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Micro-geographic property price and rent indices

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  • Ahlfeldt, Gabriel M.
  • Heblich, Stephan
  • Seidel, Tobias

Abstract

We develop a programming algorithm that predicts a balanced-panel mix-adjusted house price index for arbitrary spatial units from repeated cross-sections of geocoded micro data. The algorithm combines parametric and non-parametric estimation techniques to provide a tight local fit where the underlying micro data are abundant, and reliable extrapolations where data are sparse. To illustrate the functionality, we generate a panel of German property prices and rents that is unprecedented in its spatial coverage and detail. This novel data set uncovers a battery of stylized facts that motivate further research, e.g. on the positive correlation between density and price-to-rent ratios in levels and trends, both within and between cities. Our method lends itself to the creation of comparable neighborhood-level rent indices (Mietspiegel) across Germany.

Suggested Citation

  • Ahlfeldt, Gabriel M. & Heblich, Stephan & Seidel, Tobias, 2023. "Micro-geographic property price and rent indices," LSE Research Online Documents on Economics 116649, London School of Economics and Political Science, LSE Library.
  • Handle: RePEc:ehl:lserod:116649
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    File URL: http://eprints.lse.ac.uk/116649/
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    1. Stephan Heblich & Stephen J Redding & Daniel M Sturm, 2020. "The Making of the Modern Metropolis: Evidence from London," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(4), pages 2059-2133.
    2. Badarinza, Cristian & Ramadorai, Tarun, 2018. "Home away from home? Foreign demand and London house prices," Journal of Financial Economics, Elsevier, vol. 130(3), pages 532-555.
    3. Stephen J. Redding & Esteban Rossi-Hansberg, 2017. "Quantitative Spatial Economics," Annual Review of Economics, Annual Reviews, vol. 9(1), pages 21-58, September.
    4. Gabriel M. Ahlfeldt & Wolfgang Maennig & Felix J. Richter, 2017. "Urban renewal after the Berlin Wall: a place-based policy evaluation," Journal of Economic Geography, Oxford University Press, vol. 17(1), pages 129-156.
    5. Pierre-Philippe Combes & Gilles Duranton & Laurent Gobillon, 2019. "The Costs of Agglomeration: House and Land Prices in French Cities," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(4), pages 1556-1589.
    6. Chen, Jie & Chen, Yu & Hill, Robert J. & Hu, Pei, 2022. "The user cost of housing and the price-rent ratio in Shanghai," Regional Science and Urban Economics, Elsevier, vol. 92(C).
    7. Gabriel M. Ahlfeldt & Stephen J. Redding & Daniel M. Sturm & Nikolaus Wolf, 2015. "The Economics of Density: Evidence From the Berlin Wall," Econometrica, Econometric Society, vol. 83, pages 2127-2189, November.
    8. Treb Allen & Costas Arkolakis, 2014. "Trade and the Topography of the Spatial Economy," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(3), pages 1085-1140.
    9. Dorinth W. Dijk & David M. Geltner & Alex M. Minne, 2022. "The Dynamics of Liquidity in Commercial Property Markets: Revisiting Supply and Demand Indexes in Real Estate," The Journal of Real Estate Finance and Economics, Springer, vol. 64(3), pages 327-360, April.
    10. Jonathan Halket & Lars Nesheim & Florian Oswald, 2020. "The Housing Stock, Housing Prices, And User Costs: The Roles Of Location, Structure, And Unobserved Quality," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 61(4), pages 1777-1814, November.
    11. David H. Autor & Christopher J. Palmer & Parag A. Pathak, 2014. "Housing Market Spillovers: Evidence from the End of Rent Control in Cambridge, Massachusetts," Journal of Political Economy, University of Chicago Press, vol. 122(3), pages 661-717.
    12. Stephanie Riegg Cellini & Fernando Ferreira & Jesse Rothstein, 2010. "The Value of School Facility Investments: Evidence from a Dynamic Regression Discontinuity Design," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(1), pages 215-261.
    13. Ahlfeldt, Gabriel M. & Pietrostefani, Elisabetta, 2019. "The economic effects of density: A synthesis," Journal of Urban Economics, Elsevier, vol. 111(C), pages 93-107.
    14. Brueckner, Jan K. & Thisse, Jacques-Francois & Zenou, Yves, 1999. "Why is central Paris rich and downtown Detroit poor?: An amenity-based theory," European Economic Review, Elsevier, vol. 43(1), pages 91-107, January.
    15. Couture, Victor & Handbury, Jessie, 2020. "Urban revival in America," Journal of Urban Economics, Elsevier, vol. 119(C).
    16. Dingel, Jonathan I. & Miscio, Antonio & Davis, Donald R., 2021. "Cities, lights, and skills in developing economies," Journal of Urban Economics, Elsevier, vol. 125(C).
