The Impact of Wind Farms on Property Values: A Geographically Weighted Hedonic Pricing Model

Wind power is the most important renewable energy source in many countries today, characterized by a rapid and extensive diffusion since the 1990s. However, it has also triggered much debate with regard to the impact on landscape and vista. Therefore, siting processes of wind farm projects are often accompanied by massive public protest, because of visual and aural impacts on the surrounding area. These mostly negative consequences might be reflected in property values and house prices. The aim of this paper is to investigate the impacts of wind farms on the surrounding area through property values, by means of a hedonic pricing model, using both a spatial fixed (viewshed) effects (accounting for spatially clustered unobserved influences) and a Geographically Weighted Regression model (accounting for spatial heterogeneity). The analysis is the first of its kind undertaken for a local region in Continental Europe (North Rhine-Westphalia, Germany). Viewsheds are calculated for each property using a digital surface model. Focusing on proximity and visibility effects caused by wind farm sites, we find that proximity, measured by the inverse distance to the nearest wind turbine, indeed causes significant negative impacts on the surrounding property values. Thereby, local statistics reveal varying spatial patterns of the coefficient estimates across and within the city areas and districts. In contrast, no evidence is found for a statistically significant impact of the visibility of the wind farm turbines.

[1]  Reinhard Madlener,et al.  The Influence of Social Preferences on Multi-Criteria Evaluation of Energy Scenarios , 2008 .

[2]  Reinhard Madlener,et al.  Portfolio Selection Methods and their Empirical Applicability to Real Assets in Energy Markets , 2011 .

[3]  Jon P. Nelson,et al.  Residential choice, hedonic prices, and the demand for urban air quality , 1978 .

[4]  Reinhard Madlener,et al.  The Benefit of Regional Diversification of Cogeneration Investments in Europe: A Mean-Variance Portfolio Analysis , 2009 .

[5]  John Dalsgaard Sørensen,et al.  Upscaling Wind Turbines: theoretical and practical aspects and their impact on the cost of energy , 2012 .

[6]  Reinhard Madlener,et al.  Responsiveness of Residential Electricity Demand in OECD Countries: A Panel Cointegation and Causality Analysis , 2011 .

[7]  P. Joan Poor,et al.  Exploring the hedonic value of ambient water quality: A local watershed-based study , 2007 .

[8]  Reinhard Madlener,et al.  Investment in New Power Generation Under Uncertainty: Benefits of CHP vs. Condensing Plants in a Copula-Based Analysis , 2010 .

[9]  P. Herings,et al.  Behavioral Effects in Individual Decisions of Network Formation , 2008 .

[10]  Reinhard Madlener,et al.  Economic Evaluation of IGCC Plants with Hot Gas Cleaning , 2010 .

[11]  S. Rosen Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition , 1974, Journal of Political Economy.

[12]  François Des Rosiers Power Lines, Visual Encumbrance and House Values: A Microspatial Approach to Impact Measurement , 2002 .

[13]  R. Madlener,et al.  Multi-commodity real options analysis of power plant investments: discounting endogenous risk structures , 2011 .

[14]  Reinhard Madlener,et al.  Rebound Effects in German Residential Heating: Do Ownership and Income Matter? , 2011 .

[15]  J. Kohlhase,et al.  The Impact of Toxic Waste Sites on Housing Values , 1991 .

[16]  J. Shortle,et al.  Managing Pollution Risk Through Emissions Trading , 2012 .

[17]  Hays B. Gamble,et al.  EFFECTS OF NUCLEAR POWER PLANTS ON RESIDENTIAL PROPERTY VALUES , 1982 .

[18]  D. E. Clark,et al.  Spent nuclear fuel and residential property values: the influence of proximity, visual cues and public information , 1999 .

[19]  Andrew G. Mueller,et al.  Wind Farm Announcements and Rural Home Prices: Maxwell Ranch and Rural Northern Colorado , 2011 .

[20]  Kevin J. Boyle,et al.  Out of Sight, Out of Mind? Using GIS to Incorporate Visibility in Hedonic Property Value Models , 2002, Land Economics.

[21]  Reinhard Madlener,et al.  Development of Cogeneration in Germany: A Dynamic Portfolio Analysis Based on the New Regulatory Framework , 2009 .

[22]  Reinhard Madlener,et al.  Fuzzy Portfolio Optimization of Onshore Wind Power Plants , 2014 .

[23]  Gaurav S. Ghosh,et al.  Do Baseline Requirements hinder Trades in Water Quality Trading Programs , 2009 .

[24]  Gianfranco Guidati,et al.  Wind Turbine Noise , 1996 .

