February 1998
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6 Reads
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2 Citations
International Economic Review
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February 1998
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6 Reads
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2 Citations
International Economic Review
February 1998
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26 Reads
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207 Citations
International Economic Review
The authors develop regression-based tests of hypotheses about out of sample prediction errors. Representative tests include ones for zero mean and zero correlation between a prediction error and a vector of predictors. The relevant environments are ones in which predictions depend on estimated parameters. The authors show that standard regression statistics generally fail to account for errors introduced by estimation of these parameters. They propose computationally convenient test statistics that properly account for such errors. Simulations indicate that the procedures can work well in samples of size typically available, although there sometimes are substantial size distortions. Copyright 1998 by Economics Department of the University of Pennsylvania and the Osaka University Institute of Social and Economic Research Association.
December 1997
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24 Reads
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80 Citations
Working paper series (National Bureau of Economic Research)
I modify the uniform-price auction rules in allowing the seller to ration bidders. This allows me to provide a strategic foundation for underpricing when the seller has an interest in ownership dispersion. Moreover, many of the so-called "collusive-seeming" equilibria disappear.
July 1997
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22 Reads
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45 Citations
NBER Macroeconomics Annual
To analyze business fixed investment in Japan, which has been unusually volatile in recent years, we develop and apply a loglinear flexible accelerator model. We find that movements in business fixed investment are consistent with movements in output and the tax- adjusted cost of capital, both on average during our entire 1961-94 sample and during the recent 1986-94 business cycle.
February 1997
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31 Reads
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144 Citations
Journal of Econometrics
I study the dynamics of oil futures prices in the NYMEX using a large panel dataset that includes global macroeconomic indicators, financial market indices, quantities and prices of energy products. I extract common factors from the panel data series and estimate a Factor-Augmented Vector Autoregression for the maturity structure of oil futures prices. I find that latent factors generate information that, once combined with that of the yields, improves the forecasting performance for oil prices. Furthermore, I show that a factor correlated to purely financial developments contributes to the model performance, in addition to factors related to energy quantities and prices.
February 1996
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16 Reads
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40 Citations
Using a dynamic linear equation that has a conditionally homoskedastic moving average disturbance, the authors compare two parameterizations of a commonly used instrumental variables estimator (Hansen (1982)) to one that is asymptotically optimal in a class of estimators that includes the conventional one (Hansen (1985)). They find that for some plausible data generating processes, the optimal one is distinctly more efficient asymptotically. Simulations indicate that, in samples of size typically available, asymptotic theory describes the distribution of the parameter estimates reasonably well but that test statistics sometimes are poorly sized.
February 1996
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52 Reads
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1,199 Citations
This paper develops procedures for inference about the moments of smooth functions of out-of-sample predictions and prediction errors when there is a long time series of predictions and realizations. The aim is to provide tools for analysis of predictive accuracy and efficiency and, more generally, of predictive ability. The paper allows for nonnested and nonlinear models as well as for possible dependence of predictions and prediction errors on estimated regression parameters. Simulations indicate that the procedures can work well in samples of size typically available. Copyright 1996 by The Econometric Society.
April 1995
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12 Reads
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6 Citations
Using a dynamic linear equation that has a conditionally homoskedastic moving average disturbance, we compare two parameterizations of a commonly used instrumental variables estimator (Hansen (1982)) to one that is asymptotically optimal in a class of estimators that includes the conventional one (Hansen (1985)). We find that for some plausible data generating processes, the optimal one is distinctly more efficient asymptotically. Simulations indicate that in samples of size typically available, asymptotic theory describes the distribution of the parameter estimates reasonably well, but that test statistics sometimes are poorly sized.
May 1994
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16 Reads
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19 Citations
Journal of Economic Dynamics and Control
We summarize some recent work of ours on estimation and hypothesis testing on the parameters of the linear-quadratic inventory model. For some data-generating processes calibrated to estimates from some existing studies, this work uses (1) asymptotic theory to compare alternative estimators on the basis of the asymptotic efficiency of parameter estimates, (2) asymptotic theory and simulations to consider how likely one will be to get sharp estimates of the parameters of the model, and (3) simulations to see how accurately sized are hypothesis tests about the parameters of the model.
