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Nowcasting economic activity in European regions using a mixed-frequency dynamic factor model

Published 18 Jan 2024 in econ.EM | (2401.10054v1)

Abstract: Timely information about the state of regional economies can be essential for planning, implementing and evaluating locally targeted economic policies. However, European regional accounts for output are published at an annual frequency and with a two-year delay. To obtain robust and more timely measures in a computationally efficient manner, we propose a mixed-frequency dynamic factor model that accounts for national information to produce high-frequency estimates of the regional gross value added (GVA). We show that our model produces reliable nowcasts of GVA in 162 regions across 12 European countries.

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References (21)
  1. Forecasting regional GDPs: a comparison with spatial dynamic panel data models. Spatial Economic Analysis 0: 1–22.
  2. The horseshoe estimator for sparse signals. Biometrika 97: 465–480.
  3. The first 12 months of COVID-19: a timeline of immunological insights. Nature Reviews Immunology 21: 245–256.
  4. High-dimensional conditionally Gaussian state space models with missing data. Journal of Econometrics 236: 105468.
  5. Nowcasting East German GDP growth: a MIDAS approach. Empirical Economics 58: 29–54.
  6. Commission E, Eurostat. 2023. Eurostat regional yearbook – 2023 edition. Publications Office of the European Union.
  7. Computationally efficient inference in large Bayesian mixed frequency VARs. Economics Letters 191: 109120.
  8. Gneiting T, Raftery AE. 2007. Strictly proper scoring rules, prediction, and estimation. Journal of the American Statistical Association 102: 359–378.
  9. Nowcasting regional GDP: The case of the free state of saxony. Review of Economics 66: 71–98.
  10. Nowcasting in a pandemic using non-parametric mixed frequency VARs. Journal of Econometrics 232: 52–69.
  11. UK regional nowcasting using a mixed frequency vector auto-regressive model with entropic tilting. Journal of the Royal Statistical Society Series A: Statistics in Society 183: 91–119.
  12. Regional output growth in the United Kingdom: More timely and higher frequency estimates from 1970. Journal of Applied Econometrics 35: 176–197.
  13. Using stochastic hierarchical aggregation constraints to nowcast regional economic aggregates. International Journal of Forecasting (in press).
  14. Incorporating short data into large mixed-frequency VARs for regional nowcasting. Journal of the Royal Statistical Society Series A: Statistics in Society (in press).
  15. Lehmann R, Wikman I. 2023. Quarterly GDP estimates for the German states: New data for business cycle analyses and long-run dynamics .
  16. Lehmann R, Wohlrabe K. 2015. Forecasting GDP at the regional level with many predictors. German Economic Review 16: 226–254.
  17. Mariano RS, Murasawa Y. 2003. A new coincident index of business cycles based on monthly and quarterly series. Journal of Applied Econometrics 18: 427–443.
  18. Mariano RS, Murasawa Y. 2010. A coincident index, common factors, and monthly real GDP. Oxford Bulletin of Economics and Statistics 72: 27–46.
  19. Plzáková L, Smeral E. 2022. Impact of the covid-19 crisis on european tourism. Tourism Economics 28: 91–109.
  20. Schorfheide F, Song D. 2015. Real-time forecasting with a mixed-frequency VAR. Journal of Business & Economic Statistics 33: 366–380.
  21. Schorfheide F, Song D. 2020. Real-time forecasting with a (standard) mixed-frequency VAR during a pandemic. FRB of Philadelphia WP 20-26.

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