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Real estate bubble and urban population density: six Spanish metropolitan areas 2001–2011

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Abstract

After a period of exorbitant growth in building sector, it is appropriate to measure the impact it has had on the spatial structure of the main Spanish metropolitan areas. Madrid, Barcelona, Valencia, Sevilla, Bilbao and Zaragoza are surveyed, and two periods are compared: 2001 and 2011. The main driving factor behind the evolution of urban density is the huge and fast arrival and settlement of immigrants. This article explores these transformations through exploratory spatial data analysis and classic econometric models that relate urban density with distance to central business district. The presence of spatial effects is tested: spatial lag and error models are considered. Spatial error models are estimated. Two main consequences of real state bubble are as follows: (1) spatial autocorrelation has grown and (2) in Madrid, Barcelona and Zaragoza central areas with high urban density are larger than before. From a methodological point of view, the introduction of spatial effects in the classical urban population density models implies a clear reduction in the explaining power of distance.

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References

  • Alonso W (1964) Location and land use: toward a general theory of land rest. Harvard University Press, Cambridge

    Book  Google Scholar 

  • Alperovich G (1983a) An empirical study of population density gradients and their determinants. J Reg Sci 23(4):529–540

    Article  Google Scholar 

  • Alperovich G (1983b) Determinants of urban population density functions: a procedure for efficient estimates. Reg Sci Urban Econ 13(2):287–295

    Article  Google Scholar 

  • Alperovich G, Deutsch J (1992) Population density gradients and urbanisation measurement. Urban Stud 29(8):1323–1328

    Article  Google Scholar 

  • Alperovich G, Deutsch J (1994) Joint estimation of population density functions and the location of the central business district. J Urban Econ 36(3):239–248

    Article  Google Scholar 

  • Alperovich G, Deutsch J (2002) An application of a switching regimes regression to the study of urban structure. Pap Reg Sci 81(1):83–97

    Article  Google Scholar 

  • Anderson JE (1982) Cubic-spline urban-density functions. J Urban Econ 12(2):155–167

    Article  Google Scholar 

  • Anderson JE (1985) The changing structure of a city temporal changes in cubic spline urban density patterns. J Reg Sci 25(3):413–425

    Article  Google Scholar 

  • Anselin L (1995) Local indicators of spatial association. Geogr Anal 27(2):93–115

    Article  Google Scholar 

  • Anselin L, Can A (1986) Model comparison and model validation issues in empirical work on urban density functions. Geogr Anal 18(3):179

    Article  Google Scholar 

  • Arraiz I, Drukker DM, Kelejian HH, Prucha IR (2010) A spatial Cliff–Ord-type model with heteroskedastic innovations: small and large sample results. J Reg Sci 50(2):592–614

    Article  Google Scholar 

  • Arribas-Bel D, Sanz-Gracia F (2014) The validity of the monocentric city model in a polycentric age: US metropolitan areas in 1990, 2000 and 2010. Urban Geogr 35(7):1–18

    Article  Google Scholar 

  • Aynvarg Y (1969) Zones of influence of middle-size cities, their boundaries and passenger flows. Sov Geogr 10:549–558

    Article  Google Scholar 

  • Benjamini Y, Hochberg Y (1995) Controlling the false discovery rate: a practical and powerful approach to multiple testing. J R Stat Soc Ser B (Methodol) 57(1):289–300

    Google Scholar 

  • Berry B, Simmons J, Tennant R (1963) Urban population densities: structure and change. Geogr Rev 12:389–405

    Article  Google Scholar 

  • Bivand R (2014) spdep: Spatial dependence: weighting schemes, statistics and models. R package version 0.5-87

  • Brueckner J (2011) Lectures on urban economics. MIT Press Books, Cambridge

    Google Scholar 

  • Bunting T, Filion P, Priston H (2002) Density gradients in Canadian metropolitan regions, 1971–1996: differential patterns of central area and suburban growth and change. Urban Stud 39(13):2531

    Article  Google Scholar 

  • Cervero R, Wu K-L (1997) Polycentrism, commuting, and residential location in the San Francisco Bay area. Environ Plan A 29(5):865–886

    Article  Google Scholar 

  • Clark C (1951) Urban population densities. J R Stat Soc Ser A (Gen) 114:490–496

    Article  Google Scholar 

  • Cliff A, Ord J (1975) Model building and the analysis of spatial pattern in human geography. J R Stat Soc Ser B (Methodol) 37(2):297–348

    Google Scholar 

  • Cliff AD, Ord JK (1981) Spatial processes: models and applications, vol 44. Pion, London

    Google Scholar 

  • Davidson R, MacKinnon JG (1981) Several tests for model specification in the presence of alternative hypotheses. Econom J Econom Soc 49(3):781–793

