Skip to main content
Erschienen in: Journal of Quantitative Economics 3/2022

16.06.2022 | Original Article

A Constant Gain Learning Explanation of U.S. Post War Inflation and Unemployment

verfasst von: Venkata Raamasrinivas Mangapuram

Erschienen in: Journal of Quantitative Economics | Ausgabe 3/2022

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

An adaptive learning model, similar to Primiceri (Q J Econ 121(3):867–901, 2007) is built, where policymakers use constant gain learning algorithm to update their knowledge of the model every time period. This framework is used to study post war US inflation and unemployment. The model accurately explains the Great Inflation and gives us interesting results—while the rational expectations equilibrium is characterized by low inflation, learning leads to disequilibrium dynamics when initial knowledge of the model is incorrect. Specifically, policymakers in 1960s under estimated the natural rate, persistence of inflation and slope of Phillips Curve. Hence, policy was more expansionary than optimal, resulting in inflation. The convergence of beliefs to rational expectations equilibrium explains the subsequent disinflation in 1980s. This study differs from Primiceri (2007) in the following ways: (i) The results establish the presence of time inconsistency in policy between 1963–1979. Time inconsistency and the resulting inflation bias is explained as the rational, endogenous outcome of evolving beliefs. Hence, the possibility of a repetition of 70s cannot be eliminated in the future, for similar outcomes can be expected under similar beliefs. (ii) We find evidence against the narrative of ‘Volcker disinflation’, which credits the disinflation of 80s to the appointment of Volcker, an ‘inflation hawk’, as the chairman of Federal Reserve. (iii) Further, as an extension of Primiceri (2007), who provides point estimates, time varying estimates of persistence of inflation and slope of Phillips Curve are estimated to provide quantitative precision to the narrative proposed. This extension essentially arises from the Lucas critique. (iv) Time varying sacrifice ratio is calculated for the entire sample period, which, to our knowledge, is the first attempt for the US economy.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Fußnoten
1
Throughout the paper, inflation is calculated as annualized quarterly growth rate of gdp deflator and unemployment is calculated as quarterly average of monthly civilian unemployment rate.
 
2
Referred to as PC henceforth.
 
3
Rogoff (1985) presents this solution.
 
4
Dennis (2006) finds that the implicit target rate of inflation has fallen substantially since Volcker. He, however, does not find significant variation in Fed’s relative preference over inflation vis-a-vis output.
 
5
This model can also be found in Primiceri (2007).
 
6
Throughout the paper, beliefs of the policymaker about an unobservable is denoted by circumflex
 
7
PLM is the policymaker’s idea/estimate, at any time period, about the relationship between the variables that underlie the economy. The next sub-section discusses percieved law of motion (PLM) and actual law of motion (ALM).
 
8
In rest of the paper, the term ‘unobservables’ essentially constitutes of the natural rate of unemployment, persistence of inflation and slope of Phillips curve. Hence, \(\Omega _t=[\hat{u}^N_t\quad \hat{\alpha (L)}_t\quad \hat{\theta (L)}_t]'\).
 
9
Evans and Honkapohja (2010) provides a technical and rigorous discussion on learning models in Macroeconomics.
 
10
Discount rate is set \(\Delta = 1-1/120\).
 
11
The evolution of policymaker’s beliefs across the sample is largely invariant to the method used to calculate initial beliefs. Initial beliefs calculated alternatively through Discounted Least Squares and moving average estimates do not alter the results in any significant manner.
 
12
Further evidence of the same can be found in De Long (1997).
 
13
In Fig. 4, the blue line plots the evolution of policymaker’s belief about the natural rate of unemployment while the red plots the evolution of the true value of the same.
 
14
Belief about slope of Phillips Curve increases between 1965–70, but reduces back to zero by early 1970s.
 
15
The corresponding sacrifice ratio in terms of output loss is obtained by multiplying the estimated sacrifice ratio by Okun’s ratio, which is approximately equal to 2.
 
16
The sacrifice ratio (SR) is calculated as: \(SR_t=\frac{1-\alpha _t}{\rho \theta _t}, \rho =0.9\).
 
17
Figure 6 tracks the ratio in terms of output loss.
 
18
The correlation coefficient is calculated by considering the variables over 5 year periods.
 
19
Real interest rate has been calculated as quartely effective federal funds rate minus inflation that quarter.
 
20
In Eq. (12), there are no error terms since the prior belief that \(E_t\epsilon _{t+i}= E_t\eta _{t+i}=0 \forall i\in Z^+\)
 
21
The inflation bias generated by ‘k’ in various model specifications can be seen in Barro and Gordon (1983), Gordon (1981) and Kydland and Prescott (1977).
 
