Published Reviews, Comments, and Notes

• "Review of Morey and Waldman's 'Measurement Error in Recreation Demand Models,'" Journal of Environmental Economics and Management, Vol. 40, No. 1, pp. 76-81, 2000, with D. McFadden and R. Johnson.
• "Review of Dimensions of Automobile Demand, by Hensher, Smith, Milthorpe, and Bernard," Transportation Research, Vol, 28A, No. 4, 1994, pp.365-368.
• "Using Discrete Choice Models to Determine Free Ridership," Evaluation Exchange, Vol. 3, No. 1, Jan./Feb. 1993, pp. 12-14.
• "The Seven Deadly Sins of DSM Program Evaluations," with G. Weisbrod, Strategies, Vol. 4, No. 1, 1993, p. 9.
• "Review of J. Daniel Khazzoom, `An Econometric Model Integrating Conservation Measures in the Residential Demand for Energy'," Energy Journal, Vol. 8, No. 3, 1987, pp. 159-60
• "Review of Clifford Winston and Associates, `Blind Intersection? Policy and the Automobile'," Transportation Science, Vol. 22, No. 3, 1988, pp. 227-228.
• "Comment on David Greene, `A Note on Implicit Consumer Discounting of Automobile Fuel Economy: Reviewing the Available Evidence'," Transportation Research, Vol. 17B, No. 6, 1983, pp. 498.

Working Papers

• "A Recursive Estimator for Random Coefficient Models"
• "Transportation Demand for Grain Shipments: A Revealed and Stated Preference Approach," with W. Wilson
• "Omitted Product Attributes in Discrete Choice Models," with A. Petrin
• "A Comparison of Hierarchical Bayes and Maximum Simulated Likelihood for Mixed Logit."
• "Customer-Specific Taste Parameters and Mixed Logit," with D. Revelt
• "Halton Sequences for Mixed Logit."
• "Simulation Methods for Probit and Related Models Based on Convenient Error Partitioning."
• "Pareto Superior Voluntary Time-of-Use Prices."

