External validity of hedonic price estimates: Heterogeneity in the price discount associated with having Black and Hispanic neighbors

We examined the hedonic price of neighborhood racial composition across a sample of 180 US housing markets and compared heterogeneity in results. Statistically significant estimated price elasticities calculated at the mean ranged from ?0.61 to 0.2 and ?0.26 to 0.21, for increases in Black and Hispanic neighborhood proportion, respectively. Hedonic price discounts for Black neighborhoods were greater when land supply was more inelastic, when the land value share of the housing cost was greater, and in the southern portion of the United States. Hedonic price discounts associated with Hispanic neighborhoods exhibited no patterns relative to geography or housing supply factors.     

ECONOMETRIC ANALYSIS OF HOUSING TRAIT PRICES IN A THIRD WORLD CITY*

ABSTRACT. A first step in the process of economic analysis of housing markets in Third World cities is the econometric analysis of housing trait prices. The information on market price of housing is basic to the derivation/estimation of other market parameters such as housing demand and supply elasticities. In addition, housing trait prices constitute invaluable inputs into the analysis of effects of government housing programs. This paper presents estimates of housing trait prices in a Third World city housing market, the city of Jos in Nigeria. Nonlinear stochastic specification of a policy constrained hedonic price function is presented as an unbiased estimator of housing trait prices. The Box-Cox statistical procedure was employed in the paper to obtain hedonic regression coefficients which are the parameters needed to compute the average prices evaluated both at the mean of each trait and at their margins. The potential uses of housing trait prices for policy analysis are discussed briefly.     

Housing Price Gradients: The Intersection of Space and Built Form

A hedonic housing price model, implemented for the Dallas region, reveals a housing market structured around multiple nodes, some of which give rise to positive and others to negative externalities. The utility/disutility derived from relative location is capitalized into the size and quality of the housing stock and the nature of neighborhood amenities. The result is a convergence of space and built form.     

NEIGHBORHOOD DYNAMICS AND PRICE EFFECTS OF SUPERFUND SITE CLEAN‐UP*

ABSTRACT Numerous hedonic price analyses estimate price effects associated with hazardous waste site remediation or other environmental variation. This paper estimates a neighborhood transition model to capture the direct price effect from Superfund site clean‐up and the indirect price effects arising from residential sorting and changes in investment in the housing stock following clean‐up. First‐difference models of neighborhood change and a national sample are used. This approach fails to find consistent positive direct price effects. Positive indirect effects, however, may arise through residential sorting and neighborhood investment spurred by remediation. The findings can be sensitive to policy endogeneity and model specification.     

TRAFFIC EXTERNALITIES AND SINGLE-FAMILY HOUSE PRICES*

ABSTRACT. This study is the first to lend empirical support to the common belief that traffic intensity affects property values. Using a standard hedonic pricing model, this paper investigates the price effects on housing of traffic within a neighborhood. Results using data on single-family housing transactions for two different locations in a medium-sized city show a substantial negative price effect of traffic externalities. The magnitude of the effect is shown to be location specific.     

VALUING ENVIRONMENTAL QUALITY: A SPACE‐BASED STRATEGY*

ABSTRACT This paper develops and applies a space‐based strategy for overcoming the general problem of deriving the implicit demand for nonmarket goods. It focuses specifically on evaluating one form of environmental quality, distance from Environmental Protection Agency designated environmental hazards, via the single‐family housing market in the Puget Sound region of Washington State. A spatial two‐stage hedonic price analysis is used to: (i) estimate the marginal implicit price of distance from air release sites, hazardous waste generators, hazardous waste handlers, superfund sites, and toxic release sites; and (ii) estimate a series of implicit demand functions describing the relationship between the price of distance and the quantity consumed. The analysis, which represents an important step forward in the valuation of environmental quality, reveals that the information needed to identify second‐stage demand functions is hidden right in plain sight—hanging in the aether of the regional housing market.     

ACCOUNTING FOR LOCAL SPATIAL HETEROGENEITIES IN HOUSING MARKET STUDIES

We adopt a novel method to deal with omitted spatial heterogeneities in hedonic house price analysis. A Gaussian variant of the conditional autoregressive (CAR) model is used to study the impact of spatial effects. In a general linear modeling framework, we include zone‐specific random effects that are allowed to interact spatially with neighboring zones. The results demonstrate that this estimator accounts for missing spatial information, producing more reliable results on estimated spatially related coefficients. The CAR model is benchmarked against a fixed effects model. Socioeconomic neighborhood characteristics are found to have only modest impact on spatial variation in housing prices.     