May 1994
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27 Reads
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18 Citations
An aggregate demand - aggregate supply framework is used to analyze the effects of Japanese monetary policy, 1973:1-1990:8. It is found that money supply shocks contribute relatively little to output variability over the sample as a whole. Nor do these shocks seem to be particularly marked during business cycle contractions. The effects of monetary policy on prices and output appear to be quite similar to those of a constant money growth rule.
... The production costs for businesses rise and are likely to be passed on to consumers in the form of higher prices for consumer goods. The inflation rate increases as a consequence [5]. As a result, there will always be a trade-off between inflation and full employment for the policymakers in the Federal Reserve to carefully consider about. ...
January 2003
... Empirically, Lunsford and West (2019) conclude demographic variables can explain some of the variability in U.S. real interest rates over more than one hundred years, while Fiorentini et al. (2018) highlight the importance of the share of young workers in accounting for the rise and fall of real rates between 1960 and 2016. Our empirical analysis expands on this second paper. ...
October 2019
American Economic Journal: Macroeconomics
... • blocksize is the block size for the block bootstrapping, want to bias adjust. Code uses bias adjustment from West and Zhao (2019). See bias code folder in the replication files and West and Zhao (2019) for more details. ...
January 2019
Handbook of Statistics
... In Table 2 we report coefficient estimates, adjusted Rsquared and F-statistics. The Newey-West standard error [55] with lag = 5 is shown in parenthesis under the coefficient estimates, and the statistical significance levels are indicated by the stars. ...
October 2018
... 5 The economic forces reducing the equilibrium real interest rate likely include lower productivity growth, changing demographics, a decline in the price of capital goods, and strong precautionary saving flows from emerging market economies, which have tended to increase global savings, reduce desired investment, and push down the steady-state real interest rate. Discussions include Summers (2014), Kiley (2015), Rachel and Smith (2015), Hamilton et al. (2016), Laubach and Williams (2016), Johannsen andMertens (2016, 2018), Christensen and Rudebusch (2017), Del Negro et al. (2017), Holston et al. (2017) and Lunsford and West (2017). In macroeconomics, r * t is often labeled the neutral or natural rate of interest although, as noted below, there can be subtle dfferences among various definitions. ...
Reference:
Interest Rates Under Falling Stars
January 2017
SSRN Electronic Journal
... average R 2 from these estimations across all years. In the spirit of Campbell and Thompson (2008) and Clark and West (2006), if the realized growth rate series is truly unpredictable, then in a finite sample the predictive regression will on average have a higher mean squared prediction error. Therefore, the expected R 2 under the null of unpredictability is negative, and a 0 or positive R 2 can be interpreted as evidence of predictability. ...
January 2004
SSRN Electronic Journal
... The models in competition are the continuous-time three-and five-factor AFDNS models, the fourand five-factor CKLS models on one side, and the more parsimonious univariate and vector autoregressive (AR and VAR) models, and the random walk process, on the other side. The out-of-sample model performances are evaluated using formal statistical tests including the equal predictability tests of Diebold and Mariano (1995) and Clark and West (2007), as well as the superior predictive ability (SPA) test of Hansen (2005) and the model confidence set of Hansen et al. (2011) (hereafter, MCS). ...
January 2005
SSRN Electronic Journal
... is a kernel function, and M > 0 is the associated kernel bandwidth parameter. In this section, we use the Bartlett kernel with M set equal to the integer part of 4(T/100) 2/9 , as recommended by Newey and West (1994). As Moon et al. (2014) show, provided that their linear process assumption is met, the local power envelope is unaffected by the HAC modification to account for serial correlation. ...
January 1994
Review of Economic Studies
... The data for short-term nominal interest rate are either overnight or three-month official rates (see Table A3 for details). To construct expected inflation, we follow the approach in Hamilton et al. (2016) and calculate the one-year-ahead forecast from AR (1) ...
November 2016
IMF Economic Review
... Forecast precision in economic models has long been critical in financial decision making, with significant advances in methodologies and tools over time (Brandl et al., 2006;Pincheira & West, 2016). The seminal work of Meese and Rogoff (1983) in 1983 catalyzed a shift in focus toward prediction evaluation in economic models, particularly in the context of exchange rates (Engel et al., 2007). ...
April 2016
Research in Economics