{"title":"巴基斯坦国家银行货币政策文件的情绪分析及其对股市的影响","authors":"Aabid Karim, Heman Das Lohano","doi":"arxiv-2408.03328","DOIUrl":null,"url":null,"abstract":"This research examines whether sentiments conveyed in the State Bank of\nPakistan's (SBP) communications impact financial market expectations and can\nact as a monetary policy tool. To achieve our goal, we first use sentiment\nanalysis techniques to quantify the tone of SBP monetary policy documents and\nsecond, we use short time window, high frequency methodology to approximate the\nimpact of tone on stock market returns. Our results show that positive\n(negative) change in the tone positively (negatively) impacts stock returns in\nKarachi Stock Exchange. Further extension shows that the communication of SBP\nstill has a statistically significant impact on stock returns when controlling\nfor different variables and monetary policy tool. Also, the communication of\nSBP does not have a long term constant effect on stock market.","PeriodicalId":501139,"journal":{"name":"arXiv - QuantFin - Statistical Finance","volume":"8 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Sentiment Analysis of State Bank of Pakistan's Monetary Policy Documents and its Impact on Stock Market\",\"authors\":\"Aabid Karim, Heman Das Lohano\",\"doi\":\"arxiv-2408.03328\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This research examines whether sentiments conveyed in the State Bank of\\nPakistan's (SBP) communications impact financial market expectations and can\\nact as a monetary policy tool. To achieve our goal, we first use sentiment\\nanalysis techniques to quantify the tone of SBP monetary policy documents and\\nsecond, we use short time window, high frequency methodology to approximate the\\nimpact of tone on stock market returns. Our results show that positive\\n(negative) change in the tone positively (negatively) impacts stock returns in\\nKarachi Stock Exchange. Further extension shows that the communication of SBP\\nstill has a statistically significant impact on stock returns when controlling\\nfor different variables and monetary policy tool. Also, the communication of\\nSBP does not have a long term constant effect on stock market.\",\"PeriodicalId\":501139,\"journal\":{\"name\":\"arXiv - QuantFin - Statistical Finance\",\"volume\":\"8 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-07-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - QuantFin - Statistical Finance\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2408.03328\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - QuantFin - Statistical Finance","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2408.03328","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Sentiment Analysis of State Bank of Pakistan's Monetary Policy Documents and its Impact on Stock Market
This research examines whether sentiments conveyed in the State Bank of
Pakistan's (SBP) communications impact financial market expectations and can
act as a monetary policy tool. To achieve our goal, we first use sentiment
analysis techniques to quantify the tone of SBP monetary policy documents and
second, we use short time window, high frequency methodology to approximate the
impact of tone on stock market returns. Our results show that positive
(negative) change in the tone positively (negatively) impacts stock returns in
Karachi Stock Exchange. Further extension shows that the communication of SBP
still has a statistically significant impact on stock returns when controlling
for different variables and monetary policy tool. Also, the communication of
SBP does not have a long term constant effect on stock market.