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OR Forum—Design of Risk Weights

Author

Listed:
  • Paul Glasserman

    (Columbia Business School, Columbia University, New York 10027)

  • Wanmo Kang

    (Department of Mathematical Sciences, Korea Advanced Institute of Science and Technology, Daejeon 305-701, South Korea)

Abstract

Banking regulations set minimum levels of capital for banks. These requirements are generally formulated through a ratio of capital to risk-weighted assets. A risk-weighting scheme assigns a weight to each asset or category of assets and effectively functions as a linear constraint on a bank’s portfolio choice; it also changes the incentives for banks to hold various kinds of assets. In this paper, we investigate the design of risk weights to align regulatory and private objectives in a simple mean-variance framework for portfolio selection. By setting risk weights proportional to profitability rather than risk, the regulator can induce a bank to reduce its overall level of risk without distorting its asset mix. Because the regulator is unlikely to know the true profitability of assets, we introduce an adaptive formulation in which the regulator sets weights by observing a bank’s portfolio. The adaptive scheme converges to the same combination of weights and portfolio choice that would hold if the regulator knew the asset profitability. We also investigate other objectives, including steering banks to a target mix of assets, adding robustness, mitigating procyclicality, and reducing system-wide risk in a setting with multiple heterogeneous banks.

Suggested Citation

  • Paul Glasserman & Wanmo Kang, 2014. "OR Forum—Design of Risk Weights," Operations Research, INFORMS, vol. 62(6), pages 1204-1220, December.
  • Handle: RePEc:inm:oropre:v:62:y:2014:i:6:p:1204-1220
    DOI: 10.1287/opre.2014.1308
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    References listed on IDEAS

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    Cited by:

    1. Yann Braouezec & Lakshithe Wagalath, 2018. "Risk-Based Capital Requirements and Optimal Liquidation in a Stress Scenario [Testing macroprudential stress tests: the risk of regulatory risk weights]," Review of Finance, European Finance Association, vol. 22(2), pages 747-782.
    2. Darrell Duffie, 2018. "Financial Regulatory Reform After the Crisis: An Assessment," Management Science, INFORMS, vol. 64(10), pages 4835-4857, October.
    3. Efing, Matthias, 2015. "Arbitraging the Basel securitization framework: Evidence from German ABS investment," Discussion Papers 40/2015, Deutsche Bundesbank.
    4. Prékopa, András & Lee, Jinwook, 2018. "Risk tomography," European Journal of Operational Research, Elsevier, vol. 265(1), pages 149-168.
    5. Tsionas, Mike G. & Mamatzakis, Emmanuel & Ongena, Steven, 2020. "Does risk aversion affect bank output loss? The case of the Eurozone," European Journal of Operational Research, Elsevier, vol. 282(3), pages 1127-1145.

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