Panel Panel 6. Data, Analysis, and Modeling

Decomposition of Manufacturing Energy Use in IEA Countries: How Do Recent Developments Compare to Historical Long-Term Trends?
Fridtjof Unander, International Energy Agency

Decomposition of Changes in Energy Use: The Comparison of Two Approaches From a Canadian Perspective
Jessica Palmer, Natural Resources Canada

On Accounting for Energy Savings from Industrial Productivity Improvements
Kyriaki Papadaratsakis, Rutgers University, Center for Advanced Energy Systems
Donald J. Kasten, Rutgers University, Center for Advanced Energy Systems
Michael R. Muller, Rutgers University, Center for Advanced Energy Systems

Modeling Economy-Wide Impacts of Investments in Industrial Energy Efficiency: A South African Case Study
Randall Spalding-Fecher, University of Cape Town, Energy and Development Research Centre
Harald Winkler, University of Cape Town, Energy and Development Research Centre
Alastaire Dick, University of Cape Town, Energy Research Institute
Lindsey Jeftha, University of Cape Town, Energy Research Institute
John A. “Skip” Laitner, U.S. Environmental Protection Agency

The Role of Steel in the US Economy: Decomposing the 1982-1997 Forward and Backward Linkages of the Steel Industry
David M. Anderson, Pacific Northwest National Laboratory
Joseph M. Roop, Pacific Northwest National Laboratory

Towards Increased Policy Relevance in Energy Modeling
Ernst Worrell, Lawrence Berkeley National Laboratory
Gale A. Boyd, Argonne National Laboratory
Stephan Ramesohl, Wuppertal Institute for Climate, Environment & Energy

Electric Efficiency in California's Industrial Sector: The Potential Gap
Michael Rufo, Quantum Consulting, Inc.
Rafael Friedmann, Pacific Gas & Electric Company
Fred Coito, KEMA-XENERGY

The Energy Intensity of the Dow Jones Industrial Average
Peggy Podolak, U.S. Department of Energy, Office of Energy Efficiency and Renewable Energy

Machine Drive Electricity Use in the Industrial Sector
Brian Unruh, Energy Information Administration

Assessing the Role of Voluntary Programs in Climate Change Policy
Robert Lempert, RAND

A Comparative Study on Energy Assessment Data from Manufacturing Industry
B. Gopalakrishnan, West Virginia University, Industrial Assessment Center
R.W. Plummer, West Virginia University, Industrial Assessment Center
W. H. Iskander, West Virginia University, Industrial Assessment Center

Confronting the Challenge of Hybrid Modeling: Using Discrete Choice Models to Inform the Behavioural Parameters of a Hybrid Model
Nic Rivers, Simon Fraser University
Mark Jaccard, Simon Fraser University
John Nyboer, Simon Fraser University
Ken Tiedemann, Habart and Associates

State-Level Analysis of Industrial Energy Use
R. Neal Elliott, American Council for an Energy-Efficient Economy
Anna Monis Shipley, American Council for an Energy-Efficient Economy
Elizabeth Brown, American Council for an Energy-Efficient Economy
Rachel Cleetus, Tellus Institute
Stephen Bernow, Tellus Institute

The Role of a Dynamic Marketplace in the Adoption of Industrial Efficiency Innovations
Stephen J. DeCanio, University of California, Santa Barbara
John A. “Skip” Laitner, U.S. Environmental Protection Agency

Electricity Use and Related CO2 Emissions for Cooker Manufacturing in Denmark, England and Sweden: A Benchmarking Study
E. Nord-Ågren, University of Linköping, Division of Energy Systems and University of Gävle, Division of Energy & Mechanical Engineering
B. Moshfegh, University of Linköping, Division of Energy Systems and University of Gävle, Division of Energy & Mechanical Engineering

Understanding R&D Investment Trends in Energy-Intensive Industries
Jack Eisenhauer, Energetics, Inc.
Buddy Garland, U.S. Department of Energy, Industrial Technologies Program

Explorations with the LIEF 2002 Model
Rachel Cleetus, Tellus Institute
Stephen Bernow, Tellus Institute
R. Neal Elliott, American Council for an Energy-Efficient Economy
Anna Monis Shipley, American Council for an Energy-Efficient Economy
Elizabeth Brown, American Council for an Energy-Efficient Economy

Modeling Electricity Contract Choice: An Agent-Based Approach
Joseph M. Roop, Pacific Northwest National Laboratory
Eihab Fathelrahman, Pacific Northwest National Laboratory

Estimating the Impacts of Voluntary Programs: Results from a Recent Study on the Canadian Industry Program for Energy Conservation
Lee Ann Westfall, Natural Resources Canada, Office of Energy Efficiency
Mallika Nanduri, Natural Resources Canada, Office of Energy Efficiency
Glenda Taylor, Natural Resources Canada, Office of Energy Efficiency

Characterizing Emerging Industrial Technologies in Energy Models
John A. “Skip” Laitner, U.S. Environmental Protection Agency
Ernst Worrell, Lawrence Berkeley National Laboratory
Christina Galitsky, Lawrence Berkeley National Laboratory
Donald A. Hanson, Argonne National Laboratory

Two Approaches for Measuring the Efficiency Gap Between Average and Best Practice Energy Use: The LIEF Model 2.0 and the ENERGY STAR™ Performance Indicator
Gale A. Boyd, Argonne National Laboratory

Modeling Energy-Efficiency Program Effort and Administrative Expenditures
Donald A. Hanson, Argonne National Laboratory
John A. “Skip” Laitner, U.S. Environmental Protection Agency
John C. Mortensen, Consultant

Availability and Use of Energy Data in an Environment of Industry Reclassification and Energy Market Reforms
Robert K. Adler, Energy Information Administration
Stephanie J. Battles, Energy Information Administration