{"title":"风化汇率:使用基于文本的方法估计气候变化脆弱性对外汇对冲的影响","authors":"Tanakorn Likitapiwat, Pornsit Jiraporn, Sirimon Treepongkaruna","doi":"10.1108/jal-06-2023-0107","DOIUrl":null,"url":null,"abstract":"Purpose The authors investigate whether firm-specific vulnerability to climate change influences foreign exchange hedging, using a novel text-based measure of firm-level climate change exposure generated by state-of-the-art machine-learning algorithms. Design/methodology/approach The authors' empirical analysis includes firm-fixed effects, random-effects regressions, propensity score matching (PSM), entropy balancing, an instrumental-variable analysis and using an exogenous shock as a quasi-natural experiment. Findings The authors' findings suggest that greater climate change exposure brings about a significant reduction in exchange rate hedging. Companies more exposed to climate change may invest significant resources to address climate change risk, such that they have fewer resources available for currency risk management. Additionally, firms seriously coping with climate change risk may view exchange rate risk as relatively less important in comparison to the risk posed by climate change. Notably, the authors also find that the negative effect of climate change exposure on currency hedging can be specifically attributed to the regulatory aspect of climate change risk rather than the physical dimension, suggesting that companies view the regulatory dimension of climate change as more critical. Originality/value Recent studies have demonstrated that climatic fluctuations represent one of the most recent sources of unpredictability, thereby impacting the economy and financial markets (Barnett et al ., 2020; Bolton and Kacperczyk, 2020; Engle et al. , 2020). The authors' study advances this field of research by revealing that company-specific exposure to climate change serves as a significant determinant of corporate currency hedging, thus expanding the existing knowledge base.","PeriodicalId":45666,"journal":{"name":"Journal of Accounting Literature","volume":null,"pages":null},"PeriodicalIF":1.1000,"publicationDate":"2023-09-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Weathering exchange rates: estimating the effect of climate change vulnerability on foreign currency hedging using a text-based approach\",\"authors\":\"Tanakorn Likitapiwat, Pornsit Jiraporn, Sirimon Treepongkaruna\",\"doi\":\"10.1108/jal-06-2023-0107\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Purpose The authors investigate whether firm-specific vulnerability to climate change influences foreign exchange hedging, using a novel text-based measure of firm-level climate change exposure generated by state-of-the-art machine-learning algorithms. Design/methodology/approach The authors' empirical analysis includes firm-fixed effects, random-effects regressions, propensity score matching (PSM), entropy balancing, an instrumental-variable analysis and using an exogenous shock as a quasi-natural experiment. Findings The authors' findings suggest that greater climate change exposure brings about a significant reduction in exchange rate hedging. Companies more exposed to climate change may invest significant resources to address climate change risk, such that they have fewer resources available for currency risk management. Additionally, firms seriously coping with climate change risk may view exchange rate risk as relatively less important in comparison to the risk posed by climate change. Notably, the authors also find that the negative effect of climate change exposure on currency hedging can be specifically attributed to the regulatory aspect of climate change risk rather than the physical dimension, suggesting that companies view the regulatory dimension of climate change as more critical. Originality/value Recent studies have demonstrated that climatic fluctuations represent one of the most recent sources of unpredictability, thereby impacting the economy and financial markets (Barnett et al ., 2020; Bolton and Kacperczyk, 2020; Engle et al. , 2020). The authors' study advances this field of research by revealing that company-specific exposure to climate change serves as a significant determinant of corporate currency hedging, thus expanding the existing knowledge base.\",\"PeriodicalId\":45666,\"journal\":{\"name\":\"Journal of Accounting Literature\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":1.1000,\"publicationDate\":\"2023-09-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Accounting Literature\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1108/jal-06-2023-0107\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"BUSINESS, FINANCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Accounting Literature","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1108/jal-06-2023-0107","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
引用次数: 0
摘要
作者研究了企业对气候变化的特定脆弱性是否会影响外汇套期保值,使用了一种新的基于文本的企业层面气候变化风险度量,该度量由最先进的机器学习算法生成。作者的实证分析包括公司固定效应、随机效应回归、倾向得分匹配(PSM)、熵平衡、工具变量分析和使用外生冲击作为准自然实验。作者的研究结果表明,更大的气候变化风险带来了汇率套期保值的显著减少。受气候变化影响较大的公司可能会投入大量资源来应对气候变化风险,因此它们可用于货币风险管理的资源较少。此外,认真应对气候变化风险的公司可能认为,与气候变化带来的风险相比,汇率风险相对不那么重要。值得注意的是,作者还发现,气候变化敞口对货币对冲的负面影响可以具体归因于气候变化风险的监管方面,而不是物理层面,这表明公司认为气候变化的监管层面更为重要。最近的研究表明,气候波动是不可预测性的最新来源之一,从而影响经济和金融市场(Barnett et al ., 2020;Bolton and Kacperczyk, 2020;恩格尔等人,2020)。作者的研究通过揭示企业对气候变化的具体敞口是企业货币对冲的重要决定因素,从而扩大了现有的知识库,从而推进了这一研究领域。
Weathering exchange rates: estimating the effect of climate change vulnerability on foreign currency hedging using a text-based approach
Purpose The authors investigate whether firm-specific vulnerability to climate change influences foreign exchange hedging, using a novel text-based measure of firm-level climate change exposure generated by state-of-the-art machine-learning algorithms. Design/methodology/approach The authors' empirical analysis includes firm-fixed effects, random-effects regressions, propensity score matching (PSM), entropy balancing, an instrumental-variable analysis and using an exogenous shock as a quasi-natural experiment. Findings The authors' findings suggest that greater climate change exposure brings about a significant reduction in exchange rate hedging. Companies more exposed to climate change may invest significant resources to address climate change risk, such that they have fewer resources available for currency risk management. Additionally, firms seriously coping with climate change risk may view exchange rate risk as relatively less important in comparison to the risk posed by climate change. Notably, the authors also find that the negative effect of climate change exposure on currency hedging can be specifically attributed to the regulatory aspect of climate change risk rather than the physical dimension, suggesting that companies view the regulatory dimension of climate change as more critical. Originality/value Recent studies have demonstrated that climatic fluctuations represent one of the most recent sources of unpredictability, thereby impacting the economy and financial markets (Barnett et al ., 2020; Bolton and Kacperczyk, 2020; Engle et al. , 2020). The authors' study advances this field of research by revealing that company-specific exposure to climate change serves as a significant determinant of corporate currency hedging, thus expanding the existing knowledge base.
期刊介绍:
The objective of the Journal is to publish papers that make a fundamental and substantial contribution to the understanding of accounting phenomena. To this end, the Journal intends to publish papers that (1) synthesize an area of research in a concise and rigorous manner to assist academics and others to gain knowledge and appreciation of diverse research areas or (2) present high quality, multi-method, original research on a broad range of topics relevant to accounting, auditing and taxation. Topical coverage is broad and inclusive covering virtually all aspects of accounting. Consistent with the historical mission of the Journal, it is expected that the lead article of each issue will be a synthesis article on an important research topic. Other manuscripts to be included in a given issue will be a mix of synthesis and original research papers. In addition to traditional research topics and methods, we actively solicit manuscripts of the including, but not limited to, the following: • meta-analyses • field studies • critiques of papers published in other journals • emerging developments in accounting theory • commentaries on current issues • innovative experimental research with strong grounding in cognitive, social or anthropological sciences • creative archival analyses using non-standard methodologies or data sources with strong grounding in various social sciences • book reviews • "idea" papers that don''t fit into other established categories.