Literatur
Zurück zum Zitat Andersen, P.S., and W. Wascher. 1999. Sacrifice Ratios and the Conduct of Monetary Policy in Conditions of Low Inflation. BIS Working Paper, (82). Andersen, P.S., and W. Wascher. 1999. Sacrifice Ratios and the Conduct of Monetary Policy in Conditions of Low Inflation. BIS Working Paper, (82).
Zurück zum Zitat Ball, L. 1994. What Determines the Sacrifice Ratio ? Monetary Policy, University of Chicago Press (January):155–193. Ball, L. 1994. What Determines the Sacrifice Ratio ? Monetary Policy, University of Chicago Press (January):155–193.
Zurück zum Zitat Barro, R.J., and D.B. Gordon. 1983. A positive theory of monetary policy in a natural rate model. Journal of Political Economy. Barro, R.J., and D.B. Gordon. 1983. A positive theory of monetary policy in a natural rate model. Journal of Political Economy.
Zurück zum Zitat Chari, V.V., L.J. Christiano, and M. Eichenbaum. 1998. Expectation Traps and Discretion. Journal of Economic Theory. Chari, V.V., L.J. Christiano, and M. Eichenbaum. 1998. Expectation Traps and Discretion. Journal of Economic Theory.
Zurück zum Zitat Clarida, R., J. Galí, and M. Gertler. 2000. Monetary policy rules and macroeconomic stability: Evidence and some theory. Quarterly Journal of Economics 115 (1): 147–180.CrossRef Clarida, R., J. Galí, and M. Gertler. 2000. Monetary policy rules and macroeconomic stability: Evidence and some theory. Quarterly Journal of Economics 115 (1): 147–180.CrossRef
Zurück zum Zitat Cogley, T., and T.J. Sargent. 2001. Evolving Post-World War II U.S. Inflation Dynamics. NBER Macroeconomics Annual. Cogley, T., and T.J. Sargent. 2001. Evolving Post-World War II U.S. Inflation Dynamics. NBER Macroeconomics Annual.
Zurück zum Zitat Cogley, T., and T.J. Sargent. 2005. The conquest of US inflation: Learning and robustness to model uncertainty. Review of Economic Dynamics 8(2 SPEC. ISS.):528–563. Cogley, T., and T.J. Sargent. 2005. The conquest of US inflation: Learning and robustness to model uncertainty. Review of Economic Dynamics 8(2 SPEC. ISS.):528–563.
Zurück zum Zitat Cukierman, A., and F. Lippi. 2005. Endogenous monetary policy with unobserved potential output. Journal of Economic Dynamics and Control 29 (11): 1951–1983.CrossRef Cukierman, A., and F. Lippi. 2005. Endogenous monetary policy with unobserved potential output. Journal of Economic Dynamics and Control 29 (11): 1951–1983.CrossRef
Zurück zum Zitat De Long, B.J. 1997. America’s Only Peacetime Inflation: The 1970s. NBER Working Paper. De Long, B.J. 1997. America’s Only Peacetime Inflation: The 1970s. NBER Working Paper.
Zurück zum Zitat Dennis, R. 2006. The policy preferences of the US federal reserve. Journal of Applied Econometrics 21 (1): 55–77.CrossRef Dennis, R. 2006. The policy preferences of the US federal reserve. Journal of Applied Econometrics 21 (1): 55–77.CrossRef
Zurück zum Zitat Evans, G.W. and S. Honkapohja. 2010. Learning and Expectations in Macroeconomics. Evans, G.W. and S. Honkapohja. 2010. Learning and Expectations in Macroeconomics.
Zurück zum Zitat Favero, C.A. and R. Rovelli. 2001. Macroeconomic Stability and the Preferences of the Fed. A Formal Analysis, 1961–98. SSRN Electronic Journal (July). Favero, C.A. and R. Rovelli. 2001. Macroeconomic Stability and the Preferences of the Fed. A Formal Analysis, 1961–98. SSRN Electronic Journal (July).
Zurück zum Zitat Ireland, P.N. 1999. Does the time-consistency problem explain the behavior of inflation in the United States? Journal of Monetary Economics 44 (2): 279–291.CrossRef Ireland, P.N. 1999. Does the time-consistency problem explain the behavior of inflation in the United States? Journal of Monetary Economics 44 (2): 279–291.CrossRef
Zurück zum Zitat Kydland, F.E., and E.C. Prescott. 1977. Rules Rather than Discretion: The Inconsistency of Optimal Plans. Journal of Political Economy 85 (3): 473–491.CrossRef Kydland, F.E., and E.C. Prescott. 1977. Rules Rather than Discretion: The Inconsistency of Optimal Plans. Journal of Political Economy 85 (3): 473–491.CrossRef
