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Assessing financial stability risks from the real estate market in Italy

Author

Listed:
  • Federica Ciocchetta

    (Bank f Italy)

  • Wanda Cornacchia

    (Bank f Italy)

  • Roberto Felici

    (Bank f Italy)

  • Michele Loberto

    (Bank f Italy)

Abstract

We provide an analytical framework for assessing financial stability risks arising from the real estate sector in Italy. This framework consists of two blocks: three complementary early warning models (EWMs) and a broad set of indicators related to the real estate market, to credit and to households. We focus separately on households and on firms engaged in construction, management and investment services in the real estate sector. Since in Italy there have been no real estate-related systemic banking crises, as vulnerability indicator we consider a continuous indicator represented by the ratio between the annual flow of bad debts related to the real estate sector and banks� capital and reserves. We contribute to the recent literature on EWMs by implementing a Bayesian Model Averaging (BMA) based on linear regression models with a continuous dependent variable of vulnerability and an ordered logit model with a discrete dependent variable of vulnerability classes. Both models exhibit good predictive abilities. Based on the BMA projections for the period from the third quarter of 2015 to the second quarter of 2016, banking vulnerability related to the real estate sector is expected to gradually decline.

Suggested Citation

  • Federica Ciocchetta & Wanda Cornacchia & Roberto Felici & Michele Loberto, 2016. "Assessing financial stability risks from the real estate market in Italy," Questioni di Economia e Finanza (Occasional Papers) 323, Bank of Italy, Economic Research and International Relations Area.
    • Handle: RePEc:bdi:opques:qef_323_16
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    File URL: https://www.bancaditalia.it/pubblicazioni/qef/2016-0323/QEF_323_16.pdf
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    References listed on IDEAS

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    Citations

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    Cited by:

    1. Michele Loberto, 2023. "Foreclosures and House Prices," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 9(1), pages 397-424, March.
    2. Michele Loberto & Andrea Luciani & Marco Pangallo, 2018. "The potential of big housing data: an application to the Italian real-estate market," Temi di discussione (Economic working papers) 1171, Bank of Italy, Economic Research and International Relations Area.
    3. Guiso, Luigi & Pozzi, Andrea & Tsoy, Anton & Gambacorta, Leonardo & Mistrulli, Paolo Emilio, 2022. "The cost of steering in financial markets: Evidence from the mortgage market," Journal of Financial Economics, Elsevier, vol. 143(3), pages 1209-1226.
    4. Federica Ciocchetta & Wanda Cornacchia, 2019. "Assessing financial stability risks from the real estate market in Italy: an update," Questioni di Economia e Finanza (Occasional Papers) 493, Bank of Italy, Economic Research and International Relations Area.
    5. Bank for International Settlements, 2016. "Experiences with the ex ante appraisal of macroprudential instruments," CGFS Papers, Bank for International Settlements, number 56, October –.
    6. Samo Boh & Stefano Borgioli & Andra (Buca) Coman & Bogdan Chiriacescu & Anne Koban & Joao Veiga & Piotr Kusmierczyk & Mara Pirovano & Thomas Schepens, 2017. "European Macroprudential Database," IFC Bulletins chapters, in: Bank for International Settlements (ed.), Data needs and Statistics compilation for macroprudential analysis, volume 46, Bank for International Settlements.
    7. Fabrizio Ferriani & Wanda Cornacchia & Paolo Farroni & Eliana Ferrara & Francesco Guarino & Francesco Pisanti, 2019. "An early warning system for less significant Italian banks," Questioni di Economia e Finanza (Occasional Papers) 480, Bank of Italy, Economic Research and International Relations Area.
    8. Fabrizio Venditti & Francesco Columba & Alberto Maria Sorrentino, 2018. "A risk dashboard for the Italian economy," Questioni di Economia e Finanza (Occasional Papers) 425, Bank of Italy, Economic Research and International Relations Area.

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    More about this item

    Keywords

    real estate markets; early warning models; bayesian model averaging; banking crises; macroprudential policy;
    All these keywords.

    JEL classification:

    • C35 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions
    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
    • E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy
    • E58 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Central Banks and Their Policies
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation

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