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Working Paper
Total Recall? Evaluating the Macroeconomic Knowledge of Large Language Models
Crane, Leland D.; Karra, Akhil; Soto, Paul E. (2025-06-25)
We evaluate the ability of large language models (LLMs) to estimate historical macroeconomic variables and data release dates. We find that LLMs have precise knowledge of some recent statistics, but performance degrades as we go farther back in history. We highlight two particularly important kinds of recall errors: mixing together first print data with subsequent revisions (i.e., smoothing across vintages) and mixing data for past and future reference periods (i.e., smoothing within vintages). We also find that LLMs can often recall individual data release dates accurately, but aggregating ...
Finance and Economics Discussion Series , Paper 2025-044

Journal Article
Economic data—appearances can be deceiving
Bullard, James B. (2011-10)
The Regional Economist , Issue Oct , Pages 3

Working Paper
Growth-at-Risk is Investment-at-Risk
McCracken, Michael W.; Amburgey, Aaron (2024-08-16)
We investigate the role financial conditions play in the composition of U.S. growth-at-risk. We document that, by a wide margin, growth-at-risk is investment-at-risk. That is, if financial conditions indicate U.S. real GDP growth will be in the lower tail of its conditional distribution, we know that the main contributor is a decline in investment. Consumption contributes under extreme financial stress. Government spending and net exports do not play a role. We show that leverage plays a key role in determining both consumption- and investment-at-risk, which provides support to the financial ...
Working Papers , Paper 2023-020

Working Paper
Two Measures of Core Inflation: A Comparison
Koenig, Evan F.; Dolmas, Jim (2019-02-25)
Trimmed-mean Personal Consumption Expenditure (PCE) inflation does not clearly dominate ex-food-and-energy PCE inflation in real-time forecasting of headline PCE inflation. However, trimmed-mean inflation is the superior communications and policy tool because it is a less-biased real-time estimator of headline inflation and because it more successfully filters out headline inflation?s transitory variation, leaving only cyclical and trend components.
Working Papers , Paper 1903

Working Paper
Why Have Long-term Treasury Yields Fallen Since the 1980s? Expected Short Rates and Term Premiums in (Quasi-) Real Time
Kiley, Michael T. (2024-07-12)
Treasury yields have fallen since the 1980s. Standard decompositions of Treasury yields into expected short-term interest rates and term premiums suggest term premiums account for much of the decline. In an alternative real-time decomposition, term premiums have fluctuated in a stable range, while long-run expected short-term interest rates have fallen. For example, a real-time decomposition of the 10-yr. Treasury yield shows term premiums essentially equal in late 2013 and 2023, while the long-run value of expected short-term interest rates is estimated to have fallen in a manner similar to ...
Finance and Economics Discussion Series , Paper 2024-054

Working Paper
On the Real-Time Predictive Content of Financial Conditions Indices for Growth
McCracken, Michael W.; Amburgey, Aaron (2022-01-18)
We provide evidence on the real-time predictive content of the National Financial Conditions Index (NFCI), for conditional quantiles of U.S. real GDP growth. Our work is distinct from the literature in two specific ways. First, we construct (unofficial) real-time vintages of the NFCI. This allows us to conduct out-of-sample analysis without introducing the kind of look-ahead biases that are naturally introduced when using a single current vintage. We then develop methods for conducting asymptotic inference on tests of equal tick loss between nested quantile regression models when the data are ...
Working Papers , Paper 2022-003

Working Paper
Implications of real-time data for forecasting and modeling expectations
Kozicki, Sharon (2001)
This note extends the analysis in Stark and Croushore (2001) with an emphasis on the importance of data vintage for survey forecasts and modeling expectations. For both of these types of empirical exercises, results suggest that the choice of latest available or real-time data is critical for variables subject to large level revisions, but almost irrelevant for variables subject to only small revisions. Other forecasting practices were examined, with some surprising results.
Research Working Paper , Paper RWP 01-12

Working Paper
Evaluating real-time VAR forecasts with an informative democratic prior
Wright, Jonathan H. (2010)
This paper proposes Bayesian forecasting in a vector autoregression using a democratic prior. This prior is chosen to match the predictions of survey respondents. In particular, the unconditional mean for each series in the vector autoregression is centered around long-horizon survey forecasts. Heavy shrinkage toward the democratic prior is found to give good real-time predictions of a range of macroeconomic variables, as these survey projections are good at quickly capturing endpoint-shifts.
Working Papers , Paper 10-19

Working Paper
Forecasting Consumption Spending Using Credit Bureau Data
Croushore, Dean; Wilshusen, Stephanie M. (2020-06-04)
This paper considers whether the inclusion of information contained in consumer credit reports might improve the predictive accuracy of forecasting models for consumption spending. To investigate the usefulness of aggregate consumer credit information in forecasting consumption spending, this paper sets up a baseline forecasting model. Based on this model, a simulated real-time, out-of-sample exercise is conducted to forecast one-quarter ahead consumption spending. The exercise is run again after the addition of credit bureau variables to the model. Finally, a comparison is made to test ...
Working Papers , Paper 20-22

Journal Article
Real-time performance of GDPplus and alternative model-based measures of GDP: 2005—2014
Stark, Tom (2014-11)
Like most macroeconomic variables, real gross domestic product is subject to measurement error. Because the U.S. Bureau of Economic Analysis lacks complete information at the time it publishes its initial GDP estimates, revisions are often substantial. Analysts concerned about the accuracy of these early estimates for expenditure GDP could focus instead on gross domestic income, the BEA?s measure of U.S. output on the income side of the national accounts. Conceptually, GDP on the expenditure side should equal GDP on the income side, and there should be no choice to make between the two ...
Research Rap Special Report , Issue Nov

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