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Making It Real: Bringing Research Models into Central Bank Projections

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  • Marc-André Gosselin
  • Sharon Kozicki

Abstract

This paper aims to bridge the gap between models in research and models used to support policy decisions in central banks. Models used in central bank projection environments overlap with research models and benefit from lessons learned in research, but they differ from research models in important ways. For example, to deal with real-world macroeconomic projection issues, central bank models may have a broader scope. To inform policy decision-making, models generally need both a theoretical basis and an ability to “fit” the data. For repeated projection exercises, forecasters need models that can be adapted to deal with data flows, including historical revisions. And, to provide valuable advice, forecasters must incorporate judgement into their projections to address issues outside the scope of the model. If all these challenges are met, then central bank models and projections will also inform the economic narrative that helps the public understand the policy decisions. In this context, this paper is organized around four main themes: 1) model requirements for central bank purposes; 2) overview of the Bank of Canada’s main policy models—ToTEM and LENS; 3) challenges in meeting those modelling requirements; and 4) practical approaches to addressing some challenges under time constraints. The paper concludes with a description of how lessons learned from research and practice set the stage for the Bank’s future modelling agenda, as discussed in Coletti (2023).

Suggested Citation

  • Marc-André Gosselin & Sharon Kozicki, 2023. "Making It Real: Bringing Research Models into Central Bank Projections," Discussion Papers 2023-29, Bank of Canada.
  • Handle: RePEc:bca:bocadp:23-29
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    References listed on IDEAS

    as
    1. Michael Woodford, 2005. "Firm-Specific Capital and the New Keynesian Phillips Curve," International Journal of Central Banking, International Journal of Central Banking, vol. 1(2), September.
    2. Athanasios Orphanides & Simon van Norden, 2002. "The Unreliability of Output-Gap Estimates in Real Time," The Review of Economics and Statistics, MIT Press, vol. 84(4), pages 569-583, November.
    3. Julien Champagne & Christopher Hajzler & Dmitry Matveev & Harlee Melinchuk & Antoine Poulin-Moore & Kemal Ozhan & Youngmin Park & Temel Taskin, 2023. "Potential output and the neutral rate in Canada: 2023 assessment," Staff Analytical Notes 2023-6, Bank of Canada.
    4. Canova, Fabio, 2014. "Bridging DSGE models and the raw data," Journal of Monetary Economics, Elsevier, vol. 67(C), pages 1-15.
    5. Stephen Murchison & Andrew Rennison, 2006. "ToTEM: The Bank of Canada's New Quarterly Projection Model," Technical Reports 97, Bank of Canada.
    6. Kozicki, Sharon & Tinsley, P.A., 2005. "Permanent and transitory policy shocks in an empirical macro model with asymmetric information," Journal of Economic Dynamics and Control, Elsevier, vol. 29(11), pages 1985-2015, November.
    7. Harding, Martín & Lindé, Jesper & Trabandt, Mathias, 2022. "Resolving the missing deflation puzzle," Journal of Monetary Economics, Elsevier, vol. 126(C), pages 15-34.
    8. José Dorich & Michael K. Johnston & Rhys R. Mendes & Stephen Murchison & Yang Zhang, 2013. "ToTEM II: An Updated Version of the Bank of Canada’s Quarterly Projection Model," Technical Reports 100, Bank of Canada.
    9. Olivier Gervais & Marc-André Gosselin, 2014. "Analyzing and Forecasting the Canadian Economy through the LENS Model," Technical Reports 102, Bank of Canada.
    10. Paul Corrigan & Hélène Desgagnés & José Dorich & Vadym Lepetyuk & Wataru Miyamoto & Yang Zhang, 2021. "ToTEM III: The Bank of Canada’s Main DSGE Model for Projection and Policy Analysis," Technical Reports 119, Bank of Canada.
    11. Sharon Kozicki & Jill Vardy, 2017. "Communicating Uncertainty in Monetary Policy," Discussion Papers 17-14, Bank of Canada.
    12. Alexander Lam, 2022. "Canada’s Beveridge curve and the outlook for the labour market," Staff Analytical Notes 2022-18, Bank of Canada.
    13. Kozicki, Sharon & Tinsley, P. A., 2001. "Shifting endpoints in the term structure of interest rates," Journal of Monetary Economics, Elsevier, vol. 47(3), pages 613-652, June.
    14. Calvo, Guillermo A., 1983. "Staggered prices in a utility-maximizing framework," Journal of Monetary Economics, Elsevier, vol. 12(3), pages 383-398, September.
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    Full references (including those not matched with items on IDEAS)

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    More about this item

    Keywords

    Economic models; Monetary policy;

    JEL classification:

    • 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
    • C51 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Construction and Estimation
    • E37 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Forecasting and Simulation: Models and Applications
    • E47 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Forecasting and Simulation: Models and Applications
    • E52 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Monetary Policy

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