    Google Scholar 

  • Elhorst JP (2014) Spatial econometrics: from cross-sectional data to spatial panels. Springer, Berlin

    Book  Google Scholar 

  • Fallah B, Partridge M, Olfert M (2012) Uncertain economic growth and sprawl: evidence from a stochastic growth approach. Ann Reg Sci 49(3):589–617

    Article  Google Scholar 

  • Florax RJ, Folmer H, Rey SJ (2003) Specification searches in spatial econometrics: the relevance of Hendrys methodology. Reg Sci Urban Econ 33(5):557–579

    Article  Google Scholar 

  • Frankena M (1978) A bias in estimating urban population density functions. J Urban Econ 5(1):35–45

    Article  Google Scholar 

  • Garcia-López M-À (2012) Urban spatial structure, suburbanization and transportation in Barcelona. J Urban Econ 72(2):176–190

    Article  Google Scholar 

  • Garcia-López M-À, Muñiz I (2010) Employment decentralisation: Polycentricity or scatteration? The case of Barcelona. Urban Stud 47(14):3035–3056

    Article  Google Scholar 

  • Geary RC (1954) The contiguity ratio and statistical mapping. Inc Stat 5(3):115–146

    Google Scholar 

  • Getis A, Ord JK (1992) The analysis of spatial association. Geogr Anal 24(3):189–206

    Article  Google Scholar 

  • Giuliano G, Small KA (1991) Subcenters in the Los Angeles region. Reg Sci Urban Econ 21(2):163–182

    Article  Google Scholar 

  • Glaeser E (2008) Cities, agglomeration, and spatial equilibrium. Oxford University Press, Oxford

    Google Scholar 

  • Glickman N, Oguri Y (1978) Modeling the urban land market: the case of Japan. J Urban Econ 5(4):505–525

    Article  Google Scholar 

  • Griffith DA (1981a) Evaluating the transformation from a monocentric to a polycentric city. Prof Geogr 33(2):189–196

    Article  Google Scholar 

  • Griffith DA (1981b) Modelling urban population density in a multi-centered city. J Urban Econ 9(3):298–310

    Article  Google Scholar 

  • Griffith DA, Wong DW (2007) Modeling population density across major US cities: a polycentric spatial regression approach. J Geogr Syst 9(1):53–75

    Article  Google Scholar 

  • Holden D, Parr JB (2013) A note on the average density function in urban analysis. Urban Stud 50(14):3027–3035

    Article  Google Scholar 

  • Latham R, Yeates M (1970) Population density growth in metropolitan Toronto. Geogr Anal 2(2):177–185

    Article  Google Scholar 

  • LeSage J, Pace RK (2009) Introduction to spatial econometrics. CRC Press, Boca Raton

    Book  Google Scholar 

  • MacKinnon J, White H, Davidson R (1983) Tests for model specification in the presence of alternative hypotheses: some further results. J Econom 21(1):53–70

    Article  Google Scholar 

  • MacKinnon JG, White H (1985) Some heteroskedasticity-consistent covariance matrix estimators with improved finite sample properties. J Econom 29(3):305–325

    Article  Google Scholar 

  • Madariaga R, Martori JC, Oller R (2014) Income, distance and amenities. An empirical analysis. Empir Econ 47(3):1129–1146

    Article  Google Scholar 

  • Martori JC (2010) Las consecuencias del boom inmobiliario. Cambios en la densidad de las metrópolis españolas, 2001–2007. Scr Nova Rev Electrón Geogr Cienc Soc 14(310–347):1–12

    Google Scholar 

  • Martori JC, Apparicio P (2011) Changes in spatial patterns of the immigrant population of a southern european metropolis: the case of the barcelona metropolitan area (2001–2008). Tijdschr Econ Soc Geogr 102(5):562–581

    Article  Google Scholar 

  • Martori JC, Suriñach J (2002) Urban population density functions: the case of the Barcelona region. Doc Recer Univ Vic 6:1–18

    Google Scholar 

  • McDonald J (1989) Econometric studies of urban population density: a survey. J Urban Econ 26(3):361–385

    Article  Google Scholar 

  • McDonald JF, Bowman HW (1976) Some tests of alternative urban population density functions. J Urban Econ 3(3):242–252

    Article  Google Scholar 

  • McDonald JF, McMillen DP (2000) Employment subcenters and subsequent real estate development in suburban Chicago. J Urban Econ 48(1):135–157

    Article  Google Scholar 

  • McMillen DP, Lester TW (2003) Evolving subcenters: employment and population densities in Chicago, 1970–2020. J Hous Econ 12(1):60–81

