Beta This website is in development — content and design are still changing
IAMC

Model

WITCH

World Induced Technical Change Hybrid — a global dynamic optimisation model combining a growth model of the economy with a detailed representation of the energy sector and endogenous technical change.

WITCH

Model structure

WITCH couples a Ramsey-type optimal growth model with a bottom-up representation of the energy sector. Regions are modelled as strategic players in a game-theoretic setting, so a region's investment decisions take account of the decisions of others — which makes the model well suited to questions about cooperation and free-riding in climate policy.

Technical change is endogenous: the cost of low-carbon technologies falls with cumulative investment in research and with deployment experience, rather than following an exogenous path.

Coverage

Global, divided into world regions, running to 2100 in five-year steps. The energy sector covers electricity generation, fuel supply and end-use demand; land use and non-CO₂ gases are represented in reduced form.

At a glance
Property Value
Model type Dynamic optimisation, hybrid top-down / bottom-up
Solution concept Cooperative and non-cooperative (Nash) solutions
Time horizon 2005–2100, five-year time steps
Technical change Endogenous — learning by doing and by researching
Licence Open source

More models

Celebrating the Release of GCAM-China-v8 to Support China’s National Climate Assessment

On April 12, 2026, the Center for Global Sustainability at the University of Maryland, Peking University and Tsinghua University celebrated the release of GCAM-China-v8. This update introduces a series of new features, including harmonization with the latest global GCAM v8.2 framework, updating the base year to 2021, introducing a provincial-level

IFs Model: Updates and Resources SSPs

We are pleased to share several recent developments and resources that may be of interest to the community: Preprint on New SSP OperationalizationA preprint article has been released introducing a new operationalization of the Shared Socioeconomic Pathways (SSPs) for 188 countries through 2150. This work covers a wide range of