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  • Daear Consulting, LLC
  • Denver, CO
  • 01:51 (UTC -12:00)

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daearconsulting/README.md

Daear Consulting, LLC

Earth data science for Indian Country, built with Tribal data sovereignty from day one.

We build open-source tools, teach Earth data science at Tribal Colleges and Universities, and develop governance-aware data infrastructure for Tribal Nations and mission-driven partners. Our work is grounded in the territories and communities we serve, not extracted from them.

James Sanovia, MS and Lilly Jones, PhD

What We Do

We teach. Earth data science workshops at TCUs, Tribal land and water offices, and with community members. The repositories in this organization are curriculum as much as they are research infrastructure. We partner with AIHEC, MS-CC and other partners to reach Indigenous students and practitioners across Indian Country.

We build. Open-source geospatial toolkits, environmental monitoring series, AI-assisted historical reconstruction tools, and governance-aware data pipelines. Everything is built on public data, fully reproducible, and designed to transfer to Tribal stewardship, not to create dependency on us.

We convene. A hackathon series across Indian Country, working toward the first National Tribal Hackathon with a dedicated Tribal data sovereignty track where participants leave with concrete actions on their own data, not just certificates.

Active Repositories

Repository Focus
tribal_water_monitoring Groundwater, streamflow, and water quality monitoring
tribal_fire_science Post-fire watershed vulnerability across Tribal territories
tribal_ag_sd Agricultural Earth data science, traditional plants, and bison habitat restoration
local_contexts_geospatial Python toolkit: TK/BC labels machine-readable in geospatial workflows
tribal_datacube_tutorial Earth data cube methods for Tribal land analysis

Data Sovereignty and How We Work

Every repository implements these frameworks from the first line of code:

Framework What it does in our work
OCAP® Ownership, Control, Access, Possession: community authority over data describing their territory
CARE Principles Collective Benefit, Authority to Control, Responsibility, Ethics: the ethical obligations that FAIR alone does not cover
Local Contexts TK and BC labels embedded in data pipelines so they travel with data through transformations
IEEE 2890-2025 Provenance of Indigenous Peoples' Data: every record documents its source, steward, and governance status
FAIR Findable, Accessible, Interoperable, Reusable: the technical baseline

We hold a researcher account with Local Contexts and are actively building pathways for our Tribal partners to authorize labels on their own data through the Local Contexts Hub.

Working With Us

We work with Tribal Nations, TCUs, federal agencies, and research institutions on:

  • Environmental monitoring systems: water, fire, habitat, land cover, built under Tribal governance frameworks
  • Historical reconstruction: mining, land use, disturbance, grounded in territorial and treaty context
  • Earth data science curriculum: workshops, short courses, and open repositories designed for Indigenous contexts
  • Governance-aware data infrastructure: OCAP®, CARE, and IEEE 2890-2025 implementation in operational pipelines
  • Hackathon design and facilitation: regional and national events with a Tribal data sovereignty track

If you are a Tribal Nation or organization exploring what data sovereignty looks like in practice, we want to hear from you.

📧 [email protected]

Daear (day-ar) is the Welsh word for earth.

Popular repositories Loading

  1. tribal_fire_science tribal_fire_science Public

    A series of Python-based Jupyter notebooks analyzing wildfire dynamics and fire science across Tribal lands. Integrates environmental data/geospatial analytics with Indigenous Data Sovereignty, inc…

    Jupyter Notebook 1

  2. daearconsulting.github.io daearconsulting.github.io Public

    Sovereignty-aligned data infrastructure for Tribal Nations. Geospatial analytics, AI-integrated governance, and governance-aware metadata systems.

    SCSS

  3. Tribal_agricultural_science Tribal_agricultural_science Public

    This is a series of notebooks related to agricultural science, focused on the Oceti Sakowin Tribes. This is a demonstration series that embeds Indigenous Data Sovereignty as a fundamental condition…

    Jupyter Notebook

  4. TEK_labels_and_IDSov TEK_labels_and_IDSov Public

    A demonstration repository that shows how to use Local Contexts and Biocultural metadata labels, CARE, FAIR, OCAP, and IEEE 2890-2025.

    Jupyter Notebook

  5. tribal_water_monitoring tribal_water_monitoring Public

    This repository provides a modular, reproducible water monitoring system designed specifically for Tribal Nations, built to be deployed locally, adapted to any Nation's data and priorities, and gro…

    Python

  6. daearconsulting daearconsulting Public

    Landing page