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The Impact of Wind Power Projects on Residential Property Values ...

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3. Data Overview<br />

<str<strong>on</strong>g>The</str<strong>on</strong>g> methods applied in the present work are intended to overcome many <str<strong>on</strong>g>of</str<strong>on</strong>g> the limitati<strong>on</strong>s <str<strong>on</strong>g>of</str<strong>on</strong>g> the<br />

existing literature. First, a large amount <str<strong>on</strong>g>of</str<strong>on</strong>g> data is collected from residential transacti<strong>on</strong>s within<br />

10 miles <str<strong>on</strong>g>of</str<strong>on</strong>g> 24 different wind projects in the U.S., allowing for a robust statistical analysis across<br />

a pooled dataset that includes a diverse group <str<strong>on</strong>g>of</str<strong>on</strong>g> wind project sites. Sec<strong>on</strong>d, all three potential<br />

stigmas are investigated by exploring the potential impact <str<strong>on</strong>g>of</str<strong>on</strong>g> wind projects <strong>on</strong> home values based<br />

both <strong>on</strong> the distance to and view <str<strong>on</strong>g>of</str<strong>on</strong>g> the projects from the homes. Third, field visits are made to<br />

every home in the sample, allowing for a solid assessment <str<strong>on</strong>g>of</str<strong>on</strong>g> the scenic vista enjoyed by each<br />

home and the degree to which the wind facility can be seen from the home, and to collect other<br />

value-influencing data from the field (e.g., if the home is situated <strong>on</strong> a cul-de-sac). Finally, a<br />

number <str<strong>on</strong>g>of</str<strong>on</strong>g> hed<strong>on</strong>ic regressi<strong>on</strong> models are applied to the resulting dataset, as are repeat sales and<br />

sales volume analyses, in order to assess the robustness <str<strong>on</strong>g>of</str<strong>on</strong>g> the results.<br />

Testing for the three potential stigmas requires a significant sample <str<strong>on</strong>g>of</str<strong>on</strong>g> residential transacti<strong>on</strong>s<br />

within close proximity to existing wind facilities. Unfortunately for the study, most wind power<br />

projects are not located near densely populated areas. As a result, finding a single wind project<br />

site with enough transacti<strong>on</strong> data to rigorously analyze was not possible. Instead, the approach<br />

was to collect data from multiple wind project sites, with the resulting data then pooled together<br />

to allow for robust statistical analyses. 19 <str<strong>on</strong>g>The</str<strong>on</strong>g> remainder <str<strong>on</strong>g>of</str<strong>on</strong>g> this secti<strong>on</strong> describes the site<br />

selecti<strong>on</strong> process that is used, and provides a brief overview <str<strong>on</strong>g>of</str<strong>on</strong>g> both the selected study areas and<br />

the data that were collected from these areas. Also provided is a descripti<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> how scenic vista,<br />

views <str<strong>on</strong>g>of</str<strong>on</strong>g> turbines, and distances from turbines were quantified for use in the hed<strong>on</strong>ic analysis,<br />

and a summary <str<strong>on</strong>g>of</str<strong>on</strong>g> the field data collecti<strong>on</strong> effort. <str<strong>on</strong>g>The</str<strong>on</strong>g> secti<strong>on</strong> ends with a brief summary <str<strong>on</strong>g>of</str<strong>on</strong>g> the<br />

resulting dataset.<br />

3.1. Site Selecti<strong>on</strong><br />

For the purpose <str<strong>on</strong>g>of</str<strong>on</strong>g> this study, an ideal wind project area would:<br />

1) Have a large number <str<strong>on</strong>g>of</str<strong>on</strong>g> residential transacti<strong>on</strong>s both before and, more importantly, after wind<br />

facility c<strong>on</strong>structi<strong>on</strong>, and especially in close proximity (e.g., within 2 miles) <str<strong>on</strong>g>of</str<strong>on</strong>g> the facility;<br />

2) Have comprehensive data <strong>on</strong> home characteristics, sales prices, and locati<strong>on</strong>s that are readily<br />

available in electr<strong>on</strong>ic form; and<br />

3) Be reas<strong>on</strong>ably representative <str<strong>on</strong>g>of</str<strong>on</strong>g> the types <str<strong>on</strong>g>of</str<strong>on</strong>g> wind power projects being installed in the<br />

United States.<br />

To identify appropriate sites that met these criteria, and that also provided a diversity <str<strong>on</strong>g>of</str<strong>on</strong>g> locati<strong>on</strong>s,<br />

the authors obtained from Energy Velocity, LLC a set <str<strong>on</strong>g>of</str<strong>on</strong>g> Geographic Informati<strong>on</strong> System (GIS)<br />

coordinates representing 241 wind projects in the U.S. that each had a total nameplate capacity<br />

greater than 0.6 megawatts (MW) and had g<strong>on</strong>e <strong>on</strong>line before 2006. 20 Also provided were<br />

facility capacity, number <str<strong>on</strong>g>of</str<strong>on</strong>g> turbines, and announcement, c<strong>on</strong>structi<strong>on</strong>, and operati<strong>on</strong>al dates.<br />

<str<strong>on</strong>g>The</str<strong>on</strong>g>se data were cross-checked with a similar dataset provided by the American <str<strong>on</strong>g>Wind</str<strong>on</strong>g> Energy<br />

Associati<strong>on</strong> (AWEA), which also included some turbine hub-height informati<strong>on</strong>.<br />

19 A thorough discussi<strong>on</strong> <str<strong>on</strong>g>of</str<strong>on</strong>g> this “pooled” approach is c<strong>on</strong>tained in Secti<strong>on</strong> 4.2 and in Appendix F.<br />

20 Energy Velocity, LLC was owned at the time by Global Energy Decisi<strong>on</strong>s, which was later purchased by Ventyx.<br />

<str<strong>on</strong>g>The</str<strong>on</strong>g> dataset is available as Velocity Suite 2008 from Ventyx.<br />

10

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