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Risk sensitive linear approximations

Author

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  • Solórzano Andrade, Gustavo
  • Parra-Alvarez, Juan Carlos

Abstract

We propose a linear approximation to the solution of DSGE models that is sensitive to the effects of risk. If variables remain close to the approximation point in expectation, a second-order Taylor expansion to the equilibrium conditions reduces to a fixed-point problem characterized by a system of linear equations that depends on the second-order moments of the variables. The latter can be solved recursively using standard linear rational expectation methods. The resulting approximation captures the effects of risk in models with constant volatility, stochastic volatility, and GARCH effects through the intercept and/or the slopes of the decision rules. Relative to alternative approximations, our method yields approximation errors that are up to two orders of magnitude smaller, all while preserving a linear structure in the state variables. Finally, we show how to accommodate asymmetric effects from non-normal shocks within our linear approximation using information from a third-order Taylor expansion.

Suggested Citation

  • Solórzano Andrade, Gustavo & Parra-Alvarez, Juan Carlos, 2024. "Risk sensitive linear approximations," Economics Letters, Elsevier, vol. 238(C).
  • Handle: RePEc:eee:ecolet:v:238:y:2024:i:c:s016517652400199x
    DOI: 10.1016/j.econlet.2024.111716
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    More about this item

    Keywords

    Linear rational expectation models; Certainty equivalence; Risky steady state; Numerical methods; Stochastic volatility; GARCH; Skewness;
    All these keywords.

    JEL classification:

    • C02 - Mathematical and Quantitative Methods - - General - - - Mathematical Economics
    • C63 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Computational Techniques
    • E0 - Macroeconomics and Monetary Economics - - General
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates

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