This paper (Multidimensional KTAB) is a technical discussion paper designed as a follow on to An Introduction to the KAPSARC Toolkit for Behavioral Analysis using one-dimensional spatial models (Unidimensional KTAB). It extends the original framework of KTAB to explain the analysis described in the recently released KAPSARC discussion paper Reforming the Role of State-Owned Enterprise in China’s Energy Sector: An Analysis of Collective DecisionMaking Processes Using the KAPSARC Toolkit for Behavioral Analysis (Chinese SOE Reform).

Program Director Brian Efird is the program director for Policy and Decision Science and a senior research fellow. He manages a multidisciplinary,… Brian Efird is the program director for Policy and Decision Science and a senior research fellow. He manages a multidisciplinary, multinational team of researchers whose global program of work focuses on the nexus between geopolitics, domestic and local politics, and energy. Fundamentally, the team examines the non-economic factors that impact energy markets and energy policy. This includes quantitative models of collective decision-making processes (CDMP), geospatial information system (GIS) applications, the energy policymaking process, and country-specific studies. Dr. Efird is managing editor of the journal Energy Transitions. He was previously a senior research fellow at the National Defense University in Washington, D.C.; a consultant on defense and international security matters in Washington; and a consultant applying quantitative models to support corporate, investment banking, and legal negotiations in New York. Dr. Efird received his M.A. in International Studies and Ph.D. in Political Science from Claremont Graduate University.
Expertise
- Geopolitics of Energy
- Behavioral Modeling
- Defense and National Security Studies
- Strategic Communication
Publications See all Brian Efird’s publications

Spatial Modeling of Bargaining Among Stakeholders in Energy Policy: The Case of Japanese Nuclear Plants
This paper (Multidimensional KTAB) is a technical discussion paper designed as a follow on to…
15th February 2023
India’s Ambition to Achieve Net-Zero Emissions by 2070: Uncertainty and Opportunity
This paper (Multidimensional KTAB) is a technical discussion paper designed as a follow on to…
29th December 2021