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Analysis of an event study using the Fama–French five‑factor model:teaching approaches including spreadsheets and the R programming language
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作者 Monica Martinez‑Blasco Vanessa Serrano +1 位作者 Francesc Prior Jordi Cuadros 《Financial Innovation》 2023年第1期2042-2075,共34页
The current financial education framework has an increasing need to introduce tools that facilitate the application of theoretical models to real-world data and contexts.However,only a limited number of free tools are... The current financial education framework has an increasing need to introduce tools that facilitate the application of theoretical models to real-world data and contexts.However,only a limited number of free tools are available for this purpose.Given this lack of tools,the present study provides two approaches to facilitate the implementa-tion of an event study.The first approach consists of a set of MS Excel files based on the Fama–French five-factor model,which allows the application of the event study methodology in a semi-automatic manner.The second approach is an open-source R-programmed tool through which results can be obtained in the context of an event study without the need for programming knowledge.This tool widens the calculus possibilities provided by the first approach and offers the option to apply not only the Fama–French five-factor model but also other models that are common in the finan-cial literature.It is a user-friendly tool that enables reproducibility of the analysis and ensures that the calculations are free of manipulation errors.Both approaches are freely available and ready-to-use. 展开更多
关键词 event study Fama–French five-factor model Financial education Teaching innovation SPREADSHEET R programming language
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Non-tradable Share Reform and Tradable Shareholders' Wealth: An Event Study Analysis
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作者 Licheng Feng Weihe Xu 《Chinese Business Review》 2006年第7期45-60,共16页
On April 29, 2005, the reform of non-tradable shares was started. 46 companies were selected as the first and second batches of non-tradable share pilot reform, and among them 45 pilot companies finished their non-tra... On April 29, 2005, the reform of non-tradable shares was started. 46 companies were selected as the first and second batches of non-tradable share pilot reform, and among them 45 pilot companies finished their non-tradable share reform. This study examines the abnormal stock returns of the 45 pilot companies finishing their non-tradable share reform to determine whether tradable shareholders gain profits from this non-tradable share reform. By employing event study analysis, we find that tradable shareholders do gain profits from the non-tradable share reform. The average abnormal return of the 45 pilot companies was 10.62% on the resumption trading day after they finished their non-tradable share reform, which was statistically significant. We also find that the average abnormal return of high-compensation package group is significantly higher than that of low-compensation package group. 展开更多
关键词 abnormal return non-tradable share reform event study China
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A Numerical Study on Forecasting the Henan Extraordinarily Heavy Rainfall Event in August 1975 被引量:1
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作者 蔡则怡 王作述 潘在桃 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 1992年第1期53-62,共10页
This study is essentially an experiment on the control experiment in the August 1975 catastrophe which was the heaviest rainfall in China's Mainland with a maximum 24-h rainfall of 1060.3 mm, and it significantly ... This study is essentially an experiment on the control experiment in the August 1975 catastrophe which was the heaviest rainfall in China's Mainland with a maximum 24-h rainfall of 1060.3 mm, and it significantly demonstrates that the limited area model can still skillfully give reasonable results even only the conventional data are available. For such a heavy rainfall event, a grid length of 90 km is too large while 45 km seems acceptable. Under these two grid sizes, the cumulus parameterization scheme is evidently superior to the explicit scheme since it restricts instabilities such as CISK to limited extent. The high resolution scheme for the boundary treatment does not improve forecasts significantly.The experiments also revealed some interesting phenomena such as the forecast rainfall being too small while affecting synoptic system so deep as compared with observations. Another example is the severe deformation of synoptic systems both in initial conditions and forecast fields in the presence of complicated topography. Besides, the fixed boundary condition utilized in the experiments along with current domain coverage set some limitations to the model performances. 展开更多
关键词 A Numerical study on Forecasting the Henan Extraordinarily Heavy Rainfall event in August 1975
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Ab Initio Study of the Dynamical Si-O Bond Breaking Event in α-Quartz
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作者 苏锐 张红 +1 位作者 韩伟 陈军 《Chinese Physics Letters》 SCIE CAS CSCD 2015年第10期130-133,共4页
