STATADevelopment EconomicsCross-Country Analysis

Economic Empowerment & Marginalization in Developing Countries

A collaborative research project examining the drivers and consequences of economic empowerment and marginalization across developing countries, published as a REDI report by PAC@REDI at Colorado State University.

Overview

This collaborative research project explores the patterns of economic empowerment and marginalization across developing countries. Working as part of a team through PAC@REDI (Policy Analysis in Collaborative Action at REDI) at Colorado State University, we analyzed cross-country data to identify factors associated with economic inclusion and exclusion in low- and middle-income nations.

The findings were published as "Exploring Economic Empowerment and Marginalization Using Data from Developing Countries" — a REDI Report by PAC@REDI (Bernasek et al., 2021).

Motivation

Economic empowerment — the ability of individuals and communities to participate meaningfully in economic life — is a central goal of development policy. Yet many populations in developing countries remain marginalized due to factors including limited access to education, discrimination based on gender or ethnicity, geographic isolation, and weak institutional frameworks.

Data & Methods

  • Cross-Country Dataset: The analysis draws on data from multiple developing countries, combining indicators of economic participation (labor force rates, income levels, asset ownership), social factors (education attainment, gender equality indices), and institutional measures (governance quality, legal protections).
  • Exploratory Analysis: Systematic examination of patterns in empowerment outcomes across countries, regions, and demographic groups to identify systematic disparities and potential causal mechanisms.
  • Literature Integration: Findings are contextualized within existing research on development economics, gender studies, and institutional analysis.

Collaboration

This project was conducted as part of a student research internship with PAC@REDI at Colorado State University. The team included multiple students working under faculty supervision, combining diverse perspectives and analytical skills to produce a comprehensive analysis suitable for publication as an academic report.

Key Findings

The analysis identifies key drivers of economic marginalization across developing countries, highlighting the interconnected roles of education access, gender norms, institutional quality, and geographic factors. The findings contribute to understanding how different forms of disadvantage compound one another and suggest policy priorities for promoting more inclusive economic development.

Visualizations & Results

Cross-country analysis visualization showing economic empowerment indicators across developing nations from the REDI report.
Cross-country analysis visualization showing economic empowerment indicators across developing nations from the REDI report.
Comparative data on marginalization patterns and economic participation rates across developing country regions.
Comparative data on marginalization patterns and economic participation rates across developing country regions.

Technologies & Tools

STATADevelopment EconomicsCross-Country AnalysisData Wrangling