{"title":"从过去吸取教训?通过文本挖掘探索欧洲央行演讲中的历史类比,1997-2019","authors":"Anselm Küsters","doi":"10.2139/ssrn.3861671","DOIUrl":null,"url":null,"abstract":"By employing Text Mining methods such as Structural Topic Modeling to examine all 2,135 speeches by ECB Executive Board members between February 1997 and October 2019, this paper identifies and analyses a significant semantic change that occurred in ECB communication in the transition from Great Moderation to Great Recession. The methodology also allows for a structured and empirical assessment of the hypothesis that central bankers used ‘lessons from the past’ during the crisis. The quantitative and qualitative results indicate that references to historical analogies indeed increased at the height of the crisis (2009-11) but often served only rhetorical functions.","PeriodicalId":22967,"journal":{"name":"The Repository: Historiographical eJournal","volume":"8 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2021-06-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"7","resultStr":"{\"title\":\"Applying Lessons from the Past? Exploring Historical Analogies in ECB Speeches through Text Mining, 1997-2019\",\"authors\":\"Anselm Küsters\",\"doi\":\"10.2139/ssrn.3861671\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"By employing Text Mining methods such as Structural Topic Modeling to examine all 2,135 speeches by ECB Executive Board members between February 1997 and October 2019, this paper identifies and analyses a significant semantic change that occurred in ECB communication in the transition from Great Moderation to Great Recession. The methodology also allows for a structured and empirical assessment of the hypothesis that central bankers used ‘lessons from the past’ during the crisis. The quantitative and qualitative results indicate that references to historical analogies indeed increased at the height of the crisis (2009-11) but often served only rhetorical functions.\",\"PeriodicalId\":22967,\"journal\":{\"name\":\"The Repository: Historiographical eJournal\",\"volume\":\"8 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-06-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"7\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"The Repository: Historiographical eJournal\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.2139/ssrn.3861671\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"The Repository: Historiographical eJournal","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.2139/ssrn.3861671","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Applying Lessons from the Past? Exploring Historical Analogies in ECB Speeches through Text Mining, 1997-2019
By employing Text Mining methods such as Structural Topic Modeling to examine all 2,135 speeches by ECB Executive Board members between February 1997 and October 2019, this paper identifies and analyses a significant semantic change that occurred in ECB communication in the transition from Great Moderation to Great Recession. The methodology also allows for a structured and empirical assessment of the hypothesis that central bankers used ‘lessons from the past’ during the crisis. The quantitative and qualitative results indicate that references to historical analogies indeed increased at the height of the crisis (2009-11) but often served only rhetorical functions.