SPATIAL HEDONIC MODELS OF AIRPORT NOISE,PROXIMITY, AND HOUSING PRICES*

ABSTRACT Despite the refrain that housing prices are determined by “location, location, and location,” few studies of airport noise and housing prices have incorporated spatial econometric techniques. We compare various spatial econometric models and estimation methods in a hedonic price framework to examine the impact of noise on 2003 housing prices near the Atlanta airport. Spatial effects are best captured by a model including both spatial autocorrelation and autoregressive parameters estimated by a generalized moments approach. In our preferred model, houses located in an area in which noise disrupts normal activities (defined by a day–night sound level of 70–75 decibels) sell for 20.8 percent less than houses located where noise does not disrupt normal activities (defined by a day–night sound level below 65 decibels). The inclusion of spatial effects magnifies the negative price impacts of airport noise. Finally, after controlling for noise, houses farther from the airport sell for less; the price elasticity with respect to distance is −0.15, implying that airport proximity is an amenity.     

HEDONIC PRICING WHEN HOUSING IS ENDOGENOUS: THE VALUE OF ACCESS TO THE TRANS‐ISRAEL HIGHWAY*

Standard hedonic house pricing assumes that house prices are independent of the intangible to be priced. A methodology is proposed in which the supply as well as the demand for housing depends on the intangible. The methodology is applied to value access to the Trans‐Israel Highway (TIH). Using spatial panel data (2002–2008) we show that TIH had two effects on the housing market. It increased house prices in locations with greater access to TIH, and it affected housing construction. Standard hedonic pricing would have underestimated the value of access because it ignores the effects of housing construction on the intangible to be priced. House prices began to increase three years before TIH was inaugurated, but housing construction did not anticipate the inauguration of TIH.     

ESTIMATING THE BENEFITS OF PUBLIC-HOUSING PROGRAMS: A CHARACTERISTICS APPROACH*

ABSTRACT. In this paper we specify a Stone-Geary utility function defined on housing attributes and other goods, empirically estimate the derived system of demand equations, and use the structural parameters to evaluate the benefits and consumption effects of a Belgian public rental housing program. By taking the composition of the bundle of housing attributes provided under the program into account, this study improves upon previous research which–with few exceptions–relies on a composite good, housing services.     

Housing Market Dynamics Under Stochastic Growth: An Application to the Housing Market in Boulder, Colorado

Recent housing-market studies have modeled slow stock and price adjustment with some success. However, the empirical procedures used in these models break down if housing stocks or prices are driven by stochastic growth. In this paper I suggest an error-correction model for analyzing housing supply and demand under conditions of stochastic growth for a regional housing market. The model is applied to the housing market in Boulder, Colorado from 1981 through 1995—a period of rapid growth in housing values in the area. Long-run housing supply and demand are shown to be inelastic with respect to changes in the price of housing. The results indicate that developers respond more accurately to housing-market disequilibrium attributable to supply-side disturbances than to disturbances generated by changes in the demand for housing. On the other hand, price appreciation is driven primarily by demand disturbances.     

Racial rent differences in U.S. housing markets: Evidence from the housing voucher program

This paper exploits an unusually rich data set to estimate racial differences in the rents paid for identical housing in the same neighborhood in U.S. housing markets and to show how they vary with neighborhood racial composition. Results suggest that black households pay more for identical housing in identical neighborhoods than their white counterparts and that this rent gap increases with the fraction of the neighborhood white. In neighborhoods with the smallest fraction white, the premium is about 0.6%. In neighborhoods with the largest fraction white, it is about 2.4%. This pattern holds across different types of areas.     

TAX AND FINANCIAL POLICIES FOR THE HOUSING MARKET OF THE 1980s

The imbalance in the age structure of the U.S. population has created conditions for heavy demand and consequently pressures for rising relative prices in the market for owner-occupied single family housing in the 1980s and 1990s. Working in reverse, the unbalanced demographics may well lead to the falling relative price of housing around 2010, the period in which the baby boom generation will be retiring and may wish to liquidate its housing investment. Changes in housing policies during the 1980s could help offset the anticipated costs associated with the swings in demand pressures in the housing market over the next forty years. Current favorable tax and financial policies toward homeownership encourage both the overconsumption of housing and the overinvestment in housing as a retirement asset. Tax and financial policies could be changed to neutralize the attractiveness of owner-occupied single family units relative to alternative types of housing units. To avoid overbuilding for the future, policies could encourage the efficient use of existing housing resources through intergenerational turnover, upgrading of units and neighborhood improvement, and condominium-style conversion of multiunit structures from rental to owner-occupancy. Finally, tax and financial policies toward investment could encourage the baby boom generation to diversify its retirement assets outside of housing.     

