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Panel 6. Data, Analysis, and Modeling

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

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

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

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

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

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

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

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

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

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

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

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, Donald J. Kasten, and Michael R. Muller, Rutgers University, Center for Advanced Energy Systems

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

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

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

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

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

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

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

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

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

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