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Explaining Spatial Variation in Housing Prices: An Economic Geography Approach

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  • Karolien De Bruyne
  • Jan Van Hove

Abstract

Housing prices vary geographically, even between neighbouring municipalities. Local differences can be attributed to differences in socio-economic variables and real estate characteristics. This article argues that one should additionally take into account the geographical location of municipalities. In particular, housing prices are affected by distance and travel-time to important economic centres offering jobs and extensive services. Following the economic geography literature, we develop a model showing the explicit impact of geographical barriers on housing prices. As such, we distinguish ourselves from the existing literature on the dynamics of housing prices since geographical elements are fairly constant over time. We estimate our model on municipality-level housing prices for all 589 Belgian municipalities in 2001. We also differentiate between the two main regions of Belgium (Flanders and Wallonia). Our empirical results confirm expectations. Geographical barriers have significantly negative effects on housing prices. Nevertheless we find important differences between the Belgian regions and the means of transport considered.
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  • Karolien De Bruyne & Jan Van Hove, 2000. "Explaining Spatial Variation in Housing Prices: An Economic Geography Approach," Regional and Urban Modeling 283600023, EcoMod.
  • Handle: RePEc:ekd:002836:283600023
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    1. Lennart Berg, 2002. "Prices on the second-hand market for Swedish family houses: correlation, causation and determinants," European Journal of Housing Policy, Taylor and Francis Journals, vol. 2(1), pages 1-24.
    2. Engel, Eduardo & Fischer, Ronald & Galetovic, Alexander, 2005. "Highway franchising and real estate values," Journal of Urban Economics, Elsevier, vol. 57(3), pages 432-448, May.
    3. Kenneth Gibb & Martin Hoesli, 2003. "Developments in Urban Housing and Property Markets," Urban Studies, Urban Studies Journal Limited, vol. 40(5-6), pages 887-896, May.
    4. Holly, Sean & Pesaran, M. Hashem & Yamagata, Takashi, 2010. "A spatio-temporal model of house prices in the USA," Journal of Econometrics, Elsevier, vol. 158(1), pages 160-173, September.
    5. Hiebert, Paul & Roma, Moreno, 2010. "Relative house price dynamics across euro area and US cities: convergence or divergence?," Working Paper Series 1206, European Central Bank.
    6. Gavin Cameron & John Muellbauer & Anthony Murphy, 2006. "Was There A British House Price Bubble? Evidence From A Regional Panel," ERES eres2006_150, European Real Estate Society (ERES).
    7. Fack, Gabrielle & Grenet, Julien, 2010. "When do better schools raise housing prices? Evidence from Paris public and private schools," Journal of Public Economics, Elsevier, vol. 94(1-2), pages 59-77, February.
    8. Kathrin Degen & Andreas Fischer, 2017. "Immigration and Swiss House Prices," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 153(I), pages 15-36, March.
    9. Mikhed, Vyacheslav & Zemcík, Petr, 2009. "Do house prices reflect fundamentals? Aggregate and panel data evidence," Journal of Housing Economics, Elsevier, vol. 18(2), pages 140-149, June.
    10. Holly, Sean & Hashem Pesaran, M. & Yamagata, Takashi, 2011. "The spatial and temporal diffusion of house prices in the UK," Journal of Urban Economics, Elsevier, vol. 69(1), pages 2-23, January.
    11. Aura, Saku & Davidoff, Thomas, 2008. "Supply constraints and housing prices," Economics Letters, Elsevier, vol. 99(2), pages 275-277, May.
    12. Ryan R. Brady, 2011. "Measuring the diffusion of housing prices across space and over time," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 26(2), pages 213-231, March.
    13. Brendan O'Donovan & David Rae, 1997. "The determinants of house prices in New Zealand: An aggregate and regional analysis," New Zealand Economic Papers, Taylor & Francis Journals, vol. 31(2), pages 175-198.
    14. Prakash Kannan & Pau Rabanal & Alasdair Scott, 2011. "Recurring patterns in the run-up to house price busts," Applied Economics Letters, Taylor & Francis Journals, vol. 18(2), pages 107-113.
    15. Michael Duncan, 2011. "The Impact of Transit-oriented Development on Housing Prices in San Diego, CA," Urban Studies, Urban Studies Journal Limited, vol. 48(1), pages 101-127, January.
    16. Määttänen, Niku & Terviö, Marko, 2014. "Income distribution and housing prices: An assignment model approach," Journal of Economic Theory, Elsevier, vol. 151(C), pages 381-410.
    17. Lena Magnusson & Bengt Turner, 2003. "Countryside abandoned? Suburbanization and mobility in Sweden," European Journal of Housing Policy, Taylor and Francis Journals, vol. 3(1), pages 35-60.