The Si-O bond breaking event in the a-quartz at the first triplet (T1) excitation state is studied by using ab initio molecular dynamics (AIMD) and nudged elastic band calculations. A meta-stable non-bridging oxyg... The Si-O bond breaking event in the a-quartz at the first triplet (T1) excitation state is studied by using ab initio molecular dynamics (AIMD) and nudged elastic band calculations. A meta-stable non-bridging oxygen hole center and E1 center (NBOHC-E) is observed in the AIMD which consists of a broken Si-O bond with a Si-O distance of 2.54A. By disallowing the re-bonding of the Si and 0 atoms, another defect configuration (lll- Si/V-Si) is obtained and validated to be stable at both ground and excitation states. The NBOHC-E is found to present on the minimal energy pathway of the initial to IlI-Si/V-Si transition, showing that the generating of the NBOHC-E is an important step of the excitation induced structure defect. The energy barriers to produce the NBQHC-E' and Ⅲ-Si/V-Si defects are calculated to be 1.19 and 1.28eV, respectively. The electronic structures of the two defects are calculated by the self-consistent GW calculations and the results show a clear electron transition from the bonding orbital to the non-bonding orbital. 展开更多
关键词 SI LENGTH QUARTZ Ab Initio study of the Dynamical Si-O Bond Breaking event in
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Corporate Social Responsibility and Shipping Supply Chain Risks
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作者 Wen-Chi Lo 《Economics World》 2024年第3期145-155,共11页
This study aims to investigate whether Corporate Social Responsibility(CSR)activities reduce supply chain disruptions by examining the impact of the Suez Canal obstruction on the Ever Given container ship in March 202... This study aims to investigate whether Corporate Social Responsibility(CSR)activities reduce supply chain disruptions by examining the impact of the Suez Canal obstruction on the Ever Given container ship in March 2021.This study conclude that the more responsible companies have higher returns and are less affected by this event than the less responsible companies;the less responsible companies have lower returns.The companies with better CSR have a lower impact on their supply chains when faced with disruptions in the supply chain. 展开更多
关键词 Suez Canal obstruction corporate social responsibility supply chain risks event study Ever Given container ships
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Effect of blockchain technology initiatives on firms’market value 被引量:1
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作者 Haji Suleman Ali Feiyan Jia +1 位作者 Zhiyuan Lou Jingui Xie 《Financial Innovation》 2023年第1期1349-1383,共35页
Despite blockchain’s potential to transform corporations by providing new ways of organizing business processes and handling information,extant research pays inadequate attention to how and under what conditions bloc... Despite blockchain’s potential to transform corporations by providing new ways of organizing business processes and handling information,extant research pays inadequate attention to how and under what conditions blockchain technology provides additional financial value for shareholders.Drawing on the efficient market hypothesis and signaling theory,we examined the relationship between firms’blockchain use,development announcements,and stock market reactions.We used the event study methodology to analyze a sample of blockchain projects initiated by US firms between 2016 and 2019.The sample contains 114 firm-event observations.The findings show that the average abnormal return over a 2 days event period(including the day of the announcement and the day after the announcement)was positive.This positive stock market reaction is even more substantial when firms announce blockchain projects that focus on saving cost or time.Our findings also indicate that blockchain announcements tend to elicit more positive market reactions from smaller firms.We analyzed 249 firm-event observations containing firms from around the world and conclude that blockchain technology has a non-significant long-term impact on operating performance.The contingency approach adopted in our research provides advice for selecting the right mix of blockchain investment initiatives that is most suitable for a given organizational context. 展开更多
关键词 Blockchain Operation efficiency Time and cost saving Stock returns event study
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The impact of the COVID‑19 outbreak on Chinese‑listed tourism stocks 被引量:3
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作者 Wenmin Wu Chien‑Chiang Lee +1 位作者 Wenwu Xing Shan‑Ju Ho 《Financial Innovation》 2021年第1期476-493,共18页
This research explored the effects of the coronavirus disease(COVID-19)outbreak on stock price movements of China’s tourism industry by using an event study method.The results showed that the crisis negatively impact... This research explored the effects of the coronavirus disease(COVID-19)outbreak on stock price movements of China’s tourism industry by using an event study method.The results showed that the crisis negatively impacted tourism sector stocks.Further quantile regression analyses supported the non-linear relationship between the government’s responses and stock returns.The results present that the resurgence of the virus in Beijing did bring about a short-term negative impact on the tourism industry.The empirical results can be used for future researchers to conduct a comparative study of cultural differences concerning government responses to the COVID-19. 展开更多
关键词 COVID-19 TOURISM event study method Stock market China
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Analysing the behavioural finance impact of ‘fake news’phenomena on financial markets:a representative agent model and empirical validation 被引量:1
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作者 Bryan Fong 《Financial Innovation》 2021年第1期1169-1198,共30页
This paper proposes an original behavioural finance representative agent model,to explain how fake news’empirical price impacts can persist in finance despite contradicting the efficient-market hypothesis.The model r... This paper proposes an original behavioural finance representative agent model,to explain how fake news’empirical price impacts can persist in finance despite contradicting the efficient-market hypothesis.The model reconciles empirically-observed price overreactions to fake news with empirically-observed price underreactions to real news,and predicts a novel secondary impact of fake news:that fake news in a security amplifies underreactions to subsequent real news for the security.Evaluating the model against a large-sample event study of the 2019 Chinese ADR Delisting Threat fake news and debunking event,this paper finds strong qualitative validation for its model’s dynamics and predictions. 展开更多
