利用报纸跟踪经济周期:德国和瑞士的比较研究

David Iselin, Boriss Siliverstovs
{"title":"利用报纸跟踪经济周期:德国和瑞士的比较研究","authors":"David Iselin, Boriss Siliverstovs","doi":"10.2139/ssrn.2280245","DOIUrl":null,"url":null,"abstract":"On the basis of keyword searches in newspaper articles, several versions of the Recession-Word Index (RWI) are constructed for Germany and Switzerland. We use these indices in order to track the business cycle dynamics in these two countries. Our main findings are the following. First, we show that augmenting benchmark auto-regressive models with the RWI generally leads to improvement in accuracy of one-step ahead forecasts of GDP, compared to those obtained by the benchmark model. Second, the accuracy of out-of-sample forecasts obtained with models augmented with the RWI is comparable to that of models augmented with established economic indicators in both countries; such as the Ifo Business Climate Index and the ZEW Indicator of Economic Sentiment for Germany, and the KOF Economic Barometer and the Purchasing Managers Index in manufacturing for Switzerland. Third, we show that the RWI-based forecasts are more accurate than the consensus forecasts, (published by Consensus Economics, Inc.), for Switzerland, whereas we reach the opposite conclusion for Germany. In fact, the accuracy of the consensus forecasts of GDP growth for Germany appears to be superior to that of any other indicator considered in our study. These results are robust to changes in estimation/forecast samples, the use of rolling vs.expanding estimation windows, and the inclusion of a web-based recession indicator extracted from Google Trends into a set of the competing models.","PeriodicalId":308524,"journal":{"name":"ERN: Other Econometrics: Applied Econometric Modeling in Forecasting (Topic)","volume":"146 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2013-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"17","resultStr":"{\"title\":\"Using Newspapers for Tracking the Business Cycle: A Comparative Study for Germany and Switzerland\",\"authors\":\"David Iselin, Boriss Siliverstovs\",\"doi\":\"10.2139/ssrn.2280245\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"On the basis of keyword searches in newspaper articles, several versions of the Recession-Word Index (RWI) are constructed for Germany and Switzerland. We use these indices in order to track the business cycle dynamics in these two countries. Our main findings are the following. First, we show that augmenting benchmark auto-regressive models with the RWI generally leads to improvement in accuracy of one-step ahead forecasts of GDP, compared to those obtained by the benchmark model. Second, the accuracy of out-of-sample forecasts obtained with models augmented with the RWI is comparable to that of models augmented with established economic indicators in both countries; such as the Ifo Business Climate Index and the ZEW Indicator of Economic Sentiment for Germany, and the KOF Economic Barometer and the Purchasing Managers Index in manufacturing for Switzerland. Third, we show that the RWI-based forecasts are more accurate than the consensus forecasts, (published by Consensus Economics, Inc.), for Switzerland, whereas we reach the opposite conclusion for Germany. In fact, the accuracy of the consensus forecasts of GDP growth for Germany appears to be superior to that of any other indicator considered in our study. These results are robust to changes in estimation/forecast samples, the use of rolling vs.expanding estimation windows, and the inclusion of a web-based recession indicator extracted from Google Trends into a set of the competing models.\",\"PeriodicalId\":308524,\"journal\":{\"name\":\"ERN: Other Econometrics: Applied Econometric Modeling in Forecasting (Topic)\",\"volume\":\"146 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2013-06-14\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"17\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"ERN: Other Econometrics: Applied Econometric Modeling in Forecasting (Topic)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.2139/ssrn.2280245\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"ERN: Other Econometrics: Applied Econometric Modeling in Forecasting (Topic)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2139/ssrn.2280245","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 17

摘要

在报纸文章关键词搜索的基础上,构建了德国和瑞士几个版本的衰退词汇指数(RWI)。我们使用这些指数是为了跟踪这两个国家的商业周期动态。我们的主要发现如下。首先,我们表明,与使用基准模型获得的预测结果相比,使用RWI增强基准自回归模型通常会提高对GDP提前一步预测的准确性。第二,用RWI增强的模型得到的样本外预测的准确性与两国用既定经济指标增强的模型相当;例如德国的Ifo商业景气指数和ZEW经济景气指数,以及瑞士的KOF经济晴雨表和制造业采购经理指数。第三,对于瑞士,我们表明基于rwi的预测比共识预测(由consensus Economics, Inc.发布)更准确,而对于德国,我们得出了相反的结论。事实上,对德国GDP增长的共识预测的准确性似乎优于我们研究中考虑的任何其他指标。这些结果对于估计/预测样本的变化,滚动和扩展估计窗口的使用,以及从谷歌趋势中提取的基于网络的衰退指标纳入一组竞争模型都具有鲁棒性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Using Newspapers for Tracking the Business Cycle: A Comparative Study for Germany and Switzerland
On the basis of keyword searches in newspaper articles, several versions of the Recession-Word Index (RWI) are constructed for Germany and Switzerland. We use these indices in order to track the business cycle dynamics in these two countries. Our main findings are the following. First, we show that augmenting benchmark auto-regressive models with the RWI generally leads to improvement in accuracy of one-step ahead forecasts of GDP, compared to those obtained by the benchmark model. Second, the accuracy of out-of-sample forecasts obtained with models augmented with the RWI is comparable to that of models augmented with established economic indicators in both countries; such as the Ifo Business Climate Index and the ZEW Indicator of Economic Sentiment for Germany, and the KOF Economic Barometer and the Purchasing Managers Index in manufacturing for Switzerland. Third, we show that the RWI-based forecasts are more accurate than the consensus forecasts, (published by Consensus Economics, Inc.), for Switzerland, whereas we reach the opposite conclusion for Germany. In fact, the accuracy of the consensus forecasts of GDP growth for Germany appears to be superior to that of any other indicator considered in our study. These results are robust to changes in estimation/forecast samples, the use of rolling vs.expanding estimation windows, and the inclusion of a web-based recession indicator extracted from Google Trends into a set of the competing models.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Embrace the Differences: Revisiting the Pollyvote Method of Combining Forecasts for U.S. Presidential Elections (2004 to 2020) A Century of Economic Policy Uncertainty Through the French-Canadian Lens Informational Efficiency and Behaviour Within In-Play Prediction Markets A New Class of Robust Observation-Driven Models Modelling and Forecasting of the Nigerian Stock Exchange.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1