Browsing by Author "Camacho, Máximo"
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Item Metadata only Price and Spatial Distribution of Office Rental in Madrid: A Decision Tree Analysis(Pontificia Universidad Católica del Perú. Fondo Editorial, 2021-05-06) Camacho, Máximo; Ramallo, Salvador; Ruiz, ManuelIn this paper, we assess the drivers of office rental prices in the municipality of Madrid with a sample of 4,721 offices in March, 2020. The estimation was performed using the decision tree approach, which was built with a random forest algorithm. This technique allows us to capture the strong nonlinear component in the relation between price and its drivers, mainly geospatial location. Through a stratified analysis, we find out that the willingness to pay high rent in the center of Madrid is a feature of particular relevance to medium-sized offices. For diferent reasons, we also find out some office clusters located far from the city center with high rent for both large and small offices.Item Metadata only Price and Spatial Distribution of Office Rental in Madrid: A Decision Tree Analysis(Pontificia Universidad Católica del Perú, 2021-05-06) Camacho, Máximo; Ramallo, Salvador; Ruiz, ManuelIn this paper, we assess the drivers of office rental prices in the municipality of Madrid with a sample of 4,721 offices in March, 2020. The estimation was performed using the decision tree approach, which was built with a random forest algorithm. This technique allows us to capture the strong nonlinear component in the relation between price and its drivers, mainly geospatial location. Through a stratified analysis, we find out that the willingness to pay high rent in the center of Madrid is a feature of particular relevance to medium-sized offices. For diferent reasons, we also find out some office clusters located far from the city center with high rent for both large and small offices.