Data on local industry inflow-outflow levels helps inform B2B recycling, reductions in greenhouse gas emissions, electric vehicle transitions, advanced biofuels and more.

Our Location Models grew from Georgia's collaborative tech community and innovative industry partnerships.
Plan your next ascent in Georgia's Majestic Environs. Do you work in manufacturing? - Join the free Georgia Manufacturing Extension Partnership. (Contact your company to add you if you find it's already registered.)


Inflow-Outflow Models

Supply Chain Inflow-Outflow
State Commodity and Job Totals

Innovative Input-Output Reporting for US and International Trade. Trade Flow impacts using Pymrio and MARIO Input-Output Analysis

Our collaborative tools visualize economic inflow-outflow using 24 indicators, including job growth, value-added, air quality, energy use, water use, land use and biodiversity using economy-wide input-output models of industries, households and local environments.

Reporting Tools and Directories

Samples of reporting tools you can add to your website:

Customize for your state:

Opportunities for Innovation

  • Create an economic development page for weighing outcomes during community decision-making that includes environmental aspects, quality job creation, land and water use, health impacts and value-added contributions to the state and county tax base.

  • Look in depth at your state and community's total footprint while evaluating prospective industries and the potential jobs they could directly and indirectly create, while looking at their potential environmental performance.

  • Determine how technological improvements in your community's industries, utilities, or consumption patterns could transform local outcomes in favor of cleaner air, water, land conservation and biodiversity.

Other Resources Include

Impact Visualizations

Our lifecycle tools explore topics of biodiversity, energy innovation, farm fresh produce, waste-to-energy, bioproducts and local product footprints. Community participants include collaborations across organizations, including:

  • local government
  • educational institutions
  • development authorities
  • regional commissions
  • religious organizations
  • local industry groups
  • local non-profits

Community Focused Apps

The Location Apps Repo contains starters for local topics including:

Add to Your Website

Embedding input-output maps and charts is easy. Here's a sample to try:
<script type="text/javascript" src="https://dreamstudio.com/localsite/js/localsite.js?display=everything&show=farmfresh&showheader=false&state=GA"></script>
Samples of Embeddable IO Widgets

Apps for Life Cycle Assessment (LCA)

Sustainable Materials Management (SMM) and Regenerative Material Production (RMP) provide a systemic approach to using and reusing materials more productively over their entire life cycle. It represents a change in how our society thinks about the use of natural resources and environmental protection. By looking at a product's entire life cycle, we can find new opportunities to reduce environmental impacts, conserve resources, reduce costs and attract new industries.

Companies like Amazon and General Motors are using the US Environmentally Extended Input-Output (USEEIO) Models to analyze economic and environmental impacts across all economic sectors. The model is available for community planning, business development and environmental education through our new Local Industry Comparison Tools and the Sustainable Materials Management Prioritization Tools.

Sustainable Materials Management Objectives

  1. Decrease the disposal rate through source reduction, reuse and recycling;
  2. Reduce the environmental impacts of materials across their entire life cycle;
  3. Increase socio-economic benefits from product choices; and
  4. Increase the capacity of state and local governments, communities and key stakeholders to adopt and implement Sustainable Materials Management policies, practices and incentives.

State, Region and County

All The Places API

All The Places - Over 650 spiders and scrapers pull data nightly from sites that post their locations online. Using similar data harvesting techniques and APIs like Google Places, Google Knowledge Graph and DiffBot, material input-output requests could be shared using CSV files, HTML posts and API feeds.

Example: Your construction contract has a requirement to use 50% reclaimed lumber. Share a spreadsheet documenting how much lumber you need and when you need it. Groups like the Lifecycle Building Center retrieve lumber after film productions and can watch for teardown dates that fit your schedule.

In addition, census data from uszipcode datasets is combined with establishment and employment counts from zip code industry data to visualize impacts using Embeddable IO widgets.

Manufactuing Product Life-Cycle Assessment

Improving Life-Cycle Assessment Capabilities for Communities
Amazon is using USEEIO to reduce their carbon footprint to net zero by 2040. - Overview
Microsoft's goal is 2030, followed by removing all their carbon emissions since 1975 by 2050. - Learn More

Get Involved

Democracy Lab – Join DreamStudio's Model.Earth coding team
GitHub Repos – Contribute to our community tools and datasets
Meet Our Contributors – US EPA, GDEcD and Data Science Grads