    18. Jaume García & Daniel Montolio & Josep Maria Raya, 2010. "Local Public Expenditures and Housing Prices," Urban Studies, Urban Studies Journal Limited, vol. 47(7), pages 1501-1512, June.
    19. Andreas Hornstein, 2009. "Problems for a fundamental theory of house prices," Economic Quarterly, Federal Reserve Bank of Richmond, vol. 95(Win), pages 1-24.
    20. Chris Leishman & Glen Bramley, 2005. "A Local Housing Market Model with Spatial Interaction and Land-Use Planning Controls," Environment and Planning A, , vol. 37(9), pages 1637-1649, September.
    21. Jose Montero & Beatriz Larraz, 2010. "Estimating Housing Prices: A Proposal with Spatially Correlated Data," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 16(1), pages 39-51, February.
    22. Macpherson, David A & Sirmans, G Stacy, 2001. "Neighborhood Diversity and House-Price Appreciation," The Journal of Real Estate Finance and Economics, Springer, vol. 22(1), pages 81-97, January.
    23. Ihlanfeldt, Keith & Mayock, Tom, 2010. "Panel data estimates of the effects of different types of crime on housing prices," Regional Science and Urban Economics, Elsevier, vol. 40(2-3), pages 161-172, May.
    24. repec:arz:wpaper:eres2009-275 is not listed on IDEAS
    25. Ghebreegziabiher Debrezion & Eric Pels & Piet Rietveld, 2011. "The Impact of Rail Transport on Real Estate Prices," Urban Studies, Urban Studies Journal Limited, vol. 48(5), pages 997-1015, April.
    26. Orazio P. Attanasio & Laura Blow & Robert Hamilton & Andrew Leicester, 2009. "Booms and Busts: Consumption, House Prices and Expectations," Economica, London School of Economics and Political Science, vol. 76(301), pages 20-50, February.
    27. Claudio A. Agostini & Gastón A. Palmucci, 2008. "The Anticipated Capitalisation Effect of a New Metro Line on Housing Prices," Fiscal Studies, Institute for Fiscal Studies, vol. 29(2), pages 233-256, June.
    28. repec:kap:iaecre:v:16:y:2010:i:1:p:39-51 is not listed on IDEAS
    29. Song Shi & Martin Young & Bob Hargreaves, 2010. "House Price-Volume Dynamics: Evidence from 12 Cities in New Zealand," Journal of Real Estate Research, American Real Estate Society, vol. 32(1), pages 75-100.
    30. Steven Clark & T. Coggin, 2009. "Trends, Cycles and Convergence in U.S. Regional House Prices," The Journal of Real Estate Finance and Economics, Springer, vol. 39(3), pages 264-283, October.
    31. Michael Beenstock & Daniel Felsenstein, 2010. "Spatial error correction and cointegration in nonstationary panel data: regional house prices in Israel," Journal of Geographical Systems, Springer, vol. 12(2), pages 189-206, June.
    32. Takatoshi Tabuchi, 2001. "On Interregional Price Differentials," The Japanese Economic Review, Japanese Economic Association, vol. 52(1), pages 104-115, March.
    33. C.Y. Yiu & S.K. Wong, 2005. "The Effects of Expected Transport Improvements on Housing Prices," Urban Studies, Urban Studies Journal Limited, vol. 42(1), pages 113-125, January.
    34. Malpezzi, Stephen, 1999. "A Simple Error Correction Model of House Prices," Journal of Housing Economics, Elsevier, vol. 8(1), pages 27-62, March.
    35. Timothy J. Fik & David C. Ling & Gordon F. Mulligan, 2003. "Modeling Spatial Variation in Housing Prices: A Variable Interaction Approach," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 31(4), pages 623-646, December.
    36. Andrew Golland & Peter Boelhouwer, 2002. "Speculative housing supply land and housing, markets: a comparison," Journal of Property Research, Taylor & Francis Journals, vol. 19(3), pages 231-251.
    37. Stephen Gibbons & Stephen Machin, 2008. "Valuing school quality, better transport, and lower crime: evidence from house prices," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 24(1), pages 99-119, spring.
    38. Petr Zemcik & Vyacheslav Mikhed, 2009. "Do House Prices Reflect Fundamentals? Aggregate and Panel Data Evidence," ERES eres2009_275, European Real Estate Society (ERES).
    39. Jean-Daniel Saphores & Ismael Aguilar-Benitez, 2005. "Smelly local polluters and residential property values: A hedonic analysis of four Orange County (California) cities," Estudios Económicos, El Colegio de México, Centro de Estudios Económicos, vol. 20(2), pages 197-218.
