Projects
Applied studies built on the models and software. Each project is a thin repository that wires the shared libraries into one analysis — a scenario set, a country study, a paper — adding only project-specific configuration and glue, per the devstack’s conventions.
NGFS PNAS
Runs the NGFS climate transition scenarios through GTAP-InVEST, connecting the scenarios’ macroeconomic drivers to land-use change and ecosystem service outcomes. The reference example of a devstack project repo: all science comes from the shared libraries, and the repo itself is wiring and config only.
Uses GTAP-InVEST · GitHub
Elasticities Assessment
A comparative-static experiment on how elasticity assumptions shape results: the same aggregate pollination productivity shock is applied under five different elasticity-based spatial distributions, each compared against a zero-shock reference solve, isolating what the elasticity assumptions alone do to the results.
Uses GTAP-InVEST · GitHub
Nature Futures Framework Global
Spatial downscaling of the PLUM (LandSyMM) Nature Futures Framework land-use projections from 0.5 degrees to 300 m, one scenario per NFF perspective (Nature for Nature, Nature as Culture, Nature for Society, plus business as usual). Brazil pilot first, then global.
Net-Zero Brazil
The land-use layer of the Net-Zero X Brazil study. Retrains the SEALS calibration on MapBiomas 30 m Brazil mosaics instead of the default global ESA CCI product, so the downscaled projections reflect Brazil-specific land-change dynamics.
Net-Zero South Africa
The land-use component of the SADC Net-Zero X study (Princeton NZx with the University of Cape Town on the energy side). SEALS downscales coarse land-use projections to high resolution and adds energy land-use change — solar and wind siting — to the picture.
SEALS-ES (LUH2 ecosystem services)
Reproduction code for the SEALS-ES paper. Downscales coarse global SSP-RCP land-use projections to 300 m, validates the placement out of sample against observed land-use change, and computes InVEST habitat quality on the fine-resolution maps — the resolution-dependent, validated ecosystem-service impact.
Uses SEALS and Global InVEST · GitHub