[25]  Reinhard Madlener,et al.  Integrated Theoretical Framework for a Homeowner's Decision in Favor of an Innovative Residential Heating System , 2010 .

[26]  P. Herings,et al.  The Structure of Online Consumer Communication Networks , 2006 .

[27]  M. Espey The Impact of Airport Noise and Proximity on Residential Property Values , 2000 .

[28]  Peter Cappers,et al.  The Impact of Wind Power Projects on Residential Property Values in the United States: A Multi-Site Hedonic Analysis , 2010 .

[29]  Reinhard Madlener,et al.  Why Higher Price Sensitivity of Consumers May Increase Average Prices: An Analysis of the European Electricity Market , 2010 .

[30]  D. Horst NIMBY or not? Exploring the relevance of location and the politics of voiced opinions in renewable energy siting controversies , 2007 .

[31]  D. E. Clark,et al.  Nuclear Power Plants and Residential Housing Prices , 1997 .

[32]  Reinhard Madlener,et al.  Economics of Biomass Co-Firing in New Hard Coal Power Plants in Germany , 2012 .

[33]  Reinhard Madlener,et al.  Sustainable energy development in Austria until 2020: Insights from applying the integrated model “e3.at” , 2011, Energy policy.

[34]  Reinhard Madlener,et al.  Impact of ICT and Human Skills on the European Financial Intermediation Sector , 2008 .

[35]  Ben Hoen,et al.  Wind Energy Facilities and Residential Properties: The Effect of Proximity and View on Sales Prices , 2011 .

[36]  Søren Krohn,et al.  On public attitudes towards wind power , 1999 .

[37]  Reinhard Madlener,et al.  The Impact of Modified EU ETS Allocation Principles on the Economics of CHP-Based District Heating Networks , 2011 .

[38]  N. Bockstael,et al.  EVIDENCE OF THE EFFECTS OF WATER QUALITY ON RESIDENTIAL LAND PRICES , 2000 .

[39]  Wim Turkenburg,et al.  Global experience curves for wind farms , 2005 .

[40]  M. Weitzman ENVIRONMENTAL AND NATURAL RESOURCE ECONOMICS , 2010 .

[41]  Reinhard Madlener,et al.  Homeowners' Motivation to Adopt a Residential Heating System: A Principal Component Analysis , 2013 .

[42]  David R. Bowes,et al.  Identifying the Impacts of Rail Transit Stations on Residential Property Values , 2001 .

[43]  Joachim Lang,et al.  Relevance of Risk Capital and Margining for the Valuation of Power Plants: Cash Requirements for Credit Risk Mitigation , 2010 .

[44]  L. Anselin Spatial Econometrics: Methods and Models , 1988 .

[45]  Reinhard Madlener,et al.  Pan-European Management of Electricity Portfolios: Risks and Opportunities of Contract Bundling , 2010 .

[46]  M.A.J. Theebe,et al.  Planes, Trains, and Automobiles: The Impact of Traffic Noise on House Prices , 2004 .

[47]  Reinhard Madlener,et al.  Renewable Energy Policy in the Presence of Innovation: Does Government Pre-Commitment Matter? , 2010 .

[48]  Denis J. Dean,et al.  An Investigation into the Causes of Errors and Inconsistencies in Predicted Viewsheds , 2007, Trans. GIS.

[49]  P. Jean-Jacques Herings,et al.  Communication Network Formation with Link Specificity and Value Transferability , 2010, Eur. J. Oper. Res..

[50]  Reinhard Madlener,et al.  Assessment of the Technological Development and Economic Potential of Photobioreactors , 2009 .

[51]  Reinhard Madlener,et al.  Centralized and Integrated Decentralized Compressed Air Energy Storage for Enhanced Grid Integration of Wind Power , 2010 .

[52]  R. Madlener,et al.  Dynamic Portfolio Selection Methods for Power Generation Assets , 2011 .

[53]  R. Madlener,et al.  Evaluation of Economically Optimal Retrofit Investment Options for Energy Savings in Buildings , 2011 .

[54]  Peter J. G. Pearson,et al.  Liberalisation of Germany’s Electricity System and the Ways Forward of the Unbundling Process: A Historical Perspective and an Outlook , 2010 .

[55]  Maarten Wolsink,et al.  Wind power implementation: The nature of public attitudes: Equity and fairness instead of ‘backyard motives’ , 2007 .

[56]  C. Hanning,et al.  Wind turbine noise , 2012, BMJ : British Medical Journal.

[57]  N. Bockstael,et al.  Spatial landscape indices in a hedonic framework: an ecological economics analysis using GIS , 1997 .