    40. Christopher Bitter & Gordon Mulligan & Sandy Dall’erba, 2007. "Incorporating spatial variation in housing attribute prices: a comparison of geographically weighted regression and the spatial expansion method," Journal of Geographical Systems, Springer, vol. 9(1), pages 7-27, April.
    41. Cheshire, Paul & Sheppard, Stephen, 1995. "On the Price of Land and the Value of Amenities," Economica, London School of Economics and Political Science, vol. 62(246), pages 247-267, May.
    42. Stijn Van Nieuwerburgh & Pierre-Olivier Weill, 2010. "Why Has House Price Dispersion Gone Up?," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 77(4), pages 1567-1606.
    43. Ihlanfeldt, Keith R., 2007. "The effect of land use regulation on housing and land prices," Journal of Urban Economics, Elsevier, vol. 61(3), pages 420-435, May.
    44. Liv Osland, 2010. "An Application of Spatial Econometrics in Relation to Hedonic House Price Modelling," Journal of Real Estate Research, American Real Estate Society, vol. 32(3), pages 289-320.
    45. Alan W. Evans, 1973. "The Economics of Residential Location," Palgrave Macmillan Books, Palgrave Macmillan, number 978-1-349-01889-5, December.
    46. Tony Smith & Peggy Wu, 2009. "A spatio-temporal model of housing prices based on individual sales transactions over time," Journal of Geographical Systems, Springer, vol. 11(4), pages 333-355, December.
    47. Stadelmann, David, 2010. "Which factors capitalize into house prices? A Bayesian averaging approach," Journal of Housing Economics, Elsevier, vol. 19(3), pages 180-204, September.
    48. Lena Magnusson & Bengt Turner, 2003. "Countryside abandoned? Suburbanization and mobility in Sweden," International Journal of Housing Policy, Taylor & Francis Journals, vol. 3(1), pages 35-60.
    49. Dewees, D. N., 1976. "The effect of a subway on residential property values in Toronto," Journal of Urban Economics, Elsevier, vol. 3(4), pages 357-369, October.
    50. Ottensmann, John R. & Payton, Seth & Man, Joyce, 2008. "Urban Location and Housing Prices within a Hedonic Model," Journal of Regional Analysis and Policy, Mid-Continent Regional Science Association, vol. 38(1), pages 1-17.
    51. Harris, John R & Todaro, Michael P, 1970. "Migration, Unemployment & Development: A Two-Sector Analysis," American Economic Review, American Economic Association, vol. 60(1), pages 126-142, March.
    52. Deo Bardhan, Ashok & Datta, Rajarshi & Edelstein, Robert H. & Sau Kim, Lum, 2003. "A tale of two sectors: Upward mobility and the private housing market in Singapore," Journal of Housing Economics, Elsevier, vol. 12(2), pages 83-105, June.
    53. Jeanty, P. Wilner & Partridge, Mark & Irwin, Elena, 2010. "Estimation of a spatial simultaneous equation model of population migration and housing price dynamics," Regional Science and Urban Economics, Elsevier, vol. 40(5), pages 343-352, September.
    54. Vermeulen, Wouter & van Ommeren, Jos, 2009. "Does land use planning shape regional economies? A simultaneous analysis of housing supply, internal migration and local employment growth in the Netherlands," Journal of Housing Economics, Elsevier, vol. 18(4), pages 294-310, December.
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    15. Deller, Steven & Whitacre, Brian, 2018. "Broadband’s Relationship to Rural Housing Values," Staff Paper Series 591, University of Wisconsin, Agricultural and Applied Economics.
    16. L. B. Karachurina & N. V. Mkrtchyan & A. N. Petrosian, 2022. "Migration and Housing Construction in the Regional Capitals of Russia and Their Suburbs," Regional Research of Russia, Springer, vol. 12(3), pages 283-298, September.
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    19. Kelsey L. Conley & Brian E. Whitacre, 2020. "Home Is Where the Internet Is? High-speed Internet’s Impact on Rural Housing Values," International Regional Science Review, , vol. 43(5), pages 501-530, September.
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    21. Mingxing Chen & Wenzhong Zhang & Dadao Lu, 2015. "Examining spatial pattern and location choice of affordable housing in Beijing, China: Developing a workable assessment framework," Urban Studies, Urban Studies Journal Limited, vol. 52(10), pages 1846-1863, August.
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    23. Sofia Vale & Felipa de Mello-Sampayo, 2021. "Effect of Hierarchical Parish System on Portuguese Housing Rents," Sustainability, MDPI, vol. 13(2), pages 1-17, January.
    24. Vifill KARLSSON, 2010. "Modern Industrial Structure and Development of House PriceÂ’s Spatial Disparity: A General Case for Iceland; a Large but Thinly Populated European Country," Regional and Urban Modeling 284100023, EcoMod.

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