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Erschienen in: Empirical Economics 2/2017

17.08.2016

Time-varying persistence in US inflation

verfasst von: Massimiliano Caporin, Rangan Gupta

Erschienen in: Empirical Economics | Ausgabe 2/2017

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Abstract

The persistence property of inflation is an important issue not only for economists, but especially for central banks, given that the degree of inflation persistence determines the extent to which central banks can control inflation. Further, not only is it the level of inflation persistence that is important in economic analyses, but also the question of whether the persistence varies over time, for instance, across business cycle phases, is equally pertinent, since assuming constant persistence across states of the economy is sure to lead to misguided policy decisions. Against this backdrop, we extend the literature on long-memory models of inflation persistence for the US economy over the monthly period of 1920:1–2014:5, by developing an autoregressive fractionally integrated moving-average-generalized autoregressive conditional heteroskedastic model with a time-varying memory coefficient which varies across expansions and recessions. In sum, we find that inflation persistence does vary across recessions and expansions, with it being significantly higher in the former than in the latter. As an aside, we also show that persistence of inflation volatility is higher during expansions than in recessions. Understandably, our results have important policy implications.

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Fußnoten
1
In analyzing the issue of the degree of persistence of the shocks, a related controversy exists concerning the possible existence of a unit root in inflation. On one hand, Nelson and Schwert (1977), Barsky (1987), Ball et al. (1990), and Brunner et al. (1993) provide evidence that US inflation contains a unit root. On the other hand, Hassler and Wolters (1995), Baillie et al. (1996), Baum et al. (1999), Bos et al. (1999), Baillie et al. (2002), Hsu (2005), Lee (2005), Ajmi et al. (2008), and Hassler and Meller (2014) among others have found evidence that inflation is fractionally integrated, suggesting that the differencing parameter is significantly different from zero and unity.
 
2
For a detailed survey in this regard, please refer to Balcilar et al. (forthcoming) and Martins et al. (2014).
 
3
The econometric methods have covered various unit root tests, state-spaced-based time-varying autoregressive models, and more recently, quantile regressions-based approaches. For a detailed literature review in this regard, refer to Tillmann and Wolters (2014) and Manzan and Zerom (2015).
 
4
For a detailed survey on ARFIMA models with a time-varying long-memory coefficient, the reader is referred to Boutahar et al. (2008) and Aloy et al. (2013).
 
5
Note that ever since the work of Granger and Hyung (2000), Diebold and Inoue (2001), and Mikosch and Starica (2004), it is well known that spurious long-memory behavior can be detected in time series known to be theoretically short memory, due to structural breaks (for a detailed literature review in this regard, refer to Tsay (2008), Tsay and Härdle (2009) and Hassler and Meller (2014)). In our case, we deal with this issue by assuming that the break dates are known and that we have two regimes in expansions and recessions.
 
6
FORTRAN codes used here to conduct seasonal adjustment for long-span data are available upon request from the authors.
 
7
These results were also qualitatively the same when we considered the longer sample starting in 1876:2. Complete details of these results are available upon request from the authors.
 
8
Given the so-called Cukierman and Meltzer (1986) effect, which implies that inflation volatility (uncertainty) leads to higher inflation, this result is perhaps an indication that the monetary authority does not intend to have higher inflation levels in the future when the economy recovers, to get into an expansion mode.
 
