Pillar · Technology

Data makes policy and investment legible — at the district, county, parcel, and employer.

LSI builds proprietary tools that translate rigorous research into place-based investment strategies, with tools lawmakers, state officials, investors, and mission-driven organizations can run in minutes, for any community in the country.

Why LSI builds tools

Every county, district, and employer has its own strengths to build on and its own needs to meet. Our tools are built to empower both.

The American Dream does not live in a national average. It lives in a specific county, a specific congressional district, a specific employer, a specific parcel. Every major LSI research finding answers a question a working-class lawmaker or state official will eventually ask about one of those places: How many renters in my district are paying more than half of their income in rent? How many businesses in my state are about to change hands? What does a full-time job actually pay in my county, relative to what it costs to live there? The research answers those questions in general. The tools answer them for any zip code, any district, any employer, on demand, with sources the user can audit.

That is the design standard for every LSI data product. The methodology is published. The underlying sources are public. The outputs cite themselves. Any tool LSI ships can be used by a House staffer writing a markup, a state senator drafting a bill, a local small business owner looking for the right government program to apply to, a portfolio officer underwriting a working-class place investment, or an academic replicating the finding.

Data product Live

535 Insights

20,000+ district reports, 36 data points each.

A congressional-district view of the working-class economy: small-business density, owner-age distribution, retirement-wave timing, housing cost burden, job quality, and working-class employment share. Searchable by state, district, zip code, or representative.

Coverage
All 435 U.S. House districts · 50 states
Best for
Member staffs, committee staffs, executive agencies
Sources
Census, BLS, IRS SOI, FRED, LSI-sourced
Open 535 Insights →
Data product Live

Renter Wealth Index

A county-level score of renter financial precarity.

A composite index ranking all 3,143 U.S. counties on the financial position of their renter households: cost burden, savings, eviction exposure, and wealth accumulation gap versus local owners. Built to power the National Renter Wealth Coalition and to underwrite the LSI Housing research agenda.

Coverage
All 3,143 U.S. counties
Best for
Housing officials, place-based investors, mission-driven operators, renter advocates, economic development organizations, coalition members
Sources
ACS, HMDA, Census Pulse, LSI-sourced
Open the RWI →
Data product Live

Access to Capital

An AI-powered SMB Capital Navigator.

More than 2,000 federal, state, and local financing programs representing over $70 billion in annual allocations remain underutilized because the systems meant to connect entrepreneurs with capital are fragmented and opaque. Access to Capital is an AI-enabled platform that surfaces personalized capital pathways for each entrepreneur based on industry, stage, location, and need, and guides them through the application process with pre-populated forms, document checklists, and direct connections to lenders, CDFIs, and expert advisors.

Coverage
Federal, state, and local programs
Best for
Small business owners, state innovation teams, CDFIs, lenders
Sources
SBA, SSBCI, CDFI Fund, state and local program data
Open Access to Capital →
Data product Live

Access to Benefits

Security, dignity, and the freedom to plan for the future.

When people have access to stable jobs, meaningful benefits, and the ability to recover in a crisis, they gain more than a paycheck. They gain security, dignity, and the freedom to plan for the future. Access to Benefits is a tool that connects SMBs to benefits that serve working-class employees and their loved ones with the support they need to thrive. When families thrive, communities stabilize, local economies grow, and opportunity becomes something everyone can reach.

Coverage
SMB employer base, national
Best for
Small business owners, HR managers, benefit providers
Sources
Integrated HR and benefits APIs, LSI-sourced data
Open Access to Benefits →
Research tool Live

Federal Credit Lab

Modeling the federal credit programs that move the most money.

An analytical toolkit for the federal credit programs that capitalize the United States' real economy: SBA, USDA Rural Development, Export-Import, Title I, CDFI Fund, and the alphabet of agency loan-guarantee programs. Replicable models, subsidy-cost estimates, and program-by-program coverage maps.

Coverage
12 federal credit programs · FY2010–present
Best for
Congressional staff, OMB, CBO, academic researchers
Sources
OMB Federal Credit Supplement, agency 10-Ks
Open the Federal Credit Lab →
Companion Live

LSI Dashboards

Every major LSI publication, as a live data query.

The interactive companion to LSI's flagship research. Every major report ships with a dashboard that lets readers filter by state, district, industry, or demographic, export data, and cite the underlying figures at the geography that matters to them.

Coverage
One dashboard per flagship publication
Best for
Readers, journalists, academic replicators
Sources
Publication-specific, fully documented
Browse dashboards →

How we build

Our guiding principles.

01

Open methodology

Every tool ships with a methodology note that a graduate student could replicate. No proprietary scoring black boxes, no unexplained weights, no data the user cannot trace back to a public source or a named LSI survey.

02

Smallest useful unit

Tools answer questions at the smallest geography or institution where the answer is real. Congressional district, county, zip code, or individual employer, never a national average when a local number exists.

03

Built for working-class places, everywhere

Working-class America is rural, suburban, and urban; coastal, mountain, and plains; red, blue, and purple. LSI tools are built to serve every working-class county and congressional district in the country, with the same methodology and the same level of detail, regardless of geography.

04

Public benefit

LSI tools and their underlying data are open-source and available for organizations working to advance economic mobility, opportunity, and resilience for working-class communities.

Stay close to the tools

Monthly updates from LSI's technology pillar.

New tool launches, methodology releases, and dataset updates from LSI's data and engineering team.