Search Results
Working Paper
Improving the Median CPI: Maximal Disaggregation Isn't Necessarily Optimal
Median Consumer Price Indexes have proved useful in many contexts and are used worldwide as key policymaking inputs. Historically, US Median CPI improvements involved increasing the CPI component level of disaggregation; one might reasonably assume that further disaggregation would lead to further improvements. We theoretically demonstrate herein: not necessarily. We then empirically explore the impact of further disaggregation. Substantially more disaggregation in the shelter indexes and slightly more disaggregation in the remaining components improve the ability of Median CPI to track the ...
Journal Article
Unemployment after the recession: a new natural rate?
The past recession has hit the labor market especially hard, and economists are wondering whether some fundamentals of the market have changed because of that blow. Many are suggesting that the natural rate of long-term unemployment?the level of unemployment an economy can?t go below?has shifted permanently higher. We use a new measure that is based on the rates at which workers are finding and losing jobs and which provides a more accurate assessment of the natural rate. We find that the natural rate of unemployment has indeed shifted higher?but much less so than has been suggested. ...
Journal Article
A Real-Time Assessment of Inflation Nowcasting at the Cleveland Fed
Using a model based on staff research, the Cleveland Fed’s website provides daily nowcasts—or near-term predictions—of multiple US inflation measures for public use. In this Commentary, we compare the historical predictive accuracy of the model behind those inflation nowcasts with the accuracy of inflation nowcasts coming from competing sources: surveys of professional forecasters and alternative statistical models. We find that our inflation nowcasts have performed relatively well in these comparisons, both over a long sample and a short sample that focuses on the period since the ...
Working Paper
Combining Survey Long-Run Forecasts and Nowcasts with BVAR Forecasts Using Relative Entropy
This paper constructs hybrid forecasts that combine both short- and long-term conditioning information from external surveys with forecasts from a standard fixed-coefficient vector autoregression (VAR) model. Specifically, we use relative entropy to tilt one-step ahead and long-horizon VAR forecasts to match the nowcast and long-horizon forecast from the Survey of Professional Forecasters. The results indicate meaningful gains in multi-horizon forecast accuracy relative to model forecasts that do not incorporate long-term survey conditions. The accuracy gains are achieved for a range of ...
Working Paper
The Usefulness of the Median CPI in Bayesian VARs Used for Macroeconomic Forecasting and Policy
In this paper we investigate the forecasting performance of the median Consumer Price Index (CPI) in a variety of Bayesian vector autoregressions (BVARs) that are often used for monetary policy. Until now, the use of trimmed-mean price statistics in forecasting inflation has often been relegated to simple univariate or Phillips curve approaches, thus limiting their usefulness in applications that require consistent forecasts of multiple macro variables. We find that inclusion of an extreme trimmed-mean measure?the median CPI?improves the forecasts of both core and headline inflation (CPI and ...
Working Paper
Forecasting Core Inflation and Its Goods, Housing, and Supercore Components
This paper examines the forecasting efficacy and implications of the recently popular breakdown of core inflation into three components: goods excluding food and energy, services excluding energy and housing, and housing. A comprehensive historical evaluation of the accuracy of point and density forecasts from a range of models and approaches shows that a BVAR with stochastic volatility in aggregate core inflation, its three components, and wage growth is an effective tool for forecasting inflation's components as well as aggregate core inflation. Looking ahead, the model's baseline ...
Journal Article
Adjusting Median and Trimmed-Mean Inflation Rates for Bias Based on Skewness
Median and trimmed-mean inflation rates tend to be useful estimates of trend inflation over long periods, but they can exhibit persistent departures from the underlying trend over shorter horizons. In this Commentary, we document that the extent of this bias is related to the degree of skewness in the distribution of price changes. The shift in the skewness of the cross-sectional price-change distribution during the pandemic means that median PCE and trimmed-mean PCE inflation rates have recently been understating the trend in PCE inflation by about 15 and 35 basis points, respectively.
Working Paper
A medium scale forecasting model for monetary policy
This paper presents a 16-variable Bayesian VAR forecasting model of the U.S. economy for use in a monetary policy setting. The variables that comprise the model are selected not only for their effectiveness in forecasting the primary variables of interest, but also for their relevance to the monetary policy process. In particular, the variables largely coincide with those of an augmented New-Keynesian DSGE model. We provide out-of sample forecast evaluations and illustrate the computation and use of predictive densities and fan charts. Although the reduced form model is the focus of the ...
Journal Article
On the Relationships between Wages, Prices, and Economic Activity
We take a closer look at the connections between wages, prices, and economic activity. We find that causal relationships between wages and prices are difficult to identify, and the ability of wages to help predict future inflation is limited. Wages appear to be useful in assessing the current state of labor markets, but they are not necessarily sufficient for thinking about where the economy and inflation are going.
Journal Article
When Might the Federal Funds Rate Lift Off? Computing the Probabilities of Crossing Unemployment and Inflation Thresholds
The Federal Open Market Committee has been providing guidance to help markets anticipate when it will begin raising the federal funds rate target. The most recent guidance suggests that the target will not change at least until after an unemployment or infl ation threshold is breached. We use a forecasting model to estimate when these thresholds are likely to be breached. We also consider how an infl ation fl oor would affect the timing of liftoff.