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).

Director of Strategic Partnerships Brian Efird is the Director for Strategic Partnerships at KAPSARC. His responsibilities include planning and oversight of KAPSARC’s global outreach… Brian Efird is the Director for Strategic Partnerships at KAPSARC. His responsibilities include planning and oversight of KAPSARC’s global outreach and engagement, as well as forging multiparty collaborations that conceptualize and facilitate high impact, applied research projects in the areas of energy economics, policy, and sustainability. He previously served as the Program Director for Policy and Decision Science, managing a team of researchers that covered a global program of work focused on the nexus between geopolitics, domestic and local politics, energy, and climate change. This included multi-disciplinary analysis of the geopolitics of energy and the environment, quantitative models of collective decision-making processes (CDMPs), geospatial information system (GIS) applications to energy economics and energy policy, and the impact of political phenomena on global energy markets. Dr. Efird 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. He received a Ph.D. in Political Science and M.A. in International Studies 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