On the Construction of a Leading Indicator Based on News Headlines for Predicting Greek Deposit Outflows

D. Anastasiou, A. Petralias
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引用次数: 2

Abstract

Employing data in a monthly frequency, with a sample period spanning from 2002 to 2018, the purpose of this study is twofold. First, we construct a novel leading indicator based on news headlines drawn from Bloomberg, and second, examine whether this leading indicator able to capture agents’ sentiment affects Greek bank deposit flows’ trajectory. Employing alternative econometric methodologies, we find that this index proxies for depositors’ crisis sentiment and the higher this index becomes, the higher the depositors’ negative sentiment becomes, leading them to withdraw their bank deposits. Overall, in this work, we show that the last decade’s advances in internet technology, which permit us to have direct access to a vast amount of information such as news headlines, offers the possibility of forecasting critical measures in the economy’s banking system, such as the number of bank deposits, which are of crucial importance. Monetary poly authorities or macroprudential regulators could adapt our model to assess the resilience of a bank or the whole banking sector.
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基于新闻标题的希腊存款流出先行指标构建研究
采用每月频率的数据,样本期从2002年到2018年,本研究的目的是双重的。首先,我们基于彭博社的新闻标题构建了一个新的领先指标,其次,我们检验了这个领先指标是否能够捕捉到代理人的情绪对希腊银行存款流动轨迹的影响。采用替代计量经济学方法,我们发现该指数代表了存款人的危机情绪,该指数越高,存款人的负面情绪越高,导致他们提取银行存款。总的来说,在这项工作中,我们表明,过去十年互联网技术的进步,使我们能够直接访问大量信息,如新闻标题,提供了预测经济银行系统关键指标的可能性,如银行存款数量,这是至关重要的。货币多头当局或宏观审慎监管机构可以调整我们的模型,以评估一家银行或整个银行业的弹性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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