Literatur
Zurück zum Zitat Ajmi AN, Nasr AB, Boutahar M (2008) Seasonal nonlinear long memory model for the US inflation rates. Comput Econ 31(3):243–254CrossRef Ajmi AN, Nasr AB, Boutahar M (2008) Seasonal nonlinear long memory model for the US inflation rates. Comput Econ 31(3):243–254CrossRef
Zurück zum Zitat Aloy M, Tong C-L, Péguin-Feissolle A, Dufrénot G (2013) A smooth transition long-memory model. Stud Nonlinear Dyn Econ 17(3):281–296 Aloy M, Tong C-L, Péguin-Feissolle A, Dufrénot G (2013) A smooth transition long-memory model. Stud Nonlinear Dyn Econ 17(3):281–296
Zurück zum Zitat Baillie RT, Chung CF, Tieslau MA (1996) Analysing inflation by the fractionally integrated ARFIMA-GARCH model. J Appl Econ 11:23–40CrossRef Baillie RT, Chung CF, Tieslau MA (1996) Analysing inflation by the fractionally integrated ARFIMA-GARCH model. J Appl Econ 11:23–40CrossRef
Zurück zum Zitat Baillie RT, Han YW, Kwon TG (2002) Further long memory properties of inflationary shocks. South Econ J 68(3):496–510 Baillie RT, Han YW, Kwon TG (2002) Further long memory properties of inflationary shocks. South Econ J 68(3):496–510
Zurück zum Zitat Balcilar M, Gupta R, Uwilingiye J (Forthcoming) Dynamic relationship between oil price and inflation in South Africa. J Dev Areas Balcilar M, Gupta R, Uwilingiye J (Forthcoming) Dynamic relationship between oil price and inflation in South Africa. J Dev Areas
Zurück zum Zitat Balcilar M, Gupta R, Jooste C (Forthcoming) Analysing South Africa’s inflation persistence using an ARFIMA model with Markov-switching fractional differencing parameter. J Dev Areas Balcilar M, Gupta R, Jooste C (Forthcoming) Analysing South Africa’s inflation persistence using an ARFIMA model with Markov-switching fractional differencing parameter. J Dev Areas
Zurück zum Zitat Ball L, Cecchetti SG, Gordon RJ (1990) Inflation and uncertainty at short and long horizons. Brook Pap Econ Act 215–254 Ball L, Cecchetti SG, Gordon RJ (1990) Inflation and uncertainty at short and long horizons. Brook Pap Econ Act 215–254
Zurück zum Zitat Barsky RB (1987) The Fisher hypothesis and the forecastability and persistence of inflation. J Monet Econ 19(1):3–24CrossRef Barsky RB (1987) The Fisher hypothesis and the forecastability and persistence of inflation. J Monet Econ 19(1):3–24CrossRef
Zurück zum Zitat Baum CF, Barkoulas JT, Caglayan M (1999) Persistence in international inflation rates. South Econ J 64(4):900–913 Baum CF, Barkoulas JT, Caglayan M (1999) Persistence in international inflation rates. South Econ J 64(4):900–913
Zurück zum Zitat Bos C, Franses PH, Ooms M (1999) Re-analyzing inflation rates: evidence of long memory and level shifts. Empir Econ 24:427–449CrossRef Bos C, Franses PH, Ooms M (1999) Re-analyzing inflation rates: evidence of long memory and level shifts. Empir Econ 24:427–449CrossRef
Zurück zum Zitat Boutahar M, Dufrénot G, Péguin-Feissolle A (2008) A simple fractionally integrated model with a time-varying long memory parameter \(d_{t}\). Comput Econ 31(3):225–241CrossRef Boutahar M, Dufrénot G, Péguin-Feissolle A (2008) A simple fractionally integrated model with a time-varying long memory parameter \(d_{t}\). Comput Econ 31(3):225–241CrossRef
Zurück zum Zitat Brunner AD, Hess GD (1993) Are higher levels of inflation less predictable? A state-dependent conditional heteroscedasticity approach. J Bus Econ Stat 11(2):187–197 Brunner AD, Hess GD (1993) Are higher levels of inflation less predictable? A state-dependent conditional heteroscedasticity approach. J Bus Econ Stat 11(2):187–197
Zurück zum Zitat Caporin M, Pres J (2013) Forecasting temperature indices density with time-varying long-memory models. J Forecast 32:339–352CrossRef Caporin M, Pres J (2013) Forecasting temperature indices density with time-varying long-memory models. J Forecast 32:339–352CrossRef
Zurück zum Zitat Cukierman A, Meltzer A (1986) A theory of ambiguity, credibility, and inflation under discretion and asymmetric information. Econometrica 54:1099–1128CrossRef Cukierman A, Meltzer A (1986) A theory of ambiguity, credibility, and inflation under discretion and asymmetric information. Econometrica 54:1099–1128CrossRef
Zurück zum Zitat Diebold FX, Inoue A (2001) Long memory and regime switching. J Econ 105:131–159CrossRef Diebold FX, Inoue A (2001) Long memory and regime switching. J Econ 105:131–159CrossRef
Zurück zum Zitat Goldman E, Nam J, Tsurumi H, Wang J (2013) Regimes and long memory in realized volatility. Stud Nonlinear Dyn Econ 17(5):521–549 Goldman E, Nam J, Tsurumi H, Wang J (2013) Regimes and long memory in realized volatility. Stud Nonlinear Dyn Econ 17(5):521–549