[58]  Reinhard Madlener,et al.  Investigation of E.ON’s Power Generation Assets by Using Mean-Variance Portfolio Analysis , 2009 .

[59]  G. Parsons,et al.  Valuing the Visual Disamenity of Offshore Wind Projects at Varying Distances from the Shore , 2011 .

[60]  Sally Sims,et al.  MODELLING THE IMPACT OF WIND FARMS ON HOUSE PRICES IN THE UK , 2008 .

[61]  Fernando Carriazo,et al.  A Comparison of Three Methods of Estimation in the Context of Spatial Modeling , 2009 .

[62]  S.S. Venkata,et al.  Wind energy explained: Theory, Design, and application [Book Review] , 2003, IEEE Power and Energy Magazine.

[63]  Reinhard Madlener,et al.  The Impact of Disaggregated ICT Capital on Electricity Intensity of Production: Econometric Analysis of Major European Industries , 2008 .

[64]  Christian-Simon Ernst,et al.  Optimal Battery Size for Serial Plug-in Hybrid Vehicles: A Model-Based Economic Analysis for Germany , 2010 .

[65]  Reinhard Madlener,et al.  Homeowners’ Preferences for Adopting Residential Heating Systems: A Discrete Choice Analysis for Germany , 2011 .

[66]  Luc Anselin,et al.  Under the hood , 2002 .

[67]  Lennart Söder,et al.  An overview of wind energy-status 2002 , 2002 .

[68]  Jürgen Wittlinger Erneuerbare-Energien-Gesetz (EEG) , 2012 .

[69]  Reinhard Madlener,et al.  Impact of Plug-in Hybrid Electric Vehicles and Charging Regimes on Power Generation Costs and Emissions in Germany , 2010 .

[70]  Reinhard Madlener,et al.  Appliance Endowment and User Behaviour by Age Group: Insights from a Swiss Micro-Survey on Residential Electricity Demand , 2010 .

[71]  Reinhard Madlener,et al.  Towards an Efficient and Low-Carbon Economy Post-2012: Opportunities and Barriers for Foreign Companies in the Russian Market , 2011 .

[72]  Luc Anselin,et al.  Spatial Statistical Analysis and Geographic Information Systems , 1992 .

[73]  W. Tobler A Computer Movie Simulating Urban Growth in the Detroit Region , 1970 .

[74]  Reinhard Madlener,et al.  Development Trends and Economics of Innovative Solar Power Generation Technologies: A Comparative Analysis , 2009 .

[75]  Martin Achtnicht,et al.  Do Environmental Benefits Matter? A Choice Experiment Among House Owners in Germany , 2010 .

[76]  A. Kwasnica,et al.  A Laboratory Experiment to Compare Two Market Institutions for Emissions Trading , 2010 .

[77]  Reinhard Madlener,et al.  Valuation of CCS-ready coal-fired power plants: a multi-dimensional real options approach , 2010 .

[78]  Reinhard Madlener,et al.  Consumer Preferences for Alternative Fuel Vehicles: A Discrete Choice Analysis , 2012 .

[79]  Joachim Lang,et al.  Portfolio Optimization for Power Plants: The Impact of Credit Risk Mitigation and Margining , 2010 .

[80]  William M. Bowen,et al.  The Effect of Underground Storage Tanks on Residential Property Values in Cuyahoga County, Ohio , 1997 .

[81]  Sally Sims,et al.  Property stigma: wind farms are just the latest fashion , 2007 .

[82]  Arthur Christian Nelson,et al.  Price Effects of Landfills on House Values , 1992 .

[83]  Ian J. Bateman,et al.  Using GIS and large-scale digital data to implement hedonic pricing studies , 2000, Int. J. Geogr. Inf. Sci..

[84]  R. Madlener,et al.  Power Plant Investments in the Turkish Electricity Sector: A Real Options Approach Taking into Account Market Liberalization , 2011 .

[85]  J. Shortle,et al.  Water Quality Trading When Nonpoint Pollution Loads are Stochastic , 2009 .

[86]  Reinhard Madlener,et al.  Assessing the Economic Potential of Microdrilling in Geothermal Exploration , 2011 .

[87]  Reinhard Madlener,et al.  Efficient Investment Portfolios for the Swiss Electricity Supply Sector , 2008 .

[88]  Christopher F. Parmeter,et al.  Which hedonic models can we trust to recover the marginal willingness to pay for environmental amenities , 2010 .

[89]  Reinhard Madlener,et al.  Relating R&D and Investment Policies to CCS Market Diffusion Through Two-Factor Learning , 2010 .

