Unraveling Multimodality with Large Language Models.pdf
GIS Mapping in the Field of Social Equity and Advocacy
1. 2010 SOUTHEASTERN COLLOQUIUM ON RACIAL INEQUALITY AND POVERTY
GIS MAPPING
IN THE FIELD OF SOCIAL
EQUITY AND ADVOCACY
Samir Gambhir
Senior Research Associate (GIS)
Gambhir.2@osu.edu
Kirwan Institute for the Study of Race and Ethnicity
The Ohio State University
2. About Kirwan Institute
2
Multidisciplinary applied research
institute
Our mission is to expand opportunity
for all, especially for our most
marginalized communities
Founded in 2003 by john powell
3. About Our Work
3
Emphasis on how systems work to produce inequity
How do multiple issues interact to either depress or uplift certain
populations or communities?
What can we do to “strategically intervene” and improve
outcomes for marginalized communities
Extensive use of GIS/mapping in our work
Inequity has a geographic footprint
Leverage points sometimes geographic in scope
Maps powerful for tools for
Research
Designing policy/programming
Communicating research/issues to the public and other stakeholders
4. 4 Overview
GIS, its use and effectiveness
Use of mapping in our work
Opportunity mapping: Assumptions, methodology
and examples
Applications and Impact
5. Introduction
5
What is GIS?
"A geographic information system (GIS) is a computer-based tool for
mapping and analyzing things that exist and events that happen on earth.
GIS technology integrates common database operations such as query
and statistical analysis with the unique visualization and geographic
analysis benefits offered by maps."
“GIS allows us to view, understand, question, interpret, and visualize data
in many ways that reveal relationships, patterns, and trends in the form of
maps, globes, reports, and charts.”
“A GIS helps you answer questions and solve problems by looking at
your data in a way that is quickly understood and easily shared.”
Bing maps, Google Earth, GPS
Source: Environmental Systems Research Institute
6. Why use maps?
6
Maps are incredibly efficient
compacting volumes of data
ability to convey information in
seconds
tell a story or solve a problem
7. Why is visual information important?
7
A picture is worth a thousand words
“People are able to look at the information based
on where they live or areas they are familiar with
and obtain a better understating”
8. Why are maps effective?
8
Provide spatial reference
“People feel like they understand maps. Nobody
will give you feedback on regression analysis”
Identifying strategic intervention points
Shared sense of value; builds mutual trust
9. Research project
9
In collaboration with
The Opportunity Agenda
Joint Center for Political
and Economic Studies
http://opportunityagenda.org/mapping
10. Findings
10
Maps must be clear and easy to comprehend
Maps work best when framed to convey specific
advocacy issues
Mapping is
powerful in identifying systemic community-based
disadvantage and spatial racialization
very effective at identifying strategic intervention points
a good entry point for uniting diverse coalitions or
stakeholders
11. Space and Social Equity
11
Racial and social inequity often manifest as spatial inequity
Local issues tend have a regional scope and variation
e.g. school performance, housing vacancy
Maps are naturally the best tools to display this spatial phenomena
Maps give us the opportunity to look at our entire regions or states
Informing people about an issue at a scale they may not usually think of
linking communities sharing similar problems
12. Using Maps for Advocacy
12
In our work we see mapping as
serving these primary advocacy goals
Analysis
Existing
conditions, spatial trends, scenarios,
optimization etc.
Storytelling
A narrative
Combination
13. Analytical Examples
13
Are minority businesses located in areas of economic
opportunity? (Cleveland)
Are hospital investments benefiting communities of
color? (Columbus)
Are job growth areas connected to transit? (Baltimore)
What is the impact of stimulus money investment on job
creation? (Florida)
15. Health equity
research
15
Hospital Investments
and African
American
neighborhoods
Columbus
16. Recent Job Growth 98-02 and Public Transit
in the Baltimore Region Spatial Mismatch
16
Job Growth & Public
Transit in Baltimore
Percent Change
in Jobs
Job Loss
0-5
5 - 15
15 - 30
30 - 66.6
17. ARRA Investments
17
Stimulus investments
and Job creation in
Orlando MSA, FL
18. Narratives Examples
18
Subsidized housing policy is reinforcing segregation
(Baltimore)
Foreclosures in African American neighborhoods are
due to subprime lending patterns (Cleveland)
Vacant property problems are spreading, vacant
property challenges are not just an inner city
problem (Detroit)
What if Montclair, NJ schools returned to
neighborhood school system?
19. Conditions in
Baltimore
19
Subsidized housing
opportunities in
Baltimore are
generally clustered c
in the region’s
predominately
African American
neighborhoods
21. Race and Subprime Lending (Cleveland MSA)
(Note: Not one of our maps)
21
Maps: Produced and adapted from Charles Bromley, SAGES
Presidential Fellow, Case Western University
22. Time and Space: Vacant Land Problem in Detroit
N
22
Growth of Vacant Housing Legend: W E
in Detroit 1970-2000 S
City of Detroit % of Homes Vacant
(% Vacant Housing Highways 0-3
in 1970 and 2000) Counties 3 - 10
10 - 15
Prepared by: Kirwan Institute
Source Data: U.S. Census Bureau 15 - 20
20 - 57.6
% Vacant % Vacant
1970 2000
8 0 8 16 Miles
24. Opportunity Mapping:
Combining Analysis with a Strong Narrative
24
Research tool to
understand the dynamics of “opportunity” within
metropolitan areas
illustrate where opportunity rich communities exist (and
assess who has access to these communities)
understand what needs to be remedied in opportunity poor
communities
Based on Kirwan Institute’s “Communities of
Opportunity” framework
25. The Communities of Opportunity Approach
25
Everyone should have fair access to the critical
opportunity structures needed to succeed in life.