Zurück zum Zitat Granger CWJ, Hyung N (2000) Occasional structural breaks and long memory. Revised version of UCSD Working Paper 99-14 Granger CWJ, Hyung N (2000) Occasional structural breaks and long memory. Revised version of UCSD Working Paper 99-14
Zurück zum Zitat Haldrup N, Nielsen MO (2006a) A regime switching long memory model for electricity prices. J Econ 135:349–376CrossRef Haldrup N, Nielsen MO (2006a) A regime switching long memory model for electricity prices. J Econ 135:349–376CrossRef
Zurück zum Zitat Haldrup N, Nielsen MO (2006b) Directional congestion and regime switching in a long memory model for electricity prices. Stud Nonlinear Dyn Econ 10:1367 Haldrup N, Nielsen MO (2006b) Directional congestion and regime switching in a long memory model for electricity prices. Stud Nonlinear Dyn Econ 10:1367
Zurück zum Zitat Hassler U, Meller B (2014) Detecting multiple breaks in long memory the case of US inflation. Empir Econ 46(2):653–680CrossRef Hassler U, Meller B (2014) Detecting multiple breaks in long memory the case of US inflation. Empir Econ 46(2):653–680CrossRef
Zurück zum Zitat Hassler U, Wolters J (1995) Long memory in inflation rates: international evidence. J Bus Econ Stat 13:37–45 Hassler U, Wolters J (1995) Long memory in inflation rates: international evidence. J Bus Econ Stat 13:37–45
Zurück zum Zitat Hsu CC (2005) Long memory or structural changes: an empirical examination on inflation rates. Econ Lett 88:289–294CrossRef Hsu CC (2005) Long memory or structural changes: an empirical examination on inflation rates. Econ Lett 88:289–294CrossRef
Zurück zum Zitat Lee J (2005) Estimating memory parameter in the US inflation rate. Econ Lett 87:207–210CrossRef Lee J (2005) Estimating memory parameter in the US inflation rate. Econ Lett 87:207–210CrossRef
Zurück zum Zitat Manzan S, Zerom D (2015) Asymmetric quantile persistence and predictability: the case of U.S. inflation. Oxf Bull Econ Stat 77(2):297–318CrossRef Manzan S, Zerom D (2015) Asymmetric quantile persistence and predictability: the case of U.S. inflation. Oxf Bull Econ Stat 77(2):297–318CrossRef
Zurück zum Zitat Martins LF, Rodrigues PMM (2014) Testing for persistence change in fractionally integrated models: an application to world inflation rates. Comput Stat Data Anal 76:502–522CrossRef Martins LF, Rodrigues PMM (2014) Testing for persistence change in fractionally integrated models: an application to world inflation rates. Comput Stat Data Anal 76:502–522CrossRef
Zurück zum Zitat Mikosch T, Starica C (2004) Change of structure in financial time series, long range dependence and the GARCH models. Econometrics, EconWPA 0412004 Mikosch T, Starica C (2004) Change of structure in financial time series, long range dependence and the GARCH models. Econometrics, EconWPA 0412004
Zurück zum Zitat Nelson CR, Schwert GW (1977) Short-term interest rates as predictors of inflation: on testing the hypothesis that the real rate of interest is constant. Am Econ Rev 67(3):478–486 Nelson CR, Schwert GW (1977) Short-term interest rates as predictors of inflation: on testing the hypothesis that the real rate of interest is constant. Am Econ Rev 67(3):478–486
Zurück zum Zitat Tillmann P, Wolters MH (2014) The changing dynamics of US inflation persistence: a quantile regression approach. Kiel Working Paper No. 1951 Tillmann P, Wolters MH (2014) The changing dynamics of US inflation persistence: a quantile regression approach. Kiel Working Paper No. 1951
Zurück zum Zitat Tong H (2011) Threshold models in time series analysis—30 years on. Stat Interface 4:107–118CrossRef Tong H (2011) Threshold models in time series analysis—30 years on. Stat Interface 4:107–118CrossRef
Zurück zum Zitat Tsay WJ, Härdle WK (2009) A generalized ARFIMA process with Markov-switching fractional differencing parameter. J Stat Comput Simul 79(5):731–745CrossRef Tsay WJ, Härdle WK (2009) A generalized ARFIMA process with Markov-switching fractional differencing parameter. J Stat Comput Simul 79(5):731–745CrossRef
Metadaten
Titel
Time-varying persistence in US inflation
verfasst von
Massimiliano Caporin
Rangan Gupta
Publikationsdatum
17.08.2016
Verlag
Springer Berlin Heidelberg
Erschienen in
Empirical Economics / Ausgabe 2/2017
Print ISSN: 0377-7332
Elektronische ISSN: 1435-8921
DOI
https://doi.org/10.1007/s00181-016-1144-y

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