关键词 Behavioural finance Fake news Representative agent model event study BOOTSTRAPPING
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The Post-Merger Performance: Evidence From Italy
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作者 Fabrizio Rossi 《Chinese Business Review》 2012年第11期931-945,共15页
The objective of this paper is to investigate whether mergers create value for shareholders in both the short and long term. For this purpose, 120 announcements of mergers that were registered in Italy during the peri... The objective of this paper is to investigate whether mergers create value for shareholders in both the short and long term. For this purpose, 120 announcements of mergers that were registered in Italy during the period 1994-2006 among listed companies were examined. The short-term analysis was conducted using the event study methodology in order to estimate the cumulative abnormal returns (CARs) in the time window around the announcement date (-10, +10). In this work, the sample of 120 mergers was divided into two sub-samples: the first considers the mergers that were carried out in all sectors of the economy, and the second focuses only on bank mergers. From the results obtained it would appear that, while the sub-sample of all mergers registered a statistically significant value creation for the shareholders of both the bidder and target companies, values also confirmed by combined analysis, the second sub-sample registered negative values for bidder companies and positive values for target companies. Negative values also seem to be confirmed by the results of the combined analysis both at the date of announcement and throughout the entire period of observation. For the long-term analysis, the Buy and Hold Abnormal Returns (BHARs) methodology was used, with which it was possible to observe the returns for three years. In the 36 months following the merger, the portfolios showed a significant destruction of value 展开更多
关键词 post-merger performance Buy and Hold Abnormal Returns (BHARs) Cumulative Abnormal Returns(CARs) BANKS Italian stock market event study
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Empirical Examination of Market Reaction to Transfer Pricing Taxation Announcement in Press: A Japanese Perspective
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作者 Hiroshi Ohnuma Keikichi Kato 《Journal of Modern Accounting and Auditing》 2015年第1期10-26,共17页
The Japanese Taxation Agency (JTA) introduced transfer pricing taxation (TPT) in order to suppress the outflow of profits and therefore taxes of Japanese companies, which are expanding overseas. There have been ma... The Japanese Taxation Agency (JTA) introduced transfer pricing taxation (TPT) in order to suppress the outflow of profits and therefore taxes of Japanese companies, which are expanding overseas. There have been many press reports regarding the application of TPT, and so there is much public attention on this issue. TPT is applied to unnatural transfer prices (TP). If TPT is applied to a multinational company (MNC), the company will need to bear enormous documentation costs in its calculation of the ratable price. In addition, in the last few years, the target of TPT is shifting to the overseas transfer of intangible assets, such as trademarks, royalties, patents, and charges income. As a result, companies have become more careful about TPT and investors tend to pay attention to companies' TPT strategy. With regard to this point, this paper examines how the market evaluates news regarding TP by investigating the market reaction to an initial press report mentioning that a firm was involved in a TP manipulation and may be guilty of tax underpayment. We examine these events both because press reports are currently under intense scrutiny and because there has been very little research on firms that engage in tax sheltering (see, e.g., Graham & Tucker, 2006; Hanlon & Slemrod, 2009). Some view the fact that not all firms engage in tax sheltering as surprising because of the widespread view that shelters, at least in the 1990s, in expectation, offered a positive net present value position. The potential negative public relations effect is often cited as one reason for this "under-sheltering" phenomenon (Bankman, 2004). On the event study analysis, we find that the Japanese capital market has shown a statistically significant negative reaction to the press reports. This result is due to a strong distrust of corporate activity regarding TP strategies. Moreover, in order to clarify the reason why the market responds to reports of TPT being applied, we compute the cumulative abnormal returns (CARs) around the date of the press report and conduct two-stage least-squares estimation to examine where this result regarding the market reaction comes from. Our results indicate that the variables for intangible assets and effective tax rate and the variables which represent the extent of corporate governance (CG) are statistically significant with respect to these reactions. 展开更多
关键词 tax management tax avoidance transfer pricing taxation (TPT) event study intangible assets corporategovernance (CG)
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Merger Announcement Effects and the Amendment of Insider Trading Laws in Brazil
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作者 Mei Qiu Sonia Aparecida Balbinotti 《Journal of Modern Accounting and Auditing》 2016年第5期284-293,共10页