    Article  Google Scholar 

  • McMillen DP, McDonald JF (1998) Suburban subcenters and employment density in metropolitan Chicago. J Urban Econ 43(2):157–180

    Article  Google Scholar 

  • Mills E (1967) An aggregative model of resource allocation in a metropolitan area. Am Econ Rev 57(2):19–210

    Google Scholar 

  • Mills E (1970) Urban density functions. Urban Stud 7(1):5–20

    Article  Google Scholar 

  • Mills E (1972) Studies in the structure of the urban economy. The John Hopkins University Press, Baltimore

    Google Scholar 

  • Ministerio de la Vivienda (2004) Atlas Estadistico de las Areas Urbanas 2004. Ministerio de la Vivienda, Madrid

    Google Scholar 

  • Moran PA (1948) The interpretation of statistical maps. J R Stat Soc Ser B (Methodol) 10(2):243–251

    Google Scholar 

  • Mur J, Angulo A (2009) Model selection strategies in a spatial setting: some additional results. Reg Sci Urban Econ 39(2):200–213

    Article  Google Scholar 

  • Muth RF (1969) Cities and housing: the spatial pattern of urban land use. University of Chicago Press, Chicago

    Google Scholar 

  • Muth RF (1971) The derived demand for urban residential land. Urban Stud 8(3):243–254

    Article  Google Scholar 

  • Newling B (1971) The spatial variation of urban population densities. In: Bourne LS (ed) Internal structure of the city. Oxford University Press, New York

  • Newling BE (1969) The spatial variation of urban population densities. Geogr Rev 59(2):242–252

    Article  Google Scholar 

  • Ord JK, Getis A (1995) Local spatial autocorrelation statistics: distributional issues and an application. Geogr Anal 27(4):286–306

    Article  Google Scholar 

  • Parr J (1987) Interaction in an urban system: aspects of trade and commuting. Econ Geogr 63(3):223–240

    Article  Google Scholar 

  • Parr J (2012) Spatial-structure differences between urban and regional systems. Ann Reg Sci 49(2):293–303

    Article  Google Scholar 

  • Parr J, O’Neill G (1989) Aspects of the lognormal function in the analysis of regional population distribution. Environ Plan A 21(7):961–973

    Article  Google Scholar 

  • Parr J, O’Neill G, Nairn A (1988) Metropolitan density functions: a further exploration. Reg Sci Urban Econ 18(4):463–478

    Article  Google Scholar 

  • Piras G (2010) sphet: Spatial models with heteroskedastic innovations. R package version 0.1-22

  • Smeed RJ (1963) The effect of some kinds of routing systems on the amount of traffic in central areas of towns. J Inst High Eng 10(1):5–26

    Google Scholar 

  • Stewart JQ (1947) Empirical mathematical rules concerning the distribution and equilibrium of population. Geogr Rev 37(3):461–485

    Article  Google Scholar 

  • Stewart JQ, Warntz W (1958) Physics of population distribution. J Reg Sci 1(1):99–121

    Article  Google Scholar 

  • Tanner JC (1961) Factors affecting the amount of travel. Road Res Tech Pap 51:46–73

    Google Scholar 

  • Tsai Y-H (2005) Quantifying urban form: compactness versus’ sprawl’. Urban Stud 42(1):141–161

    Article  Google Scholar 

  • Wang F, Zhou Y (1999) Modelling urban population densities in Beijing 1982–1990: suburbanisation and its causes. Urban Stud 36(2):271

    Article  Google Scholar 

  • White L (1977) How good are two-point estimates of urban density gradients and central densities? J Urban Econ 4(3):292–309

    Article  Google Scholar 

  • Zheng S, Kahn ME (2008) Land and residential property markets in a booming economy: new evidence from Beijing. J Urban Econ 63(2):743–757

    Article  Google Scholar 

  • Zielinski K (1979) Experimental analysis of eleven models of urban population density. Environ Plan A 11(6):629–641

    Article  Google Scholar 

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Acknowledgments

The authors gratefully thank Jordi Suriñach for his valuable suggestions on previous drafts of the paper. Angels Pinyana proof read fruitfully the paper. We also thank the Data Analysis and Modelling research group for the fruitful discussions we held together. This research was partially supported by Grant MTM2012-38067-C02 from the Ministerio de Economa y Competitividad. We would like to thank the two reviewers for very helpful improvement suggestions.

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Correspondence to Joan Carles Martori.

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Martori, J.C., Madariaga, R. & Oller, R. Real estate bubble and urban population density: six Spanish metropolitan areas 2001–2011. Ann Reg Sci 56, 369–392 (2016). https://doi.org/10.1007/s00168-016-0743-z

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