    17. Kenneth Y. Chay & Michael Greenstone, 2005. "Does Air Quality Matter? Evidence from the Housing Market," Journal of Political Economy, University of Chicago Press, vol. 113(2), pages 376-424, April.
    18. Ferdinando Monte & Stephen J. Redding & Esteban Rossi-Hansberg, 2018. "Commuting, Migration, and Local Employment Elasticities," American Economic Review, American Economic Association, vol. 108(12), pages 3855-3890, December.
    19. Marcel Henkel & Tobias Seidel & Jens Suedekum, 2021. "Fiscal Transfers in the Spatial Economy," American Economic Journal: Economic Policy, American Economic Association, vol. 13(4), pages 433-468, November.
    20. de Bellefon, Marie-Pierre & Combes, Pierre-Philippe & Duranton, Gilles & Gobillon, Laurent & Gorin, Clément, 2021. "Delineating urban areas using building density," Journal of Urban Economics, Elsevier, vol. 125(C).
    21. Hilber, Christian Albin Lukas & Mense, Andreas, 2021. "Why have house prices risen so much more than rents in superstar cities?," LSE Research Online Documents on Economics 114283, London School of Economics and Political Science, LSE Library.
    22. McMillen, Daniel P., 1996. "One Hundred Fifty Years of Land Values in Chicago: A Nonparametric Approach," Journal of Urban Economics, Elsevier, vol. 40(1), pages 100-124, July.
    23. Philippe Bracke, 2015. "House Prices and Rents: Microevidence from a Matched Data Set in Central London," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 43(2), pages 403-431, June.
    24. Lopez, Esteban & Hewings, Geoffrey J.D., 2018. "Housing price indices for small spatial units," Regional Science and Urban Economics, Elsevier, vol. 70(C), pages 57-71.
    25. Sanghoon Lee & Jeffrey Lin, 2018. "Natural Amenities, Neighbourhood Dynamics, and Persistence in the Spatial Distribution of Income," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 85(1), pages 663-694.
    26. Jens Kolbe & Rainer Schulz & Martin Wersing & Axel Werwatz, 2015. "Identifying Berlin’s land value map using adaptive weights smoothing," Computational Statistics, Springer, vol. 30(3), pages 767-790, September.
    27. Rosen, Sherwin, 1974. "Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition," Journal of Political Economy, University of Chicago Press, vol. 82(1), pages 34-55, Jan.-Feb..
    28. Knight, John R & Sirmans, C F & Turnbull, Geoffrey K, 1994. "List Price Signaling and Buyer Behavior in the Housing Market," The Journal of Real Estate Finance and Economics, Springer, vol. 9(3), pages 177-192, November.
    29. Robert J. Hill & Michael Scholz, 2018. "Can Geospatial Data Improve House Price Indexes? A Hedonic Imputation Approach with Splines," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 64(4), pages 737-756, December.
    30. Athey, Susan & Imbens, Guido W., 2019. "Machine Learning Methods Economists Should Know About," Research Papers 3776, Stanford University, Graduate School of Business.
    31. Lyons, Ronan C., 2019. "Can list prices accurately capture housing price trends? Insights from extreme markets conditions," Finance Research Letters, Elsevier, vol. 30(C), pages 228-232.
    32. de Bellefon, Marie-Pierre & Combes, Pierre-Philippe & Duranton, Gilles & Gobillon, Laurent & Gorin, Clément, 2021. "Delineating urban areas using building density," Journal of Urban Economics, Elsevier, vol. 125(C).
    33. Darren K. Hayunga & R. Kelley Pace, 2017. "List Prices in the US Housing Market," The Journal of Real Estate Finance and Economics, Springer, vol. 55(2), pages 155-184, August.
    34. Mense, Andreas & Michelsen, Claus & Kholodilin, Konstantin A., 2023. "Rent Control, Market Segmentation, and Misallocation: Causal Evidence from a Large-Scale Policy Intervention," Journal of Urban Economics, Elsevier, vol. 134(C).
    35. Richard Meese & Nancy Wallace, 1991. "Nonparametric Estimation of Dynamic Hedonic Price Models and the Construction of Residential Housing Price Indices," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 19(3), pages 308-332, September.
    36. Rebecca Diamond & Tim McQuade & Franklin Qian, 2019. "The Effects of Rent Control Expansion on Tenants, Landlords, and Inequality: Evidence from San Francisco," American Economic Review, American Economic Association, vol. 109(9), pages 3365-3394, September.
    37. Albouy, David & Lue, Bert, 2015. "Driving to opportunity: Local rents, wages, commuting, and sub-metropolitan quality of life," Journal of Urban Economics, Elsevier, vol. 89(C), pages 74-92.
    38. Gabriel M. Ahlfeldt & Fabian Bald & Duncan Roth & Tobias Seidel, 2020. "Quality of life in a dynamic spatial model," CEP Discussion Papers dp1736, Centre for Economic Performance, LSE.
    39. Charles Himmelberg & Christopher Mayer & Todd Sinai, 2005. "Assessing High House Prices: Bubbles, Fundamentals and Misperceptions," Journal of Economic Perspectives, American Economic Association, vol. 19(4), pages 67-92, Fall.