Low Opportunity neighborhoods limit the
development of human capital.
A Community of Opportunity approach can develop
pathways that result in increased social and economic
health, benefiting everyone.
27. Opportunity Matters: Space, Place, and Life
Outcomes
27
“Opportunity” is a situation or condition that places individuals in a
position to be more likely to succeed or excel.
Opportunity structures are critical to opening pathways to success:
High-quality education
Healthy and safe environment
Stable housing
Sustainable employment
Political empowerment
Outlets for wealth-building
Positive social networks
30. 30
Some people ride the “Up” Others have to run up the
escalator to reach opportunity. “Down” escalator to get there.
31. Opportunities Affordable
Lead to Equity housing frees up
money for
transportation
Well-educated
children will Increased access
benefit in the
employment arena to jobs
as adults
Higher income allows
you to provide better A better job
educational provides more
opportunities for your income
31 children
32. Mapping Opportunity:
32
Why and How
The Communities of Opportunity framework is inherently
spatial
Inequality has a geographic footprint
Maps can visually track the history and presence of discriminatory and
exclusionary policies that spatially segregate people
Identifying places with gaps in opportunity can help direct future investment
and identify structures which impede access to opportunity
The model uses state-of-the-art GIS and extensive data sets to
analyze the distribution of opportunity in our metro regions
33. Opportunity Mapping Model
33
A refined model to depict spatial pattern of
opportunity
Identifying indicators as proxy for opportunity
Supported by social science literature
Data easily available
Index based approach compresses multi-factors to an index
Model is a good communications tool to work with
communities
35. Mapping Communities of Opportunity:
Methods and Indicators
35
How do you map opportunity?
Data representing community conditions is gathered for neighborhood
(census tracts) across the state or region
Aggregated to the Census Tract level
Analyzed to create a comprehensive opportunity index for the region
The opportunity index is then mapped and census tracts are broken into
quintiles based on their opportunity score
Very Low, Low, Moderate, High, Very High
36. 36 Example
OPPORTUNITY MAPPING FOR
ATLANTA METROPOLITAN REGION
37. Education Indicators
37
Adult Education Attainment
Neighborhood School Poverty
Math and Reading Test Scores for Neighborhood
Schools
Teacher Qualifications
50. Thompson v. HUD
50
Fair housing Litigation in Baltimore
brought on behalf of 14,000 African-American
residents of public housing
in response to history of racial segregation of public
housing
Represented by Maryland ACLU and NAACP Legal
Defense Fund
US District Court of Maryland, Judge Marvin Garbis
Began in 1995…judge issued liability ruling in 2005
found HUD liable for violating the federal Fair Housing Act
51. Opportunity Mapping in Baltimore
51
Use of 14 indicators of
neighborhood opportunity to
designate high and low opportunity
neighborhoods in the Baltimore
region
Indicators of Opportunity (General)
Neighborhood Quality/Health
Poverty, Crime, Vacancy, Property
Values, Population Trends
Economic Opportunity
Proximity to Jobs and Job Changes,
Public Transit
Educational Opportunity
School Poverty, School Test Scores,
Teacher Qualifications
52. 52
Subsidized housing
opportunities in
Baltimore are
generally clustered in
the region’s lowest
opportunity
neighborhoods
53. Impacts
53
Outside of the litigation, the opportunity maps have
been used in a variety of ways
Program evaluation and planning
Monitoring partial consent decree program
Identifying Opportunities/Challenges
Assessing opportunities/challenges related to the foreclosure
crisis
Regional housing advocacy
Baltimore Regional Housing Coalition
Research
Tracking outcomes for families who move to high opportunity
areas (John Hopkins)
54. Initial Moves and Secondary Moves by Thompson Consent
Decree Program Participants
c c
c
54
55. MA Legal Services and
Opportunity Communities
55
Background on this project
Originated from effort to incorporate
mapping analysis into legal services
Partners
Massachusetts Law Reform Institute,
MA Legal Assistance Corp
(foundation) and other Legal Services
Entities
Year long process of meeting with
stakeholders to understand mapping
needs and issues
Training with service providers &
agencies (using mapping for
programming)
56. Mapping Communities of Opportunity:
Methods and Indicators
56
Three areas of
opportunity were
analyzed using GIS
mapping capability:
Education Quality and
Opportunity
Economic Health and
Transportation
Neighborhood Stability and
Health
57. Impact
57
Program design and use within the legal services
New programming – proposed “Adopt A Zip Code” program
Use in exploring client concerns/challenges
Use in litigation (National Consumer Law Center)
Internal use by funder (MLAC)
Direct advocacy
State opportunity impact assessment (proposed)
Dissemination among state agencies
State level program design (public sector)
New $5 million state affordable housing program, targeted to
high opportunity communities
Implementation still unfolding
60. Tools and Tips for Using GIS to Support Regional Equity
60
Do not underestimate the power of maps to illustrate
problems, build support, increase awareness and
change minds
Think regional when mapping
Even when looking at localized issues/problems, you may find
they are regional in scope
Maps are just another tool to help you
Do not be wary of the technology
Many places to receive help: universities, research/advocacy
organizations, some non-profits
What story do you want to tell?
Utilize maps to tell that story
61. Thank you!
For questions, comments or for more information: www.kirwaninstitute.org
or e-mail us at Gambhir.2@osu.edu
61