Invited Lectures and Presentations of Refereed Papers

• "Discrete Choice Methods," workshop at American Agricultural Economics annual meetings, Portland OR, August 2007.
• "Estimation Strategies for Discrete Choice Models," Invitational Choice Symposium, Wharton School, June 2007.
• "A Recursive Estimator for Random Coefficient Models," Department of Economics, University of California, Berkeley, April 2007.
• "Estimation on Stated-Preference Experiments Constructed from Revealed-Preference Choices," Iowa State University, March, 2007; Conference in Honor of Frank Koppelman, Northwestern University, June, 2007; World Conference on Transportation Research, Berkeley, June 2007.
• "Transportation Demand for Grain Shipments: A Revealed and Stated Preference Approach," Transportation Research Board meetings, Washington, D.C., January, 2005.
• "Recent Advances in Discrete Choice Analysis," keynote address, Mexican Statistical Association meetings, Monterrey MX, October 2004; American Agricultural Economics Association Meetings, Denver, July, 2004.
• "Vehicle Choice Behavior and the Declining Market Share of U.S. Automakers," Yale Department of Economics and School of Management, November 2004; Stanford Department of Economics, October 2004; New York University School of Business, March 2004; Department of Economics, University of California, Irvine, May 2004.
• "Mixed Logit with Bounded Distributions of Partworths." Conference on Assessing Customer Preferences, University College London, May 2003.
• "Surveys for Intellectual Property Damage Calculation." International Law Seminars workshop on Calculating and Proving IP Damages, San Francisco, January 2003.
• "Omitted Product Attributes in Discrete Choice Models." Haas School, Wharton School, Standford Graduate School of Business, Stanford Economics Department, Georgia Tech School of Economics, University of California-Irvine Economics Department, Cambridge University, American Economics Association Meetings, 2002-3.
• "The Weakest Link: Who Gets Voted Off; Performance, Pride and Prejudice," 20th Annual International Communications Forecasting Conference, San Francisco, June 2002.
• "Recent Advances in Discrete Choice Methods," 2nd World Congress of Environmental and Resource Economists, Monterey, June 2002.
• "Customer-Specific Taste Parameters and Mixed Logit," University of California, Irvine, November 2000, and University of California, Davis, May 2001.
• "Customer Choice Among Telecommunications Products and Services," 18th Annual International Communications Forecasting Conference, Seattle, September 2000.
• "Customer Choice Analysis: Modeling, Estimating, and Forecasting," Symposium on Market Research for New Energy Products and Services, San Francisco, June 2000.
• "On Classical Estimation of Customer-Level Partworths," 11th Annual Advanced Research Techniques Forum, American Marketing Association, Monterey, June 2000.
• "Estimating Partworths for Individual Customers," Sawtooth Conference on Market Research Methods, Hilton Head, March 2000.
• "Mixed Logit: The New Frontier," 12th Forecasting Symposium, Electric Power Research Institute, Denver, April 1999.
• "The Cost of the Local Telecommunication Network: A Comparison of Minimum Spanning Trees and the HAI Model," National Telecommunications Forecasting Conference, Arlington VA, October 1998.
• "Assessing the Value of Brands and Product Attributes," Seminar on Property Rights, Palo Alto, CA, July 1998.
• "Mixed Logit: An Overview with Applications," NSF Symposium on Eliciting Preferences, Berkeley, July 1997.
• "Customer Choice in Telecommunications," two-day workshop given in conjunction with the International Communications Forecasting Conference, San Francisco, June, 1997.
• "Advanced Topics in Choice Modeling," five lectures given at MIT's workshop on choice modeling, Cambridge, June, 1997.
• "Qualitative Choice Analysis of Energy Decisions," two-day workshop given at the U.S. Energy Information Administration, Washington, D.C., July, 1996.
• "Incentives for Appliance Efficiency in a Competitive Energy Industry: An Application of Random-Parameters Logit," presented at American Economic Association meetings, San Francisco, January, 1996, and the summer study meetings of the American Council for and Energy Efficient Economy, Asilomar CA, August 1996.
• "Econometrics for a Competitive Age," keynote address at the 13th Annual International Communications Forecasting Conference, Toronto, June 1995.
• "The Design and Impact of Feebates," presented at American Economic Association meetings, Washington DC, January 1995, and at Transportation Research Board meetings, Washington DC, January 1995.
