OpenAgData

Paid projects for research organizations, networks, funders, and model teams

Start with the question your organization needs to answer.

OpenAgData turns scattered research into two kinds of decision infrastructure: a defensible view of what a portfolio made possible, or a source-backed field-evidence layer a model or decision can be tested against.

01 / Impact intelligence

Understand what your research made possible.

For labs, stations, institutes, networks, funders, and public programs. Impact is defined around your mission—not forced into one universal score.

  • Reconcile projects, publications, awards, and people
  • Map reach, outcomes, funding, and evidence gaps
  • Deliver a portfolio, dashboard, brief, report, or ongoing service
Discuss your impact goals

02 / Ground-truth data

Build the evidence layer your model needs.

For model, analytics, MRV, agency, and institutional teams. The layer is specified around the decision, geographic grain, definitions, and validation standard.

  • Extract observations at the field, site, or county-year grain
  • Keep every usable value tied to source and definition
  • Deliver validation data, reconciliation, files, or an API
Discuss a data layer

One operating pipeline

Different questions. The same disciplined build.

Both paths begin with a bounded question and end with something maintainable. The middle changes: impact work reconciles organizational relationships; ground-truth work reconciles observations, definitions, and estimates.

01

Define the question

Name the decision, audience, geography, and evidence standard before deciding what to build.

02

Audit what exists

Inventory the portfolio, field observations, source material, and the gaps that would limit the answer.

03

Build a small first version

Produce a bounded pilot on real records. You judge the scope and the usefulness before anything expands.

04

Validate together

Review attribution, definitions, provenance, and interpretation with the people who know the work.

05

Deliver and maintain

Ship the useful format, then agree whether it needs refreshes, new coverage, or system delivery.

Paid project intake

Start with the question, not a package.

Choose the path closest to the work. We'll use your real portfolio, model, or decision to define a small first version before proposing a larger build.

All organization-specific curation, validation, analysis, delivery, and maintenance is paid. Custom work begins only after a written scope and fee are agreed.

Specify the decision and required grain

Keep every value tied to its source

Validate the layer before full delivery

Explore managed partnership optionsInspect the ground-truth data approachSelected public records remain accessible. All scoped curation, validation, analysis, delivery, and maintenance is paid.