CGIAR Climate Data Hub — Use Cases
idea new ongoing-project

MFL - Climate Data for Multifunctional Landscapes

Explore how CDH climate data can support the Multifunctional Landscapes Science Program, with focus on digital twins, geospatial intelligence frameworks, and MRV/adaptation tracking.

Champion: Chris Kettle · Coordinator: Lizeth Llanos Herrera · Updated 2026-06-17

Explore how CDH climate data can support the Multifunctional Landscapes Science Program, with focus on digital twins, geospatial intelligence frameworks, and MRV/adaptation tracking across 9 living labs.

Brief

Background & rationale

The Multifunctional Landscapes (MFL) Science Program (AoW2: Landscape Optimization & Inclusive Planning) works across 9 living labs to advance evidence-based landscape planning, implementation, and scaling. Its portfolio includes digital twins, geospatial intelligence frameworks, early warning systems (EWS), foresight tools, and MRV/adaptation tracking systems.

Initial contact with Chris Kettle (MFL) in June 2026 identified two areas most relevant to the CDH:

  • Digital Twins & Geospatial Intelligence Framework — landscape digital twins and digital shadows, integrated geospatial and biodiversity intelligence, high-resolution data and interoperability, scenario modelling and early warnings.
  • Digital Decision Support, Digital Advisory & MRV — MRV, monitoring and reporting systems, AI-enabled decision support and adaptive management, citizen science and restoration tracking.

The nature and scope of CDH involvement is yet to be defined.

Objectives

People involved

NameOrganisationRole
Chris KettleAllianceChampion; MFL contact
Lizeth Llanos HerreraAllianceCoordinator

Key dates

DateMilestone
2026-06-03Initial contact with Chris Kettle; MFL priorities noted
TBDFollow-up with Lizeth to define scope of CDH involvement

Background materials

Go / No Go

Filled in by the CDH Core Team after the brief is developed.

  • Decision: Pending
  • Date: TBD
  • Decided by: CDH Core Team
  • Notes:

Action plan

To be developed once status reaches active-development.

Actions

  • Follow up with Lizeth to scope CDH involvement — Bia

Data assets for the hub

DatasetHub statusHub catalogFeasibility (1=easy, 5=hard)ServesNotes

Methodological guidance needed

  • [ ]

Skills & tools

Delivery mechanism

TBD

Meetings & decisions

DateAttendeesSummaryDecisionsRecording / transcript
2026-06-03Peter Steward, Chris KettleInitial contact; MFL AoW2 priorities and relevant areas identifiedDigital twins and MRV flagged as most relevant to CDH

Risks & open questions

Outputs

Section fills in once status reaches piloting or beyond.

  • Deliverables: TBD
  • Adoption signals: TBD
  • Lessons learned: TBD