Step by Step—A Quarterly Evaluation of EU Commission's GDP Forecasts

Шаг за шагом: поквартальная оценка прогнозов ВВП Европейской комиссии
Katja Heinisch
2024-12-09

EU GDP forecastsforecast errorsforecast revisionsquarterly growth forecastsreal-time data
ABSTRACT The European Commission's growth forecasts play a crucial role in shaping policies and provide a benchmark for many (national) forecasters. The annual forecasts are built on quarterly estimates, which do not receive much attention and are hardly known. Therefore, this paper provides a comprehensive analysis of multiperiod ahead quarterly GDP growth forecasts for the European Union (EU), euro area, and several EU member states with respect to first‐release and current‐release data. Forecast revisions and forecast errors are analyzed, and the results show that the forecasts are not systematically biased. However, GDP forecasts for several member states tend to be overestimated at short‐time horizons. Furthermore, the final forecast revision in the current quarter is generally downward biased for almost all countries. Overall, the differences in mean forecast errors are minor when using real‐time data or pseudo–real‐time data and these differences do not significantly impact the overall assessment of the forecasts' quality. Additionally, the forecast performance varies across countries, with smaller countries and Central and Eastern European countries (CEECs) experiencing larger forecast errors. The paper provides evidence that there is still potential for improvement in forecasting techniques both for nowcasts but also forecasts up to eight quarters ahead. In the latter case, the performance of the mean forecast tends to be superior for many countries.
1
For many countries, the mean forecast performs better than the European Commission’s forecasts at longer horizons.
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Forecast accuracy varies across countries: smaller economies and Central and Eastern European countries experience larger errors, indicating scope for improvement in nowcasts and forecasts up to eight quarters ahead.
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Forecasts are generally not systematically biased, although several member states’ GDP growth forecasts tend to be overestimated at short horizons.
4
Mean forecast errors differ only marginally between first-release real-time data and pseudo-real-time data, without significantly changing overall quality assessments.
5
The final forecast revision during the current quarter is generally downward biased for almost all analyzed countries.
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The paper comprehensively evaluates the European Commission’s multiperiod-ahead quarterly GDP growth forecasts for the EU, euro area, and selected member states.

The European Commission’s multiperiod-ahead quarterly GDP growth forecasts for the EU, euro area, and selected EU member states

Forecast revisions, forecast errors, bias, and predictive performance across forecast horizons, countries, and data vintages

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2024-12-09
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Katja Heinisch
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