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Equity and Inclusive Growth Indicators Analysis

Project Overview

This project conducts a comprehensive analysis comparing the PlanRVA (MPO) footprint data—or Richmond Region, as available—with other regions on Equity and Inclusive Growth Indicators, with a specific focus on underserved populations.

What Defines Underserved Populations?

For the purposes of this analysis, underserved populations are defined by the EDA as including Black, Latino, and Indigenous and Native American persons, Asian Americans and Pacific Islanders, and other persons of color. This encompasses all Census Race categories except White.

Data Sources

This analysis leverages data from multiple sources to ensure a comprehensive overview:

  • Greater Washington Partnership Inclusive Growth Dashboard - Data Representation.
  • Urban Institute Mobility Dashboard - Data Representation.
  • American Community Survey (ACS) Datasets. - Actual Data used in this project.

Analysis Goals and Objectives

The project aims to shed light on various indicators of distress such as income, wage, poverty, educational attainment, and unemployment rates—both in aggregate and disaggregated by race—to inform policy and interventions aimed at fostering equity and inclusive growth.

Key Indicators

Ongoing Work - The project currently covers two indicators and work is ongoing to add the other indicators.

✔️ Income ✔️ Educational attainment

  • Wage
  • Poverty
  • Unemployment

Detailed Objectives

  1. Compare PlanRVA footprint data with other regions on the stated indicators.
  2. Focus on underserved populations, presenting data both in aggregate and disaggregated by race.
  3. Visualize data using comparisons of numbers, percentages, and bar charts.

Mapping Analysis

Objectives

Create maps for the PlanRVA footprint at the Census Tract level to show:

  • Percentage of the population under poverty.
  • Demographic breakdowns under poverty (Black or African American, Hispanic or Latino, and all underserved race categories combined).

Key Questions

  • What percentage of the population in PlanRVA's footprint are underserved?
  • What percentage of the population is under poverty?
  • Identify concentrated pockets of poverty within the region.

Comparative Analysis with Other Regions

Objectives

  • Median Household Income: Compare our region's median household income to others and analyze it by race categories.
  • Unemployment Rate: Analyze and compare overall unemployment rates and by race categories within the region.
  • Educational Attainment: Assess and compare across the same dimensions.

Potential Comparison Cities

  • Louisville/Jefferson Metro Area, Kentucky
  • Nashville Metro Area
  • Baltimore Metro Area
  • And more, focusing on specific counties within these metro areas as outlined in the project instructions.

Future Tasks

The comparison with other regions is currently underway and represents a key area of future development for this project. Stay tuned for updates as we expand our analysis to include additional metropolitan areas.

Contributing

We welcome contributions from researchers, data analysts, and policy makers. Whether you're adding new data sources, enhancing the analysis, or improving the visualization, your input is valuable. Please see our contributing guidelines for more information on how to participate.

License

This project is licensed under the Apache License 2.0 - see the LICENSE file for details.

Example Plots -

For detailed visualizations, view here: Project Stress Indicators Plots.

Median_Income_White_NH Median_HH_Income_byJuris Median_HH_Income_2017_byJuris-Black Median_HH_Income_2017_byJuris-WhiteNH Median_HH_Income_2022_byJuris-WhiteNH Median_HH_Income_2022_byJuris-Black

Educ_Attain_Total_Bachelors Educ_Attain_SM_College_PlanRVA Educ_Attain_Less_HS_PlanRVA

Educ_attainment_Underserved_graph Educ_Attain_Underserved_Bachelors Educ_Attain_Underserved_Less_HS

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