Although Brazil has a long history of having insider trading laws (IT laws) in place and became the first emerging country to enforce the IT laws (Bhattacharya & Daouk, 2002), criminal sanctions and hefty monetar... Although Brazil has a long history of having insider trading laws (IT laws) in place and became the first emerging country to enforce the IT laws (Bhattacharya & Daouk, 2002), criminal sanctions and hefty monetary penalties were only made possible by the amendment of its laws against IT on October 31, 2001. We study the stock price effects of merger announcements made by 151 firms over two periods, before and after the change of IT laws. Our empirical results suggest that target firms attained positive price run-ups in pre-announcement windows before, but not after, the legal regime change. While acquiring firms had strong positive pre-announcement reactions in both legal regimes, the abnormal returns (AR) decreased in the more stringent legal regime. These results indicate that more stringent IT laws may deter IT and improve market efficiency in an emerging country. 展开更多
关键词 MERGER abnormal retum (AR) event study insider trading law (IT law)
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The Analysis of Asda-Sainsbury’s Merger/Acquisition
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作者 Fengyi Zhang 《Journal of Finance Research》 2021年第1期1-6,共6页
The merger of Sainsbury’s and Asda caused huge impacts on Britain retail industry.Since the announcement that J Sainsbury plc would acquire Asda for £7.5 billion was published in April,2018,the changes in the UK... The merger of Sainsbury’s and Asda caused huge impacts on Britain retail industry.Since the announcement that J Sainsbury plc would acquire Asda for £7.5 billion was published in April,2018,the changes in the UK grocery market have been discussed and questioned.And the grocery market in UK will be reordered without doubt.This essay firstly introduces Sainsbury by using Pestle model,then aims to figure out the type and the benefits of this M&A,analyze the market response and how investors react to this event in the first two parts.In the third and the last part,we aim to explain why the CMA blocked the merge. 展开更多
关键词 MERGER ACQUISITION British retail industry Pestle model event study methodology
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Stock Market Reaction to ECFA Announcement in Taiwan Chemicals Listed Stock
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作者 Ming-Chin Chin Jing-Jye Tzeng Wei-Ting Yu 《Chinese Business Review》 2012年第8期706-718,共13页
Taiwan and China's Mainland signed the Economic Cooperation Framework Agreement (ECFA) on 29th June, 2010. The ECFA is a landmark bilateral trade agreement that can make Taiwan a new gateway to China's Mainl... Taiwan and China's Mainland signed the Economic Cooperation Framework Agreement (ECFA) on 29th June, 2010. The ECFA is a landmark bilateral trade agreement that can make Taiwan a new gateway to China's Mainland. However, the Taiwan Residents petrochemical industry would be very disappointed with the early harvest list as it excluded some critical export items. The purpose of this paper is to amend the understanding of the possible impact on petrochemical market after ECFA is enacted. The authors examine the cumulative daily response of stock prices to five announcements about the ECFA and evaluate the existence of the abnormal return. The authors use daily data from January 2010 to February 2011 to employ an event study approach. The empirical results suggest that the three ECFA announcement dates, as well as the signing date, show significantly negative abnormal return due to the prior positive cumulative response of Taiwan chemicals listed stock prices. This paper can provide the petrochemical industry manufacturer, owners, and investors with further insights into how chemicals stock returns react to a big event like ECFA. 展开更多
关键词 ECFA event study method abnormal return announcement effect
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The Impact of Water Pollution Announcement on Stock Returns in Taiwan Textile Industry
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作者 Bi-Huei Tsai Mu Yun Huang 《Journal of Civil Engineering and Architecture》 2017年第8期780-788,共9页
The soccer teams of the World Cup wear the jerseys manufactured by Taiwan Residents textile companies which are the contractors of such brand corporations as Nike and Adidas. Because Taiwan Residents textile companies... The soccer teams of the World Cup wear the jerseys manufactured by Taiwan Residents textile companies which are the contractors of such brand corporations as Nike and Adidas. Because Taiwan Residents textile companies suffer water pollution events, this study verifies the market reactions to the two announcements of water pollution events from 2014 to 2015. The two events are as follows: first, Greenpeace International enabled 38 scientists to announce the ban on fluoride in Madrid; second, Greenpeace International has detected fluoride residues from the water in remote mountainous areas of Europe and concluded that Taiwan Residents jerseys composed of fluoride pollute the rivers or snows. The findings of the research indicate that the announcement of the ban on fluoride induces negative abnormal returns because fluoride is the main materials for Taiwan Residents jerseys. Most importantly, the announcement of the water pollution in Europe from Taiwan Residents manufactured jerseys induces negative abnormal returns. Both of the two events enable the stock investors scared about the decrease of future profit and market share for Taiwan Residents textile corporations. Consequently, investors sell the stocks of these corporations, inducing the negative abnormal returns during the announcement of water pollution of Taiwan Residents jerseys. Water polluted issues are critical of firm values. 展开更多
关键词 Water pollution ENVIRONMENT event study Greenpeace International.
