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Structural Demand Estimation with Borrowing Constraints

Author

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  • Rancière, Romain
  • Ouazad, Amine
Abstract
Structural models of housing or product choice use observed demand to estimate household preferences. However, household demand may be partly determined by borrowing constraints, limiting households? choice set. Such borrowing constraints will differ across locations, households, and years. We put forward a model of neighborhood choice with borrowing constraints that accounts for mortgage credit approval rates. We estimate the model's parameters using micro-level data on households, property transactions and mortgage applications for the San Francisco Bay. Approval rates vary significantly both across households and across neighborhoods. The model with borrowing constraints yields significantly higher estimated willingness to pay to live close to good schools and in majority-white neighborhoods. The model provides general equilibrium estimates of the impact of a relaxation of lending standards. Between 2000 and 2006, the model provides two out-of-sample predictions: (i)Â a compression of the price distribution and (ii)Â a decline in black households' exposure to white households. Both predictions are supported by empirical observation.

Suggested Citation

  • Rancière, Romain & Ouazad, Amine, 2015. "Structural Demand Estimation with Borrowing Constraints," CEPR Discussion Papers 10866, C.E.P.R. Discussion Papers.
    • Handle: RePEc:cpr:ceprdp:10866
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    References listed on IDEAS

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    Cited by:

    1. Sophie Dantan & Nathalie Picard, 2019. "Borrowing constraints and location choice - Evidence from the Paris Region," THEMA Working Papers 2019-05, THEMA (THéorie Economique, Modélisation et Applications), Université de Cergy-Pontoise.

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    More about this item

    Keywords

    Demand estimation; House prices; Housing; Mortgage credit; Segregation;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • R21 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Housing Demand
    • R23 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Regional Migration; Regional Labor Markets; Population

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