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We study how millions of highly granular and weekly household scanner data combined with novel machine learning techniques can help to improve the nowcast of monthly German inflation in real time. Our nowcasting exercise targets three hierarchy levels of the official consumer price index. First,...
Persistent link: https://www.econbiz.de/10014467924
We study how millions of granular and weekly household scanner data combined with machine learning can help to improve the real-time nowcast of German inflation. Our nowcasting exercise targets three hierarchy levels of inflation: individual products, product groups, and headline inflation. At...
Persistent link: https://www.econbiz.de/10014527067
Persistent link: https://www.econbiz.de/10003553273
recursive and rolling-window estimation. These criteria lead to rather different conclusions. In sample, most labour market … sample tend to be sensitive to the precise choice of inflation measure, sample period and estimation method, though there is …
Persistent link: https://www.econbiz.de/10014072278
This study sheds new light on the question of whether or not sentiment surveys, and the expectations derived from them, are relevant to forecasting economic growth and stock returns, and whether they contain information that is orthogonal to macroeconomic and financial data. I examine 16...
Persistent link: https://www.econbiz.de/10013110732
Persistent link: https://www.econbiz.de/10010496176
Was the increase in income inequality in the US due to permanent shocks or merely to an increase in the variance of transitory shocks? The implications for consumption and welfare depend crucially on the answer to this question. We use CEX repeated cross-section data on consumption and income to...
Persistent link: https://www.econbiz.de/10012733915
This paper proposes a measure of real-time inflation expectations based on metadata, i.e., data about data, constructed from internet search queries performed on the search engine Google. The forecasting performance of the Google Inflation Search Index (GISI) is assessed relative to 37 other...
Persistent link: https://www.econbiz.de/10014172981
Short-term inflation forecasting is an essential component of the monetary policy projections at the Central Bank of Nigeria. This paper proposes four short-term headline inflation forecasting models using the SARIMA and SARIMAX processes and compares their performance using the...
Persistent link: https://www.econbiz.de/10011488735
Persistent link: https://www.econbiz.de/10008903837