• Estimation of Net Savings for Rebate Programs: A Three-Option Nested Logit Approach," ACEEE 1994 Summer Study on Energy Efficiency in Buildings, published in Resource Planning Methodologies, Vol. 7 of proceedings, pp. 7.239-7.247, co-authored with S. Buller, B. Mast, K. Parikh, and E. Paquette.
• "A Unified Approach to Estimation of the Free-Ridership and Spillover Components of Net savings," ACEEE 1994 Summer Study on Energy Efficiency in Buildings, published in Measurement and Evaluation, Vol. 8 of proceedings, pp. 8.163-8.170, co-authored with E. Paquette and S. Buller.
• "Modeling Technology Adoption and DSM Program Participation Decisions," ACEEE 1994 Summer Study on Energy Efficiency in Buildings, published in Human Dimensions of Energy Consumption, Vol. 1 of proceedings, pp. 1.9-1.17, co-authored with S. Buller, G. Weisbrod, and R. Barnes.
• "A Model of Appliance Efficiency Choice Using Stated- and Revealed-Preference Data," ACEEE 1994 Summer Study on Energy Efficiency in Buildings, published in Resource Planning Methodologies, Vol. 7 of proceedings, pp. 7.1-7.11, co-authored with T. Atherton, C. Chen, and R. Ridge.
• "Households' Choices of Efficiency Levels for Appliances: Using Stated- and Revealed-Preference Data to Identify the Importance of rebates and Financing Arrangements," Sixth Biennial Marketing Research Symposium, Los Angeles, November 1994. Published in Proceedings volume, with co-author T. Atherton.
• "A New Frontier in Program Evaluation: The Measurement of Spillover Benefits," Third International Energy Efficiency and DSM Conference, Vancouver, November 1994, with co-authors G. Weisbrod, C. Chen, and M. Brown.
• "Estimation of Net Savings for Rebate Programs: A Three-Option Nested Logit Approach," paper presented at 1994 Summer Study on Energy Efficiency in Buildings, American Council for an Energy-Efficient Economy, August-September 1994. Published in the Proceedings volume, with co-authors S. Buller, B. Mast, E. Paquette, and K. Parikh.
• "A Model of Appliance Efficiency Choice Using Stated and Revealed Preference Data," Summer Study on Energy Efficiency in Buildings, American Council for an Energy-Efficient Economy, August-September 1994. Published in the Proceedings volume, with co-authors T. Atherton, C. Chen, and R. Ridge.
• "Modeling Technology Adoption and DSM Program Participation Decisions," Summer Study on Energy Efficiency in Buildings, American Council for an Energy-Efficient Economy, August-September 1994. Published in the Proceedings volume, with co-authors S. Buller, G. Weisbrod, and R. Barnes.
• "A Unified Approach to the Estimation of the Free-Ridership and Spillover Components of Net Savings," paper presented at 1994 Summer Study on Energy Efficiency in Buildings, American Council for an Energy-Efficient Economy, August-September 1994. Published in the Proceedings volume, with co-authors E. Paquette and S. Buller.
• "Feebates: Estimated Impacts on Vehicle Fuel Economy, Fuel Consumption, CO-2 Emissions, and Consumer Surplus," Conference on Transportation and Energy Strategies for a Sustainable Transportation System, Asilomar, CA., August 1993.
• "Short-Haul Toll Elasticities: Estimates from a Fully Discrete Model," National Telecommunications Demand Study meetings, San Diego, December 1992, and National Telecommunications Forecasting Conference, Crystal City, VA, June 1993.
• "Tha Environmental and Economic Impacts of Increased Fuel Efficiency in the Personal Transportation Sector," POWER Conference on the Economics of Energy Conservation, June 1992. Published as UC Energy Institute Report PCP001, with co-authors C. Lula, A. Cristofaro, M. Shelby, and R. Miles-Mclean.
• "Optional Time-of-Use Prices for Electricity," Camp Econometrics, Marshall, CA, February 1992, with co-author G. Mehrez.
• "Personal Vehicle Energy Consumption and CO2 Emissions," International Association of Energy Economists Annual Conference, Honolulu, July 1991.
• "Evaluation of Demand-Side Management Programs: Methods and Issues," Workshop on Energy Planning, California Institute for Energy Efficiency, Napa, June 1990.
• "Customers' Choices Among Service Offering: Recent Advances in Theory and Econometrics," Conference on Telecommunications Demand Analysis, Hilton Head, April 1990.
• "Self-Selecting Tariffs under Pure Preferences Among Tariffs," Conference on Telecommunications Demand Analysis, Hilton Head, April 1990.
• "Impact Evaluation of Project HELP: Direct Weatherization for Low-Income, Elderly, and Handicapped Customers," Conference on Energy Conservation Program Evaluation, Chicago, August 1989.
• "The Impact of Audits on Customers' Decisions to Take Conservation Actions," Summer Study on Energy Efficiency in Buildings, American Council for an Energy Efficient Economy, August 1988.
