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Maryland State Innovation Team

A Guide to Our Open Source Resources on GitHub

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About Our GitHub

Welcome to the guide for the Innovation Team's GitHub. Here, we share our open-source projects, datasets, analytical tools, and methodologies. Our goal is to foster transparency, collaboration, and innovation in government.

This page will help you navigate our repositories and understand the resources available. Whether you're a developer, researcher, policymaker, or curious citizen, we hope you find something valuable.


What We do

  • Rigorously investigate pain points and opportunities using data and engagement with residents.
  • Prototype, pilot, and implement new ideas that improve equity and effectiveness.
  • Deliver impact collaborating across government agencies, businesses, non-profits, and communities.
A photo of the team

Analyses and Factsheets

Explore our analyses, research findings, and informative factsheets. These resources provide insights into various state initiatives, challenges, and opportunities: backed by data.

A thumbnail of the Maryland Workforce Impacts analysis

AI's impact on the Maryland Workforce

A novel AI-based approach to estimating how jobs in Maryland might be automated or augmented

A thumbnail of the Federal cuts analysis

Federal spending and poverty

An interactive factsheet on the impact of proposed federal cuts

A thumbnail of the voice transcription benchmark

Maryland voice transcription benchmark

A benchmark for natural language transcription based on the languages spoken in our state

Other Analyses & Factsheets:

Data Tools and Methods

Discover the tools, software, and methodologies we've developed or utilized in our projects. This includes code libraries, data visualization dashboards, and guides on our analytical approaches.

Featured Tools

Thumbnail of ENOUGH Act business map

ENOUGH Grantee Business Map

An interactive map of essential businesses in ENOUGH Act grantee communities, pulling together data from MDSE, FDIC, NCUA, and OSM.

Explore Map
Wealth index thumbnail

Maryland Wealth Index

A composite score comparing asset wealth across Maryland census tracts and racial/ethnic groups over time. The index highlights disparities and trends, with gap indicators showing differences between groups.

See the Index
Dashboard Icon

Maryland Neighborhood Dashboard

Explore profiles of over 1,400 neighborhoods in Maryland. Learn more about what impacts economic opportunity and see street-level imagery across the state.

View Dashboard
MCIV map thumbnail

Access to Capital Map

Explore small business lending and financial institution access across Maryland. This dashboard visualizes Community Reinvestment Act (CRA) loan data, FDIC-insured bank branch locations, and NCUA credit union branches at the census tract level, helping identify gaps in access to capital for businesses and communities.

View Map

Other Tools & Libraries:

A photo of the team brainstorming

Our Methodologies

We are committed to rigorous and transparent analytical methods. Our approaches include:

  • Human-centered design principles.
  • Statistical modeling and machine learning for predictive insights.
  • Open standards and formats where possible.

Detailed documentation for specific project methodologies can be found within their respective GitHub repositories.

Datasets

Access curated public datasets. Each dataset includes metadata, descriptions, and links to access the data files.

Dataset Name Description Category Last Updated Data Metadata Source
Correlates of Child Poverty A census-tract level dataset of possible correlates of child poverty in Maryland. Child Poverty 2024-05-16 Download CSV View README U.S. Census ACS 5-Year 2023, FFIEC 2024, Maryland Family Network 2025
Small Business Loans for Maryland and Regional States A census-tract level dataset of small business loan counts and dollars. Access to Capital 2025-03-06 Download CSV View README FFIEC 2024
FDIC-insured Bank Branch Locations for Maryland and Regional States A geocoded dataset of FDIC-insured bank branches. Access to Capital 2025-03-12 Download CSV View README FDIC SOD API 2025
NCUA-insured Credit Union Branch Locations for Maryland and Regional States A geocoded dataset of NCUA-insured credit union branches. Access to Capital 2025-03-12 Download CSV View README NCUA Branch Locator 2025
Maryland Occupations and Tasks Ranked by AI Capability All occupations in Maryland, the daily tasks of those occupations, and an ordinal ranking of how capable AI is at those tasks AI 2025-04-02 Download CSV View README BLS 2025
Baltimore Redlining Map Shapefile A digitized and georeferenced shapefile of the 1937 HOLC Redlining map of Baltimore General 2025-04-08 Download ZIP View README HOLC 1937, Johns Hopkins Libraries 2025
Maryland Neighborhood Names for Census Tracts Human-readable names for Maryland U.S. Census tract GEOIDs General 2025-03-14 Download CSV View README OpenStreetMap 2025

For a comprehensive list of all available datasets, please visit the Maryland Open Data Portal or browse our GitHub repositories.