Below is an outline of a master class that will take place in the University of Stirling on July 25th from 9am to 5pm. Enrolment is free. Travel costs will be covered for Scottish PhD students. People outside Scotland are welcome to attend. Please email me if you wish to attend this. The Professor giving the course is a leading expert in this area and I recommend this highly.
Hedonics and Non-Market Valuation
Mini-Course
Outline
Christopher
Timmins
Duke University
Summer 2012
The
purpose of this mini-course is to provide a graduate-level overview of hedonic
analysis. Hedonics are the primary
revealed-preference tool for non-market valuation and cost-benefit analysis,
and also play an important role in quality adjustment of price indices, and in
modeling demand for differentiated products and their attributes. The course will begin with a brief discussion
of Rosen’s (1974) seminal paper and basic identification issues. It will proceed with a discussion of the
econometric problems associated with the recovery of the “willingness to pay”
function, which is required for the valuation of non-marginal changes in
amenities or product attributes. We will
then proceed to a discussion of omitted variables bias, and the
quasi-experimental techniques that are used to address them. The fourth part of the course will describe
hedonic analysis when individuals sort over multiple (labor and housing)
markets. The fifth component will
describe three areas of current research in hedonics. The mini-course will then conclude with a
short discussion of some of the weaknesses of the hedonic approach, motivating
the use of structural sorting models.
The
following syllabus describes the material covered in the mini-course in more
detail. Due to time constraints, not all
of the listed papers will be covered.
Lecture notes will, however, be made available for (most) of the papers,
whether they are presented or not.
(1) Basic Theory and Identification (approx. ¾ hour)
Rosen
(1974). “Hedonic Prices and Implicit
Markets: Product Differentiation in Perfect Competition.” Journal of Political Economy. 82(1):34-55.
Brown
and Rosen (1982). “On the Estimation of
Structural Hedonic Price Models.” Econometrica. 50(3):765-768.
Mendelsohn
(1985). “Identifying Structural
Equations with Single Market Data.” Review of Economics and Statistics. 67(3):525-529.
(2) Recovering Willingness to Pay (approx.. 2 hours)
Epple
(1987). “Hedonic Prices and Implicit
Markets: Estimating Demand and Supply Functions for Differentiated
Products.” Journal of Political Economy.
95(1):59-80.
Bartik
(1987). “Estimating Hedonic Demand
Parameters with Single Market Data: The Problems Caused by Unobserved
Tastes.” Review of Economics and Statistics.
69(1):178-80.
Bartik
(1987). “The Estimation of Demand
Parameters in Hedonic Price Models.” Journal of Political Economy. 95(1):81-88.
Ekeland,
Heckman, and Nesheim (2004).
“Identification and Estimation of Hedonic Models.” Journal
of Political Economy.
112(1.2):S60-S109.
Heckman,
Matzkin, and Nesheim (2010).
“Nonparametric Identification and Estimation of Nonadditive Hedonic
Models.” Econometrica. 78(5):1569-1591.
Bajari
and Benkard (2005). “Demand Estimation
With Heterogeneous Consumers and Unobserved Product Characteristics: A Hedonic
Approach.” Journal of Political Economy.
113(6):1239-1276.
Bajari
and Kahn (2005). “Estimating Housing
Demand With an Application to Explaining Racial Segregation in Cities.” Journal
of Business & Economic Statistics.
23(1):20-33.
Bishop
and Timmins (2011). “Hedonic Prices and
Implicit Markets: Estimating the
Marginal Willingness to Pay for Large Reductions in Crime Without Instrumental
Variables.” Mimeo.
Griffith
and Nesheim (2010). “Estimating
Households’ Willingness to Pay. CeMMAP
Working Paper CWP24/10. Institute for
Fiscal Studies, UCL.
(3) Quasi-Experimental Techniques (approx. 2.5
hours)
Parmeter
and Pope (2009). “Quasi-Experiments and
Hedonic Property Value Methods.”
Prepared for the Handbook on
Experimental Economics and the Environment.
John List (ed). Edward Elgar
Publishers.
Palmquist
(1984). “Estimating the Demand for the
Characteristics of Housing.” Review of Economics and Statistics. 66(3):394-404.
Parsons
(1992). “The Effect of Coastal Land Use
Restrictions on Housing Prices: A Repeat
Sales Analysis.” Journal of Environmental Economics and Management. 22:25-37.
Chay
and Greenstone (2005). “Does Air Quality
Matter? Evidence from the Housing
Market.” Journal of Political Economy.
113(2):376-424.
Davis
(2005). “The Effect of Health Risk on
Housing Values: Evidence from a Cancer Cluster.” American
Economic Review. 94(5):1693-1704.
Linden
and Rockoff (2008). “Estimates of the
Impact of Crime Risk on Property Values from Megan’s Laws.” American
Economic Review. 98(3):1103-1127.
Pope
(2008). “Fear of Crime and Housing Prices:
Household Reactions to Sex Offender Registries.” Journal of Urban Economics. 64(3):601-614.
Black
(1999). “Do Better Schools Matter? Parental Valuation of Elementary
Education.” Quarterly Journal of
Economics. 114(2):577-99.
Greenstone
and Gallagher (2006). “Does Hazardous
Waste Matter? Evidence From the Housing
Market and the Superfund Program.”
Gamper-Rabindran
and Timmins (2011). “Does Cleanup of
Hazardous Waste Sites Raise Housing Values?
Evidence of Spatially Localized Benefits.” Mimeo.
Davis
(2010). “The Effects of Power Plants on
Local Housing Values and Rents.”
Forthcoming in Review of Economics
and Statistics.
(4) Sorting Across Housing and Labor
Markets: Wage-Hedonics (approx. 1.5
hours)
Hoch
and Drake (1974). “Wages, Climate, and
the Quality of Life.” Journal of Environmental Economics and
Management. 1(4):268-295.
Rosen
(1979). “Wage-Based Indexes of Urban
Quality of Life.” In Current Issues in Urban Economics, edited by Peter Mieszhowski and
Mahlen Straszheim. Baltimore: Johns
Hopkins University Press.
Roback
(1982). “Wages, Rents, and the Quality
of Life.” Journal of Political Economy. 90(6):1257-1278.
Roback
(1988). “Wages, Rents, and Amenities:
Differences Among Workers and Regions.” Economic Inquiry. 26:23-41.
Blomquist,
Berger, and Hoehn (1988). “New Estimates
of Quality of Life in Urban Areas.” American Economic Review. 78:89-107.
Albouy (2008). “Are Big Cities Really Bad Places to
Live? Improving Quality-of-Life Estimates Across Cities.” NBER Working Paper No. 14472.
Bayer,
Khan, and Timmins (2011). “Nonparametric
Identification and Estimation in a Roy Model with Common Non-Pecuniary
Returns.” Journal of Business and Economic Statistics. 29(2):201-215.
(5) Current Topics in Hedonics Research (approx.
2 hours)
Kuminoff
and Pope (2010). “Hedonic Equilibria,
Land Value Capitalization, and the Willingness to Pay for Public Goods.” Arizona State University Department of
Economics Working Paper.
Bajari,
Cooley, Kim and Timmins (2010). “A
Theory-Based Approach to Hedonic Price Regressions with Time-Varying Unobserved
Product Attributes: The Price of Pollution.”
Forthcoming, American Economic
Review.
Bishop and Murphy (2012).
"Incorporating Dynamic Behavior into the Hedonic Model." Working Paper, Olin School of Business,
Washington University in St. Louis.
(6) Weaknesses of the Hedonic Framework / Sorting
Model Motivation (approx. ¼ hour)
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