• "Mandatory versus Optional Measured Rates for Local Telephone Service," Advanced Workshop in Regulation and Public Utility Economics, Monterey, CA., July 1988.
• "Voluntary Time-of-Use Rates for Electricity," workshop in Load Management, Tel Aviv, June 1988.
• "Meeting Competition for Intra-LATA Toll Calls: Extended Area Services," Telecommunications Demand Analysis Forum, Key Biscayne, January, 1988.
• "Empirical Methods for Identifying the Relation Between Households' Calling Patterns and the Choice of Service," Telecommunications Demand Analysis Forum, Key Biscayne, January 1988, with co-authors M. Ben-Akiva and T. Atherton.
• "Managing Service Reliability: Options for Welfare Improvements and Pareto Dominance," International Association of Energy Economists, San Francisco, September 1987.
• "Combined Engineering/Statistical Methods for Estimating End-Use Load Shapes," Workshop on Residential End-use Loads, Sponsored by Lawrence Berkeley Laboratory and the California Energy Commission, Berkeley, September 1987.
• "Discrete/Continuous Models," Department of Civil Engineering, MIT, June 1987.
• "Net Savings from A Rebate Program for Commercial and Industrial Customers," Conference on Energy Conservation Program Evaluation, Chicago, August 1987.
• "The Impact of the Auditor on Conservation Implementation," Conference on Energy Conservation Program Evaluation, Chicago, August 1987.
• "Analysis of Interrelated Choices: GEV and Discrete/Continuous Models," Bell Communications Research course on Qualitative Choice Analysis, Morristown, NJ, September 1986.
• "Discrete Choice Models of Telecommunications Demand," Seminar on Qualitative Choice Analysis, Department of Civil Engineering, MIT, August 1985, June 1986, and June 1987.
• "Energy Conservation in Commercial Food Preparation and Sales," Annual Meeting of the American Association of Agricultural Economists, Reno, August 1986.
• "Consumer Attitudes and Econometric Models of Choice," Conference on Marketing Research, American Marketing Association, Oahu, Hawaii, March 1986.
• "The Demand For Local Telephone Service: The Interrelation of Calling Patterns and Service Option Choices," Telecommunications Demand Modeling Conference, New Orleans, October 1985, co-athored with D. McFadden and M. Ben-Akiva.
• "Rebates for Energy Savings Equipment in the Commercial and Industrial Sectors," Second National Conference on Energy Conservation Program Evaluation, Chicago, August 1985.
• "Patterns of Automobile Demand and Fuel Consumption", Transportation-Energy Research Symposium, Marin, CA, April 1985.
• "Qualitative Choice Analysis of Telecommunications Demand," Telecommunications Modeling Conference, Chicago, IL, September 1984.
• "Weather Normalization of Electricity Sales," Symposia on Energy Demand and Conservation Research, Arlington, VA, May 1983, Denver, July 1983, and Seattle, July 1984.
• "Combined Engineering/Econometric Methods for Estimating End-Use Load Curves," Symposium on Energy Demand and Conservation Research, Seattle, July 1984.
• "Estimating End-Use Load Shapes as Functions of Customer Characteristics, Dwelling Types, and the Weather," Symposium on Energy Demand and Conservation Research, Denver, July 1983.
• "Methods for Weather Normalizing Energy Data," Western States Load Research Group, Portland 1982.
• "Vehicle Ownership and Usage: An Integrated System of Disaggregate Demand Models," Sixty-First Annual Meeting of the Transportation Research Board, Washington, DC, January 1982.
• "Forecasting Systems for Energy Consumption for Personal Transportation," Hearing on Scenarios and Transportation Demand, California Energy Commission, Sacramento, CA, September 1980.
• "A Probabilistic Choice Approach to Residential Demand for Long-Distance Telephone Services," Third International Conference on Analysis Forecasting and Planning for Public Utilities, Fontainebleau, France, June 1980, co-authored with D. McFadden.
• "Consumer Acceptance of Electric Vehicles," Workshop on Energy Storage Systems for Automobile Propulsion, Department of Energy, Washington, DC, June 1979.
• "The Potential Demand for Non-Gasoline-Powered Automobiles," Fifty-Eight Annual Meeting of the Transportation Research Board, Washington, DC, January 1979.
• "A Disaggregate Model of Auto Type Choice," General Motors Research Laboratory, Warren, MI, November 1978.
• "The Demand for Special Performance Vehicles," Seminar on Energy Storage Systems for Automobile Propulsion, Brookhaven Labs, Long Island, August 1978.
• "Exploring the HART Patronage Projections," Seminar on Urban Mass Transit, Honolulu, January 1978.
• "A Validation Test of a Mode Choice Model," Annual Meeting of the Transportation Research Forum, Atlanta, March 1977.

