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The uncertainty in the financial market, whether the US—China trade war will slow down the global economy or not … uncertainty based on the news text. Further, we proposed an extended topic model that uses not only news text data but also … uncertainty indices. All these indices were similar to those observed in the historical macroeconomic events. The correlation was …
Persistent link: https://www.econbiz.de/10012611308
The prompt availability of information on the current state of the economy in real-time is required for prediction purposes and crucial for timely policy adjustment and economic decision-making. While important macroeconomic indicators are reported only quarterly and also published with...
Persistent link: https://www.econbiz.de/10013366013
Uncertainty is acknowledged to be a source of economic fluctuations. But, does the type of uncertainty matter for the … economy's response to an uncertainty shock? This paper offers a novel identification strategy to disentangle different types … of uncertainty. It uses machine learning techniques to classify different types of news instead of specifying a set of …
Persistent link: https://www.econbiz.de/10012143904
Persistent link: https://www.econbiz.de/10013207037
evolving theory of Economic Narratives (Shiller, 2017), RollingLDA is applied to the measurement of economic uncertainty. The … new version of our Uncertainty Perception Indicator (UPI), based on a newspaper corpus of 2.8 million German newspaper … articles, published between 1 January 2001 and 31 December 2020, proves indeed capable of detecting an uncertainty narrative …
Persistent link: https://www.econbiz.de/10012498743
In this paper we update our Uncertainty Perception Indicator (UPI) with data from the first quarter of 2021. UPI values … by then its nature is still unknown. As shown in previous versions of the UPI, uncertainty has mainly been fed by the … political sphere since the 2010s. Towards the end of our observation period, however, uncertainty from the international and …
Persistent link: https://www.econbiz.de/10012587860
We show that financial crises are preceded by changes in specific types of narrative information contained in newspaper article titles. Our novel international dataset and the resulting empirical evidence are gathered by integrating information from a large panel of economic news articles in...
Persistent link: https://www.econbiz.de/10013394372
We distill sentiment from a huge assortment of NASDAQ news articles by means of machine learning methods and examine its predictive power in single-stock option markets and equity markets. We provide evidence that single-stock options react to contemporaneous sentiment. Next, examining return...
Persistent link: https://www.econbiz.de/10012433172
We distill tone from a huge assortment of NASDAQ articles to examine the predictive power of media-expressed tone in single-stock option markets and equity markets. We find that (1) option markets are impacted by media tone; (2) option variables predict stock returns along with tone; (3) option...
Persistent link: https://www.econbiz.de/10012433229
example, we update our Uncertainty Perception Indicator (Müller and Hornig 2020), setting it on a firmer footing by enlarging … or so incalculable politics was the main driver of economic uncertainty perception. Now truly exogenous developments …
Persistent link: https://www.econbiz.de/10012406292