Israeli Settlement in Occupied Territories and its Impact on Housing Prices in Israel

The real price of housing in Israel rose 132 percent from 1959 through 1988. This paper investigates the factors standing behind the temporal movement of the real price of housing. Special emphasise is given to the role of government policies that encouraged settlement in occupied territories. A static model of the housing market is formulated and estimated, which takes into account the interrelation between the housing market in Israel proper and the emerging market in the occupied territories. In addition to confirming the role of demand shifters in accounting for the increase in real housing prices, it is found that settlement in occupied territories was an important moderating factor. According to our estimates, settlement in occupied territories accounts for a moderation of 1 percent in the annual rate of price appreciation during the Labor government, and 2.4 percent during the Likud government. These figures are in line with our expectations in view of the different policies pursued by the rival governments.     

IF ALONSO WAS RIGHT: MODELING ACCESSIBILITY AND EXPLAINING THE RESIDENTIAL LAND GRADIENT

ABSTRACT This study provides an empirical evaluation of employment accessibility as a determinant of urban land price. We find that the monocentric model, despite recent criticism, can perform satisfyingly if the hedonic value of land is identified in an account of structural and neighborhood characteristics. Gravity employment accessibility measures, however, can explain the residential land gradient entirely and disentangle positive accessibility effects from negative congestion effects related to transport infrastructure. They can therefore be recommended as an appropriate mean to account for labor market accessibility in an environment of dispersed employment, at least if the transport geography is accounted for.     

UNCERTAIN INCOME AND HOUSING PRICE AND LOCATION CHOICE*

ABSTRACT. In this paper, we adapt recent developments in uncertainty modeling to the location choice paradigm. In particular, we analyze the impact of income and housing price uncertainty on housing demand and location demand characteristics in a partial equilibrium framework. We begin by recognizing that housing consumption cannot readily be altered in response to changes in income and price. We find that income and house price risk affect housing and location demands in different ways. Additionally, the spatial characteristics of price risk also affect consumer housing and location demands. For example, if housing price risk is lower farther from the central city, housing demand can be greater in those locations even with the higher transportation cost. Thus, over some locations, the expected price gradient could be positive.     

SUFFICIENT CONDITIONS FOR NEGATIVE EXPONENTIAL DENSITIES A FURTHER ANALYSIS

ABSTRACT Brueckner correctly pointed out that one of the sufficient conditions for negative exponential densities is a unitary price elasticity of the compensated, not the uncompensated, demand for housing. This note shows that the Brueckner condition implies a zero income elasticity of housing demand when income and price elasticities are constrained to be constants. It also derives the utility function that gives rise to negative exponential densities in this case, given that other standard assumptions are satisfied. In light of empirical evidence, justification for the popular negative exponential functional form seems rather weak.     

A HEDONIC MODEL OF INTERREGIONAL WAGES,RENTS, AND AMENITY VALUES*

ABSTRACT This paper develops a general multimarket hedonic model appropriate for a national, interregional study of wages, housing prices, and location-specific amenities. The model encompasses the effects of interregional location, intraurban location, and city size. Typically, hedonic studies focus on a single market such as labor or housing and ignore interactions implicit in a more global compensation mechanism. Examination of the comparative statics of our model indicates that single-market differentials are partial prices and are unreliable measures of amenity values in an interregional context. Unbiased amenity values are estimated for a comprehensive set of amenities using data on housing prices for 34,414 households and wages for 46,004 workers from the 1980 Census of Population and Housing. Statistically significant differences in housing prices and wages are found due to amenities.     

IF YOU CANNOT TAKE THE HEAT,GET OUT OF THE CERRADO … RECOVERING THE EQUILIBRIUM AMENITY COST OF NONMARGINAL CLIMATE CHANGE IN BRAZIL*

ABSTRACT This paper presents an empirical technique for valuing large changes in nonmarketed local attributes (e.g., climate amenities) without data describing prices of locally traded commodities like housing. A model of endogenous sorting is used to identify individuals' indirect utility functions, from which the value of the change in the local attribute is recovered while accounting for equilibrium impacts on markets for labor and locally traded commodities. Annual amenity costs of Brazilian climate change are estimated to be between $1.6 and $8.1 billion for a moderate climate change scenario, depending upon the role of migration costs.     

北京城市老年人社区满意度研究——基于模糊评价法的分析

本文基于对北京市三个典型城市社区中老年人社区满意度的问卷调查,运用模糊评价法,对老年人的社区满意度进行案例研究。结果发现,老年人对社区社会环境较为满意,而对社区服务设施等社区物质环境不满;老年人更关注住房条件,而对社交和人际关系的关注较少。老年人特别重视的因子满意度不高,可能是导致社区满意度的综合模糊结果偏低的原因。进一步通过相关性分析和交叉表分析,从个人属性、家庭结构和所在社区类型等三个层面探讨社区满意度评价的影响因素,发现年龄低、学历高、收入高、与孙辈同住的老年人以及旧城平房社区中老年人社区满意度较高。老年人的社区满意度,将成为测度城市老年人生活品质的重要指标。