替代数据能改善金融预测吗?地平线效应

IF 7.6 1区 经济学 Q1 BUSINESS, FINANCE Journal of Finance Pub Date : 2024-03-07 DOI:10.1111/jofi.13323
OLIVIER DESSAINT, THIERRY FOUCAULT, LAURENT FRESARD
{"title":"替代数据能改善金融预测吗?地平线效应","authors":"OLIVIER DESSAINT,&nbsp;THIERRY FOUCAULT,&nbsp;LAURENT FRESARD","doi":"10.1111/jofi.13323","DOIUrl":null,"url":null,"abstract":"<p>Existing research suggests that alternative data are mainly informative about short-term future outcomes. We show theoretically that the availability of short-term-oriented data can induce forecasters to optimally shift their attention from the long term to the short term because it reduces the cost of obtaining short-term information. Consequently, the informativeness of their long-term forecasts decreases, even though the informativeness of their short-term forecasts increases. We test and confirm this prediction by considering how the informativeness of equity analysts' forecasts at various horizons varies over the long run and with their exposure to social media data.</p>","PeriodicalId":15753,"journal":{"name":"Journal of Finance","volume":"79 3","pages":"2237-2287"},"PeriodicalIF":7.6000,"publicationDate":"2024-03-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/jofi.13323","citationCount":"0","resultStr":"{\"title\":\"Does Alternative Data Improve Financial Forecasting? The Horizon Effect\",\"authors\":\"OLIVIER DESSAINT,&nbsp;THIERRY FOUCAULT,&nbsp;LAURENT FRESARD\",\"doi\":\"10.1111/jofi.13323\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>Existing research suggests that alternative data are mainly informative about short-term future outcomes. We show theoretically that the availability of short-term-oriented data can induce forecasters to optimally shift their attention from the long term to the short term because it reduces the cost of obtaining short-term information. Consequently, the informativeness of their long-term forecasts decreases, even though the informativeness of their short-term forecasts increases. We test and confirm this prediction by considering how the informativeness of equity analysts' forecasts at various horizons varies over the long run and with their exposure to social media data.</p>\",\"PeriodicalId\":15753,\"journal\":{\"name\":\"Journal of Finance\",\"volume\":\"79 3\",\"pages\":\"2237-2287\"},\"PeriodicalIF\":7.6000,\"publicationDate\":\"2024-03-07\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://onlinelibrary.wiley.com/doi/epdf/10.1111/jofi.13323\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Finance\",\"FirstCategoryId\":\"96\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1111/jofi.13323\",\"RegionNum\":1,\"RegionCategory\":\"经济学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BUSINESS, FINANCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Finance","FirstCategoryId":"96","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/jofi.13323","RegionNum":1,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
引用次数: 0

摘要

现有研究表明,替代数据主要提供短期未来结果的信息。我们从理论上证明,短期导向数据的可用性会促使预测者以最佳方式将注意力从长期转向短期,因为这降低了获取短期信息的成本。因此,尽管短期预测的信息量增加了,但长期预测的信息量却减少了。我们通过研究股票分析师在不同期限内的预测信息量在长期内是如何变化的,以及他们接触社交媒体数据的情况,检验并证实了这一预测。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

摘要图片

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
Does Alternative Data Improve Financial Forecasting? The Horizon Effect

Existing research suggests that alternative data are mainly informative about short-term future outcomes. We show theoretically that the availability of short-term-oriented data can induce forecasters to optimally shift their attention from the long term to the short term because it reduces the cost of obtaining short-term information. Consequently, the informativeness of their long-term forecasts decreases, even though the informativeness of their short-term forecasts increases. We test and confirm this prediction by considering how the informativeness of equity analysts' forecasts at various horizons varies over the long run and with their exposure to social media data.

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
Journal of Finance
Journal of Finance Multiple-
CiteScore
12.90
自引率
2.50%
发文量
88
期刊介绍: The Journal of Finance is a renowned publication that disseminates cutting-edge research across all major fields of financial inquiry. Widely regarded as the most cited academic journal in finance, each issue reaches over 8,000 academics, finance professionals, libraries, government entities, and financial institutions worldwide. Published bi-monthly, the journal serves as the official publication of The American Finance Association, the premier academic organization dedicated to advancing knowledge and understanding in financial economics. Join us in exploring the forefront of financial research and scholarship.
期刊最新文献
Presidential Address: Macrofinance and Resilience Scope, Scale, and Concentration: The 21st‐Century Firm Equilibrium Data Mining and Data Abundance Does Floor Trading Matter? A Multifactor Perspective on Volatility‐Managed Portfolios
×
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