    40. Jim Clayton, 1996. "Rational Expectations, Market Fundamentals and Housing Price Volatility," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 24(4), pages 441-470, December.
    41. Braun, Stefanie & Lee, Gabriel S., 2021. "The prices of residential land in German counties," Regional Science and Urban Economics, Elsevier, vol. 89(C).
    42. Roback, Jennifer, 1982. "Wages, Rents, and the Quality of Life," Journal of Political Economy, University of Chicago Press, vol. 90(6), pages 1257-1278, December.
    43. Glaeser, Edward L. & Gyourko, Joseph & Saiz, Albert, 2008. "Housing supply and housing bubbles," Journal of Urban Economics, Elsevier, vol. 64(2), pages 198-217, September.
    44. Marc Francke, 2010. "Repeat Sales Index for Thin Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 41(1), pages 24-52, July.
    45. David Genesove & Christopher Mayer, 2001. "Loss Aversion and Seller Behavior: Evidence from the Housing Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(4), pages 1233-1260.
    46. Han, Lu & Strange, William C., 2016. "What is the role of the asking price for a house?," Journal of Urban Economics, Elsevier, vol. 93(C), pages 115-130.
    47. Susan Athey & Guido W. Imbens, 2019. "Machine Learning Methods That Economists Should Know About," Annual Review of Economics, Annual Reviews, vol. 11(1), pages 685-725, August.
    48. Shen, Lily & Ross, Stephen, 2021. "Information value of property description: A Machine learning approach," Journal of Urban Economics, Elsevier, vol. 121(C).
    49. Robert J. Hill, 2013. "Hedonic Price Indexes For Residential Housing: A Survey, Evaluation And Taxonomy," Journal of Economic Surveys, Wiley Blackwell, vol. 27(5), pages 879-914, December.
    50. Seidel, Tobias & Wickerath, Jan, 2020. "Rush hours and urbanization," Regional Science and Urban Economics, Elsevier, vol. 85(C).
    51. Wheaton, William C, 1977. "Income and Urban Residence: An Analysis of Consumer Demand for Location," American Economic Review, American Economic Association, vol. 67(4), pages 620-631, September.
    52. Kristoffer Moeller, 2018. "Culturally clustered or in the cloud? How amenities drive firm location decision in Berlin," Journal of Regional Science, Wiley Blackwell, vol. 58(4), pages 728-758, September.
    53. Sendhil Mullainathan & Jann Spiess, 2017. "Machine Learning: An Applied Econometric Approach," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 87-106, Spring.
    54. Leigh Linden & Jonah E. Rockoff, 2008. "Estimates of the Impact of Crime Risk on Property Values from Megan's Laws," American Economic Review, American Economic Association, vol. 98(3), pages 1103-1127, June.
    55. Sims David P, 2011. "Rent Control Rationing and Community Composition: Evidence from Massachusetts," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 11(1), pages 1-30, May.
    56. Gabriel Ahlfeldt, 2011. "If Alonso Was Right: Modeling Accessibility And Explaining The Residential Land Gradient," Journal of Regional Science, Wiley Blackwell, vol. 51(2), pages 318-338, May.
    57. Sunding, David L. & Swoboda, Aaron M., 2010. "Hedonic analysis with locally weighted regression: An application to the shadow cost of housing regulation in Southern California," Regional Science and Urban Economics, Elsevier, vol. 40(6), pages 550-573, November.
    58. LeRoy, Stephen F. & Sonstelie, Jon, 1983. "Paradise lost and regained: Transportation innovation, income, and residential location," Journal of Urban Economics, Elsevier, vol. 13(1), pages 67-89, January.
    59. John M. Clapp, 2004. "A Semiparametric Method for Estimating Local House Price Indices," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 32(1), pages 127-160, March.
    60. Breidenbach, Philipp & Eilers, Lea & Fries, Jan, 2022. "Temporal dynamics of rent regulations – The case of the German rent control," Regional Science and Urban Economics, Elsevier, vol. 92(C).
    61. Büchler, Simon & Ehrlich, Maximilian v. & Schöni, Olivier, 2021. "The amplifying effect of capitalization rates on housing supply," Journal of Urban Economics, Elsevier, vol. 126(C).
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    4. Duso, Tomaso & Michelsen, Claus & Schaefer, Maximilian & Tran, Kevin Ducbao, 2024. "Airbnb and rental markets: Evidence from Berlin," Regional Science and Urban Economics, Elsevier, vol. 106(C).
    5. Michał Hebdzyński, 2024. "Price-setting factors or revealed preferences? How to understand the results of hedonic models and hedonic indices of the housing rental market that base on listings data?," Bank i Kredyt, Narodowy Bank Polski, vol. 55(4), pages 519-550.

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    More about this item

    Keywords

    index; real estate; price; property; rent;
    All these keywords.

    JEL classification:

    • R10 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - General

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