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Testing DSGE Models by Indirect Inference: a Survey of Recent Findings

Author

Listed:
  • David Meenagh

    (Cardiff University)

  • Patrick Minford

    (Cardiff University
    CEPR)

  • Michael Wickens

    (Cardiff University
    CEPR
    University of York)

  • Yongdeng Xu

    (Cardiff University)

Abstract

We review recent findings in the application of indirect inference to DSGE models. We show that researchers should tailor the power of their test to the model under investigation in order to achieve a balance between high power and finding a robust model; this will involve choosing only a limited number of variables on whose behaviour they should focus. Also recent work reveals that it makes little difference which these variables are or how their behaviour is measured whether via a VAR, IRFs or moments. We also review identification issues, how to test part of a model and whether alternative evaluation methods such as forecasting or likelihood ratio tests are potentially helpful.

Suggested Citation

  • David Meenagh & Patrick Minford & Michael Wickens & Yongdeng Xu, 2019. "Testing DSGE Models by Indirect Inference: a Survey of Recent Findings," Open Economies Review, Springer, vol. 30(3), pages 593-620, July.
    • Handle: RePEc:kap:openec:v:30:y:2019:i:3:d:10.1007_s11079-019-09526-w
    DOI: 10.1007/s11079-019-09526-w
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    Cited by:

    1. Jenyu Chou & Yifei Cao & Patrick Minford, 2023. "Evaluation and indirect inference estimation of inattentive features in a New Keynesian framework," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 42(3), pages 530-542, April.
    2. Le, Vo Phuong Mai & Meenagh, David & Minford, Patrick, 2023. "Could an economy get stuck in a rational pessimism bubble? The case of Japan," Cardiff Economics Working Papers E2023/13, Cardiff University, Cardiff Business School, Economics Section.
    3. Lucy Minford & David Meenagh, 2020. "Supply-Side Policy and Economic Growth: A Case Study of the UK," Open Economies Review, Springer, vol. 31(1), pages 159-193, February.
    4. Gang Chen & Xue Dong & Patrick Minford & Guanhua Qiu & Yongdeng Xu & Zequn Xu, 2022. "Computable General Equilibrium Models of Trade in the Modern Trade Policy Debate," Open Economies Review, Springer, vol. 33(2), pages 271-309, April.
    5. David Meenagh & Patrick Minford & Michael R. Wickens, 2022. "The Macroeconomic Controversy Over Price Rigidity — How to Resolve it and How Bayesian Estimation has Led us Astray," Open Economies Review, Springer, vol. 33(4), pages 617-630, September.
    6. Patrick Minford & Zhirong Ou & Zheyi Zhu, 2021. "Can a small New Keynesian model of the world economy with risk‐pooling match the facts?," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 26(2), pages 1993-2021, April.
    7. Olayinka Oyekola & David Meenagh & Patrick Minford, 2023. "Global Shocks in the US Economy: Effects on Output and the Real Exchange Rate," Open Economies Review, Springer, vol. 34(2), pages 411-435, April.
    8. Xiaoliang Yang & Patrick Minford & David Meenagh, 2021. "Inequality and Economic Growth in the UK," Open Economies Review, Springer, vol. 32(1), pages 37-69, February.
    9. Adrian Pagan & Michael Wickens, 2019. "Checking if the straitjacket fits," CAMA Working Papers 2019-81, Centre for Applied Macroeconomic Analysis, Crawford School of Public Policy, The Australian National University.
    10. Olayinka Oyekola, 2022. "How Resilient Is the U.S. Economy to Foreign Disturbances?," Mathematics, MDPI, vol. 10(9), pages 1-33, April.
    11. Hatcher, Michael & Minford, Patrick, 2023. "Chameleon models in economics: A note," Cardiff Economics Working Papers E2023/10, Cardiff University, Cardiff Business School, Economics Section.
    12. Meenagh, David & Minford, Patrick & Wickens, Michael, 2021. "Estimating macro models and the potentially misleading nature of Bayesian estimation," Cardiff Economics Working Papers E2021/22, Cardiff University, Cardiff Business School, Economics Section.
    13. Minford, Patrick & Xu, Yongdeng & Dong, Xue, 2023. "Testing competing world trade models against the facts of world trade," Journal of International Money and Finance, Elsevier, vol. 138(C).
    14. Phuong Mai Le, Vo & Matthews, Kent & Meenagh, David & Minford, Patrick & Xiao, Zhiguo, 2022. "Regulatory arbitrage, shadow banking and monetary policy in China," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 80(C).
    15. Zhiqi Zhao & David Meenagh & Patrick Minford, 2022. "Should Hong Kong switch to Taylor rule?—Evidence from DSGE model," Applied Economics, Taylor & Francis Journals, vol. 54(50), pages 5851-5872, October.
    16. Xieer Dai & Michael Beenstock & Daniel Felsenstein & David Genesove & Nikita Kotsenko, 2023. "'Traffic light' theory for Covid-19 spatial mitigation policy design," Journal of Spatial Econometrics, Springer, vol. 4(1), pages 1-35, December.
    17. Patrick Minford & Yue Gai & David Meenagh, 2022. "North and South: A Regional Model of the UK," Open Economies Review, Springer, vol. 33(3), pages 565-616, July.
    18. Pedro Chaim & Márcio Poletti Laurini, 2022. "Data Cloning Estimation and Identification of a Medium-Scale DSGE Model," Stats, MDPI, vol. 6(1), pages 1-13, December.
    19. Le, Vo Phuong Mai & Meenagh, David & Minford, Patrick, 2023. "The role of fiscal policy -- a survey of recent empirical findings," Cardiff Economics Working Papers E2023/26, Cardiff University, Cardiff Business School, Economics Section.
    20. Vo Phuong Mai Le & Kent Matthews & David Meenagh & Patrick Minford & Zhiguo Xiao, 2021. "China’s market economy, shadow banking and the frequency of growth slowdown," Manchester School, University of Manchester, vol. 89(5), pages 420-444, September.
    21. Chen, Haixia & Le, Vo Phuong Mai & Meenagh, David & Minford, Patrick, 2023. "UK Monetary Policy in An Estimated DSGE Model with State-Dependent Price and Wage Contracts," Cardiff Economics Working Papers E2023/22, Cardiff University, Cardiff Business School, Economics Section.
    22. Maksim Isakin & Phuong V. Ngo, 2022. "Multiplicity in New Keynesian Models," Open Economies Review, Springer, vol. 33(3), pages 505-521, July.
    23. Minford, Patrick & Xu, Yongdeng, 2024. "Indirect Inference- a methodological essay on its role and applications," Cardiff Economics Working Papers E2024/1, Cardiff University, Cardiff Business School, Economics Section.
    24. Adem Feto & M. K. Jayamohan & Arnis Vilks, 2023. "Applicability and Accomplishments of DSGE Modeling: A Critical Review," Journal of Business Cycle Research, Springer;Centre for International Research on Economic Tendency Surveys (CIRET), vol. 19(2), pages 213-239, September.

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    More about this item

    Keywords

    Pseudo-true inference; DSGE models; Indirect inference; Wald tests; Likelihood ratio tests; robustness;
    All these keywords.

    JEL classification:

    • C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Hypothesis Testing: General
    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
    • E1 - Macroeconomics and Monetary Economics - - General Aggregative Models

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