Selected Reports

• Train, K., and W. Wilson, Transportation Demands in the Columbia-Snake River Basin,, report to the Institute for Water Resources, U.S. Army Corps of Engineers, March 2006.
• Train, K., and W. Wilson, Shippers' Responses to Changes in Transportation Rates and Times, report to the Institute for Water Resources, U.S. Army Corps of Engineers, November 2004.
• Train, K., and colleagues, Customers' Willingness to Pay for Attributes of Electricity, Gas, and Water Service, report to ACTEW Corporation and ACTEWAGL, June 2003.
• Train, K., and K. Hudson, The Impact of Information on Vehicle Choices and the Demand for Electric Vehicles in California, report to Toyota and General Motors, September 2000.
• Train, K., and A. Selting, The Effect of Price on Residential Customer Choice in Competitive Retail Energy Markets: Evidence from Specific Markets to Date, Edison Electric Institute Report, March 2000.
• Selting, A., and K. Train, Projecting Market Share for Energy-Related Offerings, Electric Power Research Institute Report, December 1998.
• Train, K., "Net Savings Estimation," chapter 5 of Performance Impacts: Evaluation Methods for the Nonresidential Sector, Electric Power Research Institute Report TR-105845, December 1995.
• Davis, W., M. Levine, and K. Train, Effects of Feebates on Vehicle Fuel Economy, Carbon Dioxide Emissions, and Consumer Surplus, U.S. Department of Energy, Office of Policy, report DOE/PO-0031, February 1995.
• Train, K. et al., End-Use Load Shape Estimation: Methods and Validation, Electric Power Research Institute Report No. CU-7127, 1990.
• Train, K. and D. Dagang, Evaluation of the Commercial Incentives Pilot Program, report to Bonneville Power Administration, 1990.
• Train, K. and D. Dagang, Evaluation of the Commercial Audit Program, report to Bonneville Power Administration, 1988.
• Train, K., and J. Strebel, Net Savings from Audit and Hardware Rebate Programs in the Commercial and Industrial Sectors, report to Southern California Edison, 1986.
• Train, K., et al., Weather Normalization of Electricity Sales, Electric Power Research Institute Report No. EA-3134, 1983.
• Train, K., J. Herriges, and R. Windle, Combined Engineering/Statistical Approaches to Estimating End-Use Load Shapes, Electric Power Research Institute Report EA-4310, 1985.
• Train, K., California Personal Vehicle Energy Demand Model, report to the California Energy Commission, 1983.
• McFadden, D., and K. Train, Determinants of the Residential Demand for Long Distance Telephone Service, report to AT&T, 1980.

