora Sousa

Empirical Economic Bulletin, An Undergraduate Journal

This paper investigates the possible impact of unemployment and income inequality on property and or violent crimes in the New England region in the United States from 2003 to 2022. Using a panel data analysis looking at unemployment rates and factors of income inequality in New England states, Connecticut, Maine, Massachusetts, Rhode Island, New Hampshire, and Vermont, along with demographic factors like race and gender aim to find a relationship between unemployment and income inequality with crime rates. Economic distress, usually caused by unemployment, can cause an individual to commit crimes due to hard times. Using machine learning decision trees …

The Price Of Victory: A Machine Learning Analysis Of How Salary Dispersion Influences Team Success In Major League Baseball, Joseph Belsanti

Empirical Economic Bulletin, An Undergraduate Journal

This paper examines the effect of salary dispersion on team success in Major League Baseball (MLB). Using data from 29 MLB teams over eight seasons (2012-2019), this study uses multiple models, such as Ordinary Least Squares (OLS), panel data regressions, and Random Forest machine learning, to investigate the degree – if any – that inequalities in a team's payroll impacts success, measured by winning percentage. The study's results show that, contrary to prevailing theories, salary dispersion – measured by a Gini coefficient – is not a significant predictor of a team's winning percentage (team success). Instead, team performance metrics, such …

The Impact Of Tariffs And Institutional Quality On Economic Growth In Latin America: A Panel Data Analysis, Blaisedel Frampton

Empirical Economic Bulletin, An Undergraduate Journal

This paper investigates the relationship between tariffs and economic growth in Latin American countries and how institutional quality may impact this relationship. The study will use data from the World Development Indicators Data Bank. The data used comes from 18 high- or middle-income countries within South America and the Caribbean from the years 2003 to 2023. Results from this study were found using a fixed-effects regression model. The results from this study show that overall, there is a negative correlation between tariffs and economic growth in South America. There is also a positive correlation between institutional quality and economic growth …