Skip to content
University of Miami logo with wording "Frost Institute for Data Science & Computing" to the right of it
  • About
    • Careers
    • Contact
    • Grants
      • IDSC Grants Programs
        • Expanding the Use of Collaborative Data Science at UM Grant Program
        • Early Career Researcher Grants
        • Advanced Computing for Students
        • Bridge Awards for Degree and Program Continuity 
        • IDSC Grant Recipients
      • Proposal Preparation
        • NIH Resources
        • NSF Resources
        • NSF Data Management Plan Template (Generic)
        • NSF Data Management Plan
    • Innovation
      • NSF UM CARTA
    • Internships
    • Media
      • IDSC Brochure
      • IDSC Magazine
        • Subscribe
      • Logos and Acknowledgement
      • News
      • Publications
    • Membership
      • IDSC Members
      • IDSC Membership Application
    • People
      • Faculty + Staff
      • Industry Advisory Board
      • IDSC Leadership
      • Visiting Fellows
  • Research Centers
    • AI + Machine Learning
      • Experts
      • FDA Visiting Research Scholars
      • Research
    • Data Ethics + Society
    • Digital Health
      • Drug Discovery
      • Population Health Informatics
      • Social and Behavioral Data Science
    • Earth Systems
    • Human Centered Design and Computing
      • Visualization
        • Visualization + Infographics Services
      • Creative Technologies
    • Smart Cities
  • Partnerships
    • Regional CI
      • Participants
      • FLR 2024 Annual Meeting Registration Information
  • Education
    • Degree Programs
      • B.A. in Computer Science
      • B.S. in Computer Science
      • B.S. in Computer Engineering
      • B.S.Ed. Data Analytics & Intelligence for Social Impact
      • B.Sc. in Interactive Media
      • M.F.A. in Interactive Media
      • M.S. in Computer Science
      • M.S. in Data Science
      • MS in Experience + Information Design
      • Ph.D. in Computer Science
    • IDSC Fellows Program
      • Application Form
      • Program Guidelines
      • Current Fellows
      • Past Fellows
    • Internships
    • Engagement + Outreach
    • Workshops, Seminars, and Training
  • Technology Platforms
    • Advanced Computing
      • Triton
      • Pegasus
      • Visualization Laboratory
        • Using the Viz Lab
      • User Accounts
        • Create an Account
        • New Project Request Form
        • Password Reset
      • CTSI Allocation Request Form
      • Documentation
        • Access + Allocations Policy
        • Documentation + User Guides
        • Fee Schedule UM Users
        • Fee Schedule Non-UM Users
        • Local Software Installation Guide
        • Software Tools
        • YouTube How-To Videos
      • Service Unit Match Program
      • Support + FAQs
    • Systems + Data Engineering
      • Projects
      • Software Tools
    • Services
      • Fee Schedules
  • Events
    • CALENDAR
    • Big Data Conference
      • Big Data 2021
      • Big Data 2020
      • Big Data + VizUM 2019
      • Big Data 2018
      • Big Data 2017
      • Big Data 2016
    • Data Citizens
    • Computing Day
      • Computing Day 2024
      • Computing Day 2023
    • Data Intersections
      • Data Intersections 2020
      • Data Intersections 2018
    • IDSC Day
      • IDSC Day 2025
      • IDSC Day 2023
    • IDSC Fellows Symposium
    • Meet A Data Scientist
    • Smart Cities MIAMI Conference
    • Software Carpentry Workshops
    • VizUM
      • VizUM 2024
      • VizUM 2019
      • VizUM 2018
      • VizUM 2017
      • VizUM 2016
      • VizUM 2015
      • VizUM 2014
  • Quick Links
Site Search
Miami Google Maps showing Liberty Square Decision Support Tools

Displacement Vulnerability Mitigation Tool

  • August 26, 2023October 24, 2024

For many years, Miami Law’s Environmental Justice Clinic has been an advocate for vulnerable minority communities facing development pressure. Now, the Frost Institute for Data Science and Computing (IDSC) has partnered with the clinic team to develop a user-friendly tool, supported by rich data sets, that empowers grassroots organizations.

“Greater Miami has experienced cycles of higher-density and
mixed-use development that have exacerbated gentrification
and displaced existing residents”

Abigail Fleming“Greater Miami has experienced cycles of higher-density and mixed-use development that have exacerbated gentrification and displaced existing residents,” said Abigail Fleming, Associate Director of the Environmental Justice Clinic. “Now, local organizations can access a powerful web-based tool to assess the risk of displacement and offer suggestions for mitigating that impact.”

Christopher Mader, senior director, Systems + Data Engineering at IDSC, led the team who developed the web-based Displacement Vulnerability Mitigation Tool (DVMT), which brings together approximately 50 data sets of geospatial and demographic information relating to properties and neighborhoods in the Miami area. The data is maintained with the Geospatial Digital Special Collections (GDSC), the result of a cent IDSC initiative to develop a UM resource for maintaining structured collections of geospatial datasets.

Christopher Mader“In addition to keeping the data sets current, we record them so researchers in the future will be able to track changes,” he said. “We use IDSC’s  advanced computing resources (including the TRITON supercomputer) to run these applications.” Mader added that the DVMT could be replicated in other areas, provided rich data sets are available. However, any mitigation options would need to be aligned with local regulations and state laws.

Calculating the Risk

With this new tool, community organizations can select specific parcels targeted for development. “The DVMT will then calculate the risk of displacement,” Mader said. “But we have taken this a step further by presenting a set of mitigation options in different categories for highly vulnerable areas.” For example, a multifamily developer could scale down the size of a project or designate a certain number of affordable units for local residents.

“It’s a great tool to start conversations with policymakers
about the need to protect neighborhood cultures
as well as housing in historically marginalized communities”

Being armed with timely, relevant, and current data allows community leaders to be more effective advocates at permitting and zoning meetings, said Fleming, noting that the law school clinic works closely with the UM Office of Community and Civic Engagement. “It’s a great tool to start conversations with policymakers about the need to protect neighborhood cultures as well as housing in, historically marginalized communities.”

Fleming said the Environmental Justice Clinic had been using a paper-based spreadsheet system that was inefficient and resource-intensive. “Automating the data collection and aggregation processes was a tremendous step forward,” she said. “But is just the start of how IDSC has helped with this initiative. The coding work lets us see specific scores for assessing vulnerability, and the mitigation options are another real benefit. I have enjoyed working with the IDSC team to bring this tool to life and give me a fresh perspective on using local data.”

Polarized Networks in Social Media
Mangrove City VR Experience
Abigail L. Fleming Chris Mader climate gentrification Displacement Environmental Justice Clinic GDSC Gentrification Geospatial Datasets Geospatial Digital Special Collections historically marginalized communities Office of Community and Civic Engagement Population Density University of Miami School of Law
University of Miami logo with wording "Frost Institute for Data Science & Computing" to the right of it
UM Frost Institute for Data Science and Computing (IDSC)
idsc@miami.edu | 305.243.4962
1552 Brescia Avenue, Coral Gables, Florida 33146-2438 USA
Theme by Colorlib Powered by WordPress
  • facebook
  • instagram
  • linkedin
  • youtube