Project Experience

• Principal Investigator. Assessing shipper behavior and benefits from improved waterway transportation systems. For the Institute for Water Resources, U.S. Army Corps of Engineers (2003-6).
• Principal Investigator. Forecasting demand for new vehicles. For Nissan (2004-5).
• Statistical Consultant. Customers' willingness to pay for water service attributes. For Thames Water (2005-6).
• Statistical Consultant. Demand for new pharmaceutical products and consumers' valuation of product attributes. For Pfizer (2005-6).
• Principal Investigator. Statistical analysis of mortgage application and pricing data for fair lending compliance. For WMC Direct (2004-5).
• Statistical Consultant. Measuring substitution among wireline, wireless, VoIP, and cable telephony services. For Sprint (2004).
• Principal Investigator. Assessing customers' willingness to pay for attributes of electricity, gas, and water service. For ACTEW Corporation and ACTEWAGL, Australia (2002-3).
• Statistical Consultant. Demand for cable and satellite TV services. For Echostar (2002).
• Statistical Consultant. Customers' willingness to pay for attributes of water service. For Yorkshire Water Service (2002-3).
• Statistical Consultant. Analysis of Hilton Honors point system. For Hilton (2001-3).
• Principal Investigator. Measuring changes in quality of telecommunication services. For Verizon (2002).
• Expert Witness. Defining the product market for smokeless tobacco products. For Swedish Match (2000).
• Principal Investigator. Procedures for valuing intellectual property for insurance purposes. For Marsh & McLennan Companies (2000).
• Expert Witness. Defining the product market for bread for the proposed merger of Metz and Earthgrains. For the U.S. Department of Justice, Antitrust Division (2000).
• Principal Investigator. Assessing the market demand for electric and hybrid vehicles. For Toyota and General Motors (2000).
• Principal Investigator. Forecasting market shares in a competitive energy environment. For the Electric Power Research Institute (1998-1999).
• Expert Witness. Assessment of damages to Isuzu from Consumers Union's statements about the Trooper. For Consumers Union (1999).
• Expert Witness. Assessment of damages to Suzuki from Consumers Union's statements about the Samurai. For Consumers Union (1999).
• Statistical Consultant. Market definition for health insurance products in antitrust analysis of proposed merger of Aetna and Prudential Health. For Aetna (1999).
• Expert Witness. Measuring the efficiency of transmission and distribution operations. For Pacific Gas and Electric Company (1998).
• Principal Investigator. Demand for alternative fueled vehicles and impacts on travel patterns. For the University of California Office of the President (1998-1999).
• Statistical Consultant. Weather adjustment of electricity sales. For the Electric Power Research Institute and Tennessee Valley Authority (1998-1999).
• Statistical Consultant. Customer choice of supplier in a competitive energy environment. For a consortium of energy utilities (1996-1998.)
• Expert Witness. Universal service funding in a competitive telecommunications environment. For GTE (1997).
• Principal Investigator. Development and application of improved models of customer choice. For California Advisory Committee on Demand-Side Management (1996-1997).
• Expert Witness. Assessment of damage to anglers of river pollution. For ARCO (1995-1997).
• Principal Investigator. Simulation study of net savings estimation methods. For California Advisory Committee on Demand-Side Management (1994-1995).
• Expert Witness. Price elasticities for intraLATA telecommunication services. For GTE (1991-1993).
• Advisor. Feebate policies to improve average fuel efficiency of new cars and trucks. For the U.S. Department of Energy (1991-1994).
• Advisor. Impact evaluation of demand side management programs. For Boston Edison, Niagara Mohawk Power Company, Pacific Gas and Electric Company, Puget Power, Northeast Utilities, and Southern California Edison (1991-1995).
• Principal Investigator. Empirical analysis of self-selecting tariffs. For the University-wide Energy Research Group (1991-1994).
• Principal Investigator. Econometric analysis of customers' choice between time-of-use and standard rates for electricity. For the California Institute for Energy Efficiency (1990-1991).
• Principal Investigator. Policies to mitigate greenhouse gas emissions in personal vehicle transportation. For the U.S. Environmental Protection Agency (1990-1991).
• Principal Investigator. Evaluation of an incentives program for energy conservation by firms. For Bonneville Power Administration (1989-1991).
• Principal Investigator. Highway electrification: options and impacts. For the Southern California Association of Governments (1989-1990).
• Principal Investigator. The value of service reliability. For the Electric Power Research Institute (1987-89).
• Principal Investigator. Savings from a weatherization program for low-income households. For Pacific Gas and Electric (1988).
• Principal Investigator. Evaluation of "Bright Ideas for Business" program for energy conservation. For Wisconsin Power and Light (1987-88).
• Principal Investigator. Evaluation of an energy conservation program for agricultural firms. For Wisconsin Utility Association (1987-88).
• Principal Investigator. Acid precipitation and transportation policies. For Argonne National Laboratory (1987-88).
