Analysis of house prices: a hedonic model proposal for Istanbul metropolitan area

Authors

  • Kerem Yavuz Arslanlı Assoc. Prof. Dr. Istanbul Technical University

    Dr. Kerem Yavuz Arslanlı is currently employed at Istanbul Technical University Department of Urban and Regional Planning. He has been worked at ITU Urban and Environmental Planning and Research Center 2002-2012. He worked at University of Alicante Institute of International Economics in 2010 and Cass Business School Department of Finance in 2011. After completion of his PhD, he has started lectures on, “Real Estate Finance & Investment” and “Real Estate Modeling and Forecasting”, at İ.T.Ü. Real Estate Development Master Program. He has academic articles in international/national journals and several conference papers in international conferences.  He has been a member of the board of directors of the European Real Estate Society (ERES) and President 2016-17, the leading real estate research and education organization in Europe. (www.eres.org)

DOI:

https://doi.org/10.47818/DRArch.2020.v1i1004

Keywords:

hedonic modeling, house prices, neigborhood characteristics, pricing analysis, Istanbul

Abstract

The purpose of this paper is to explore the nature of housing price differences in Istanbul Metropolitan Area. Factors that affect house prices in Istanbul are investigated by Hedonic Regression Model with spatial variables. House Price taken in natural Log form as dependent variable and house characteristics, neighborhood characteristics and transportation infrastructure taken as independent variables. Location of houses on Europe continent has more impact on value than Asian part of the city. As the Istanbul city spread out new neighborhood areas are also developed with new characteristics. And those houses are sold according to amenities they surrounded by are spatially autocorrelated. House prices are examined in Istanbul by taking into consideration sub-market characteristics to identify localized factors. In the model distance to green areas, ports, proximity to metro stations, shopping malls, hospitals have positive but insignificant; proximity to earthquake fault lines, public bus transportation, industrial zones have negative and significant effect on prices.

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References

  • Andrew, M., & Meen, G. (2003). House price appreciation, transactions and structural change in the British housing market: a macroeconomic perspective. Real Estate Economics, 31(1), 99-116.
  • Bailey, M. J., R. F. Muth, et al. (1963). "A Regression Method for Real Estate Price Index Construction." Journal of the American Statistical Association 58(304): 933-942.
  • Basu, S., & Thibodeau, T. G. (1998). Analysis of spatial autocorrelation in house prices. The Journal of Real Estate Finance and Economics, 17(1), 61-85.
  • Can, A. (1990) “Measurement of Neighborhood Dynamics in Urban House Prices,” Economic Geography 66(3) (1990), 254-272.
  • Can, A., & Megbolugbe, I. (1997). Spatial dependence and house price index construction. The Journal of Real Estate Finance and Economics, 14(1-2), 203-222.
  • Case, B., H. O. Pollakowski, et al. (1991). "On Choosing Among House Price-Index Methodologies." Areuea Journal-Journal of the American Real Estate & Urban Economics Association 19(3): 286-307.
  • Clapp, J. M. (2003). "A semiparametric method for valuing residential locations: Application to automated valuation." Journal of Real Estate Finance and Economics 27(3): 303-320.
  • Clapp, J. M., H. J. Kim, et al. (2002). "Predicting spatial patterns of house prices using LPR and Bayesian smoothing." Real Estate Economics 30(4): 505-532.
  • Coskun, Y., & Ertugrul, H. M. (2016). House price return volatility patterns in Turkey, Istanbul, Ankara and Izmir. Journal of European Real Estate Research Vol. 9 No. 1, 2016 pp. 26-51.
  • Çağlayan, E., Koşan, N. İ., & Astar, M. (2012). An empirical analysis of the determinants of household poverty in Turkey.
  • Dokmeci, V. and Berkoz, L. (1994) “Transformation of Istanbul from a monocentric to a polycentric city,” European Planning Studies 2, 193-205.
  • Dokmeci, V. and L. Berkoz (2000). "Residential-location preferences according to demographic characteristics in Istanbul." Landscape and Urban Planning 48(1-2): 45-55.
  • Dokmeci, V., L. Berkoz, et al. (1996). "Residential preferences in Istanbul." Habitat International 20(2): 241-251.
  • Dubin, R. A. (1998). "Predicting house prices using multiple listings data." Journal of Real Estate Finance and Economics 17(1): 35-59.
  • Ebru, Ç., & Eban, A. (2011). Determinants of house prices in Istanbul: a quantile regression approach. Quality & Quantity, 45(2), 305-317.
  • Eichholtz, P. M. A. (1997). "A long run house price index: The Herengracht Index, 1628-1973." Real Estate Economics 25(2): 175-192.
  • Gelfand, A. E., M. D. Ecker, et al. (2004). "The dynamics of location in home price." Journal of Real Estate Finance and Economics 29(2): 149-166.
  • Goodman, A. C. and T. G. Thibodeau (2007). "The spatial proximity of metropolitan area housing submarkets." Real Estate Economics 35(2): 209-232.
  • Haurin, D. R. and P. H. Hendershott (1991). "House Price Indexes - Issues and Results." Areuea Journal-Journal of the American Real Estate & Urban Economics Association 19(3): 259-269.
  • Haurin, D. R., P. H. Hendershott, et al. (1991). "Local House Price Indexes - 1982-1991." Areuea Journal-Journal of the American Real Estate & Urban Economics Association 19(3): 451-472.
  • Heikkila, E., Gordon, P., Kim, J. I., Peiser, R. B., Richardson, H. W., & Dale-Johnson, D. (1989). What happened to the CBD-distance gradient?: land values in a policentric city. Environment and planning A, 21(2), 221-232.
  • Keskin, B. (2008). "Hedonic Analysis of Price in The Istanbul Housing Market." International Journal of Strategic Property Management 12(2): 125-138.
  • Malpezzi, S. and S. K. Mayo (1997). "Housing and urban development indicators: A good idea whose time has returned." Real Estate Economics 25(1): 1-11.
  • McMillen, D. P., & Lester, T. W. (2003). Evolving subcenters: employment and population densities in Chicago, 1970–2020. Journal of Housing Economics, 12(1), 60-81.
  • McMillen, D. P. (2003). "The return of centralization to Chicago: using repeat sales to identify changes in house price distance gradients." Regional Science and Urban Economics 33(3): 287-304.
  • Önder, Z., Dökmeci, V., & Keskin, B. (2004). The impact of public perception of earthquake risk on Istanbul's housing market. Journal of Real Estate Literature, 12(2), 181-194.
  • Ozus, E., Dokmeci, V., et al. (2007). "Spatial analysis of residential prices in Istanbul." European Planning Studies 15(5): 707-721.
  • Özsoy, O., & Sahin, H. (2009). Housing price determinants in Istanbul, Turkey: An application of the classification and regression tree model. International Journal of Housing Markets and Analysis, 2(2), 167-178.
  • Peek, J. and Wilcox, J. A. (1991). "The Measurement and Determinants of Single-Family House Prices." Areuea Journal-Journal of the American Real Estate & Urban Economics Association 19(3): 353-382.
  • Sun, H., Y. Tu, et al. (2005). "A spatio-temporal autoregressive model for multi-unit residential market analysis." Journal of Real Estate Finance and Economics 31(2): 155-187.

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Published

2020-12-29

How to Cite

Arslanlı, K. Y. (2020). Analysis of house prices: a hedonic model proposal for Istanbul metropolitan area. Journal of Design for Resilience in Architecture and Planning, 1(1), 57–68. https://doi.org/10.47818/DRArch.2020.v1i1004

Issue

Vol. 1 No. 1 (2020)

Section

Research Articles

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