Land Use Policy Prescriptions for Local Government Using Spatially Oriented Data

This paper presents a model of land prices for the Valdosta-Lowndes County Industrial Authority, with the goal to recommend the parcels it should purchase to meet 2030 industrial employment projections. This model is coupled with a separate multi-criteria analysis by the South Georgia Regional Development Center that uses geographic information system data, […]

Using a Finite Mixture Model of Heterogeneous Households to Delineate Housing Submarkets

We use a finite mixture model to identify latent submarkets from household demographics that estimates a separate hedonic regression equation for each submarket. The method is a relatively robust empirical tool to extract submarkets from demographic information with far less effort than suspected. This method draws from latent class […]

Advanced Statistical Modeling in Real Estate Appraisal

This presentation provides a basic familiarity with the use of hedonic regression modeling (i.e., mass appraisal), survey research, meta-analysis, and expert systems in real estate appraisal. It discusses how these methods fit in the appraisal body of knowledge and comport with the Uniform Standards of Professional Appraisal Practice (USPAP) […]

An Iterative Approach to Minimizing Valuation Errors Using an Automated Comparable Sales Model

This paper describes a method for automating sales comparison valuations by choosing a small sample of comparable sales from a submarket of similar properties and adjusting their prices based on differences between sale and subject property characteristics. This logic is similar to that used in a traditional sales comparison […]

Using Quantile Regression in Hedonic Analysis to Reveal Submarket Competition

In this paper, we use quantile regression analysis to explore the role submarket competition plays in setting housing prices in those price ranges where different submarkets occupy homes of similar price. We find evidence of direct competition between submarkets with different preferences for at least some homes in a […]

Household Diversity and Market Segmentation within a Single Neighborhood

Housing hedonic studies typically assume that individuals or households are similar enough to aggregate into a single demand equation for analysis, usually relying on ordinary least squares (OLS) or some other single-line equation estimator. Diversity itself is managed by non-spherical disturbance corrections, typically spatial autocorrelation or heteroskedasticity in the […]