Zurück zum Zitat Lubik, T.A. and F. Schorfheide. 2004. Testing for indeterminacy: An application to U.S. Monetary policy. American Economic Review. Lubik, T.A. and F. Schorfheide. 2004. Testing for indeterminacy: An application to U.S. Monetary policy. American Economic Review.
Zurück zum Zitat Lucas, R.E. 1976. Econometric policy evaluation: A critique, Carnegie-Rochester Conference Series on Public Policy, Vol 1 Lucas, R.E. 1976. Econometric policy evaluation: A critique, Carnegie-Rochester Conference Series on Public Policy, Vol 1
Zurück zum Zitat Mankiw, N.G., Ball, L., and D. Romer. 1988. The New Keynesian Economics and the Output-Inflation Trade-Off. Brookings Papers on Economic Activity 1: 1–65. Mankiw, N.G., Ball, L., and D. Romer. 1988. The New Keynesian Economics and the Output-Inflation Trade-Off. Brookings Papers on Economic Activity 1: 1–65.
Zurück zum Zitat Meltzer, A.H. 2003. A History of the Federal Reserve, Vol 2, Book 2, 1970–1986 Meltzer, A.H. 2003. A History of the Federal Reserve, Vol 2, Book 2, 1970–1986
Zurück zum Zitat Mitra, P., D. Biswas, and A. Sanyal. 2015. Estimating Sacrifice Ratio for Indian Economy—A Time Varying Perspective. RBI WORKING PAPER SERIES (June). Mitra, P., D. Biswas, and A. Sanyal. 2015. Estimating Sacrifice Ratio for Indian Economy—A Time Varying Perspective. RBI WORKING PAPER SERIES (June).
Zurück zum Zitat Orphanides, A. 2002. Monetary-policy Rules and the Great Inflation. American Economic Review 92 (2): 115–120.CrossRef Orphanides, A. 2002. Monetary-policy Rules and the Great Inflation. American Economic Review 92 (2): 115–120.CrossRef
Zurück zum Zitat Ozlale, U. 2003. Price stability vs. output stability: Tales of federal reserve administrations. Journal of Economic Dynamics and Control 27 (9): 1595–1610.CrossRef Ozlale, U. 2003. Price stability vs. output stability: Tales of federal reserve administrations. Journal of Economic Dynamics and Control 27 (9): 1595–1610.CrossRef
Zurück zum Zitat Primiceri, G.E. 2005. Time varying structural vector autoregressions and monetary policy. Review of Economic Studies. Primiceri, G.E. 2005. Time varying structural vector autoregressions and monetary policy. Review of Economic Studies.
Zurück zum Zitat Primiceri, G.E. 2007. Why Inflation Rose and Fell: Policy-Makers ’ Beliefs and U.S. Postwar Stabilization Policy. Quarterly Journal of Economics 121 (3): 867–901.CrossRef Primiceri, G.E. 2007. Why Inflation Rose and Fell: Policy-Makers ’ Beliefs and U.S. Postwar Stabilization Policy. Quarterly Journal of Economics 121 (3): 867–901.CrossRef
Zurück zum Zitat Rogoff, K. 1985. The Optimal Degree of Commitment to an Intermediate Monetary Target. Quarterly Journal of Economics 100: 1169–1189.CrossRef Rogoff, K. 1985. The Optimal Degree of Commitment to an Intermediate Monetary Target. Quarterly Journal of Economics 100: 1169–1189.CrossRef
Zurück zum Zitat Romer, C.D. and D. Romer. 2002. the Evolution of Economic Understanding and Postwar Stabilization Policy. NBER Working Paper 53(9):1689–1699. Romer, C.D. and D. Romer. 2002. the Evolution of Economic Understanding and Postwar Stabilization Policy. NBER Working Paper 53(9):1689–1699.
Zurück zum Zitat Sims, A.C. and T. Zha. 2005. Were There Regime Switches in U.S. Monetary Policy ? CEPS Working Paper No. 110 (110). Sims, A.C. and T. Zha. 2005. Were There Regime Switches in U.S. Monetary Policy ? CEPS Working Paper No. 110 (110).
Zurück zum Zitat Zhang, L.H. 2001. Sacrifice Ratios with Long-Lived Effects. Working Paper, John Hopkins University (446). Zhang, L.H. 2001. Sacrifice Ratios with Long-Lived Effects. Working Paper, John Hopkins University (446).
Metadaten
Titel
A Constant Gain Learning Explanation of U.S. Post War Inflation and Unemployment
verfasst von
Venkata Raamasrinivas Mangapuram
Publikationsdatum
16.06.2022
Verlag
Springer India
Erschienen in
Journal of Quantitative Economics / Ausgabe 3/2022
Print ISSN: 0971-1554
Elektronische ISSN: 2364-1045
DOI
https://doi.org/10.1007/s40953-022-00315-w

Weitere Artikel der Ausgabe 3/2022

Journal of Quantitative Economics 3/2022 Zur Ausgabe

Premium Partner