A thousand words tell more than just numbers: Financial crises and historical headlines

被引:4
作者
Ristolainen, Kim [1 ]
Roukka, Tomi [1 ]
Nyberg, Henri [2 ]
机构
[1] Univ Turku, Turku Sch Econ, Dept Econ, FI-20014 Turku, Finland
[2] Univ Turku, Dept Math & Stat, Turku, Finland
基金
芬兰科学院;
关键词
Financial crisis; Text data; Leading indicators; Topic model; CREDIT BOOMS; CLASSIFICATION; ECONOMY; POLICY;
D O I
10.1016/j.jfs.2023.101209
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
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 global newspapers between the years 1870 and 2016 with conventional macroeconomic and financial indicators. We find that the predictive information of newspaper article titles that signals coming crisis episodes is substantial over and above the macroeconomic and financial indicators. Feature contribution analysis and crisis case studies reveal that the new indicators capture more detailed, but still generalizable information on the buildup of crises.
引用
收藏
页数:26
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