• Principal Investigator. Evaluation of an energy audit program for commercial buildings. For Bonneville Power Administration (1986-88).
• Principal Investigator. Analysis of service choice and local calling patterns under alternative rates. For Pennsylvania Bell (1986-1987).
• Principal Investigator. Estimation of electricity outage costs for commercial and industrial customers. For Pacific Gas and Electric Company (1986-87).
• Principal Investigator. Design of regulatory mechanisms to handle excess capacity and by-pass. For Pacific Gas and Electric Co. (1986-87).
• Principal Investigator. Impact of time-of-use rates for agricultural customers. For Pacific Gas and Electric Co. (1986-87).
• Principal Investigator. Net savings from audit and rebate programs for commercial and industrial firms. For Southern California Edison (1984-86).
• Principal Investigator. Analysis of the persistence of audit-induced energy savings. For Southern California Edison (1983-84).
• Principal Investigator. Estimation of energy utilization indices for commercial buildings. For Southern California Edison (1983-84).
• Principal Investigator. Identification of end-use load shapes using a joint engineering/econometric approach. For the Electric Power Research Institute (1983-84).
• Principal Investigator. Impact assessment of a rebate program for energy conservation in the commercial and industrial sectors. For Southern California Edison (1983).
• Principal Investigator. Development of methods for weather normalization of energy data. For the Electric Power Research Institute (1980-84).
• Principal Investigator. Estimation and implementation of auto purchase and use model for California. For the California Energy Commission (1981-83).
• Principal Investigator. Identification of the factors affecting telecommunication customers' choices among long-distance services, including WATS, SPRINT, EXECUNET, and so on. For GTE (1981).
• Project Manager. Development of a simplified method for transit route forecasting. For Tri-Met, Portland (1980-1981).
• Project Manager. Analysis of the impact of a one month period of off-peak fare elimination for transit in Salt Lake City. For the Utah Transit Authority (1979-1980).
• Project Manager. Econometric analysis of the effect of uncertainty on the rate at which electric utilities adopt cost-saving innovations. For the Electric Power Research Institute (1979-1980).
• Project Manager. Analysis of consumers' responses to safety features on automobiles. For the National Highway Traffic Safety Administration (1980).
• Project Manager. Econometric demand analysis of telecommunications services, including long-distance service, WATS, and private lines. For American Telephone and Telegraph Company (1977-1979).
• Project Manager. Evaluation of demand models for electricity and natural gas. For Pacific Gas and Electric Company (1978).
• Project Manager. Forecasting demand for electric and other non-gasoline-powered vehicles. For Lawrence Livermore Laboratory (1978).
• Advice on the development of a model system for travel behavior in the Portland region. For Columbia Region Association of Governments (1977-1978).
• Examination of the patronage forecasts for Honolulu's proposed rapid rail transit system. For State Legislature of Hawaii (1977-1978).
• Examination of Metropolitan Transportation Commission's forecasting system to determine sources of error. For the Metropolitan Transportation Commission of the San Francisco Bay Area (1977).
• Econometric analysis of the demand for travel by auto, bus, and rail in urban areas. For the National Science Foundation (1974-1977).
• Development of a methodology for specifying and estimating a model of the markets for new and used automobiles. For Cambridge Systematics, Inc. (1976).
• Econometric analysis of households' choices of which make of auto to buy. For Energy Research and Development Administration (1976).
• Estimation of supply and demand models of the energy sector of the U.S. economy. For Data Resources, Inc. (1974).
• Econometric analysis of the demand for hospital care in British National Health Service Hospitals. Sponsored by the Committee on Western European Studies, Harvard University (1973).
• Data collection and analysis for a study of the relation between accounting methods and security prices. For Harvard Business School (1971-1974).
• Collection of data on foreign corporations for a study of the relation between financial power and security prices. For Department of Economics, Harvard University (1971).

Previous Professional Positions

University of California, Berkeley

• Associate Adjunct Professor of Economics and Public Policy, 1988-1992.
• Visiting Associate Professor, Department of Economics, 1984-1988.
• Senior Lecturer, Graduate School of Public Policy, 1987.
• Visiting Lecturer, Department of Economics, 1979-1984.
• Research Economist, Urban Travel Demand Forecasting Project, 1974-1977.

Cambridge Systemactics, Inc.

• Director of Economic Research, 1985-1989.
• Senior Associate, 1977-1985.

Courses Taught

• Economics 1: Introduction to Economics
• Economics 100A: Microeconomics (without calculus)
• Economics 101A: Microeconomics (with calculus)
• Economics 121: Industrial Organization
• Economics 123: Regulation of Industry
• Economics 141: Econometrics
• Economics 220B: Regulation
• Economics 244: Applied Econometrics
• Public Policy 210A: Microeconomic Policy Analysis
  

Last modified March 2006.