[90]  Reinhard Madlener,et al.  Using Fuzzy Real Options Valuation for Assessing Investments in NGCC and CCS Energy Conversion Technology , 2009 .

[91]  Reinhard Madlener,et al.  Evaluation of Different Hedging Strategies for Commodity Price Risks of Industrial Cogeneration Plants , 2013 .

[92]  Maarten Wolsink,et al.  Wind power and the NIMBY-myth: institutional capacity and the limited significance of public support , 2000 .

[93]  Denis J. Dean,et al.  AN ACCURACY ASSESSMENT OF VARIOUS GIS-BASED VIEWSHED DELINEATION TECHNIQUES , 2001 .

[94]  John A. Henning,et al.  The Determinants of Residential Property Values with Special Reference to Air Pollution , 1967 .

[95]  Reinhard Madlener,et al.  Impact of ICT and Human Skills on the European Financial Intermediation Sector , 2008 .

[96]  Martin D. Heintzelman,et al.  Values in the Wind: A Hedonic Analysis of Wind Power Facilities , 2011, Land Economics.

[97]  Marjolein J. W. Harmsen - van Hout,et al.  Communication Network Formation with Link Specificity and Value Transferability , 2011 .

[98]  Erich Hau,et al.  Wind Turbines: Fundamentals, Technologies, Application, Economics , 1999 .

[99]  Reinhard Madlener,et al.  Modeling the Influence of Network Externalities and Quality on Market Shares of Plug-in Hybrid Vehicles , 2011 .

[100]  Charles M. Tiebout A Pure Theory of Local Expenditures , 1956, Journal of Political Economy.

[101]  Nick Hanley,et al.  Using conjoint analysis to quantify public preferences over the environmental impacts of wind farms. An example from Spain , 2002 .

[102]  Joachim Lang,et al.  Cost Evaluation of Credit Risk Securitization in the Electricity Industry: Credit Default Acceptance vs. Margining Costs , 2010 .

[103]  Reinhard Madlener,et al.  Promoting Renewable Electricity Generation in Imperfect Markets: Price vs. Quantity Policies , 2008 .

[104]  R. Madlener,et al.  The Impact of Wind Farms on Property Values: A Geographically Weighted Hedonic Pricing Model , 2012 .

[105]  Reinhard Madlener,et al.  Residential Natural Gas Demand Elasticities in OECD Countries: An ARDL Bounds Testing Approach , 2011 .

[106]  Willemijn van der Straaten,et al.  Monetary valuation of aircraft noise; a hedonic analysis around Amsterdam airport* , 2009 .

[107]  L. Anselin,et al.  Fast maximum likelihood estimation of very large spatial autoregression models: a characteristic polynomial approach , 2001 .

[108]  Reinhard Madlener,et al.  Cost Effectiveness of Carbon Capture-Ready Coal Power Plants with Delayed Retrofit , 2010 .

[109]  Reinhard Madlener,et al.  Simulation of the European Electricity Market and CCS Development with the HECTOR Model , 2009 .

[110]  Donald N. Steinnes,et al.  Measuring the economic value of water quality , 1992 .

[111]  Reinhard Madlener,et al.  Repowering of Wind Turbines: Economics and Optimal Timing , 2012 .

[112]  L. Anselin,et al.  Measuring the benefits of air quality improvement: a spatial hedonic approach , 1998 .

[113]  A. Baranzini,et al.  Paying for Quietness: The Impact of Noise on Geneva Rents , 2005 .

[114]  Michael Greenstone,et al.  Quasi-Experimental and Experimental Approaches to Environmental Economics , 2007 .

[115]  Reinhard Madlener,et al.  Electricity Consumption of an Ageing Society: Empirical Evidence from a Swiss Household Survey , 2010 .

[116]  Reinhard Madlener,et al.  A Spatial MAS Simulation to Evaluate the Promotion of Electricity from Agricultural Biogas Plants in Germany , 2011 .

[117]  M. Schumacher,et al.  Ökonomische Bewertung des Repowering von Onshore-Windenergieanlagen in Deutschland , 2011 .

[118]  Reinhard Madlener,et al.  Optimal Time to Start Serial Production: The Case of the Direct Drive Wind Turbine of Siemens Wind Power A/S , 2011 .

[119]  Reinhard Madlener,et al.  Impact of CCS on the Economics of Coal-Fired Power Plants: Why Investment Costs Do and Efficiency Doesn’t Matter , 2009 .

[120]  Reinhard Madlener,et al.  Economic Assessment of a Concentrating Solar Power Forecasting System for Participation in the Spanish Electricity Market , 2011 .