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Does the Shanghai-Hong Kong Stock Connect Program Enhance the Abnormal Rate of Return and Transaction Volatility of the Underlying Stocks:A Quasi-Natural Experimental Design
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作者 Puzhen He Zhehao Zhu 《经济管理学刊(中英文版)》 2021年第1期53-62,共10页
Shanghai-Hong Kong Stock Connect Program,which is a new starting point for the opening up of the mainland capital market,still has many uncertainties.Research on the benefits and market volatility of such policies can... Shanghai-Hong Kong Stock Connect Program,which is a new starting point for the opening up of the mainland capital market,still has many uncertainties.Research on the benefits and market volatility of such policies can provide investors with time to invest in such policies,fluctuations in the underlying stocks of the Chinese stock market,and decision support for the formulation and revision of relevant policies.This paper studies whether there is significant abnormal rate of return in the selected stocks which are in the Shanghai Stock Connect Program within the specified period,the excess return gap between the stocks which are in the program and which are not in the program,and the impact of the Shanghai Stock Connect Program on the volatility of the relevant stocks.Based on the CAPM model and the Fama-French 3-factor model,this paper uses t test to study the significance of the abnormal rate of return.By establishing a difference-in-difference(DID)model,the regression of the abnormal rate of return is tested,and the sample volatility is analyzed according to the influence of the fund transaction.The study found that the stocks in the program have significant abnormal rate of returns during the window period.The Shanghai Stock Connect has brought about a huge change in transaction amount,and policy makers need to improve related and similar policies. 展开更多
关键词 Shanghai Stock Connect Program Abnormal Rate of Return DID Model event study
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Do M&As Generate Value for Shareholders? An Analysis of the Italian Banking Sector 被引量:5
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作者 Carmelo Intrisano Fabrizio Rossi 《Chinese Business Review》 2012年第2期206-216,共11页
The aim of this paper is to verify if the M&As implemented in the past decade in the banking sector have created value for shareholders. For this purpose a sample of 72 deals carded out during the period of 1994-2005... The aim of this paper is to verify if the M&As implemented in the past decade in the banking sector have created value for shareholders. For this purpose a sample of 72 deals carded out during the period of 1994-2005 were examined using the "event study" methodology. These deals were subdivided into three sections: acquisitions, mergers and M&As. The results obtained seem to suggest a creation of value for the target companies and a destruction of value for the bidders in all three cases. From the analysis of the combined values, on the other hand, a significant destruction of value is deduced in both mergers and in M&As. 展开更多
关键词 portfolio choice investment decisions mergers and acquisitions BANKS event studies
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STUDY ON MECHANISM OF EL NINO EVENT OCCURRENCE
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作者 刘厚赞 刘梦玉 《Acta meteorologica Sinica》 SCIE 1989年第5期677-681,共5页
A possible mechanism is put forward in this paper for El Nino events from the viewpoint of plate tec- tonics and oceanic geology.A number of the data are cited to illustrate the views that sea-bottom volcanic ac- tivi... A possible mechanism is put forward in this paper for El Nino events from the viewpoint of plate tec- tonics and oceanic geology.A number of the data are cited to illustrate the views that sea-bottom volcanic ac- tivities and hot springs may cause El Nino events. 展开更多
关键词 Nino OC study ON MECHANISM OF EL NINO event OCCURRENCE over EI EL
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The Capital Market Reaction and the Influencing Mechanism of the Establishment of the Data Basic Institutional System
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作者 Liu Bai Zhang Ailian 《Social Sciences in China》 2024年第1期134-156,共23页
This study uses a sample of A-share listed companies to investigate the impact of China's Data Basic Institutional System on capital market reactions and the mechanism by which it exerts influence.The findings rev... This study uses a sample of A-share listed companies to investigate the impact of China's Data Basic Institutional System on capital market reactions and the mechanism by which it exerts influence.The findings reveal that within a 5-day period before and after the policy announcement,listed companies with high data resources experience a significantly higher abnormal return compared to those with low data resources.Moreover,this difference becomes more pronounced as enterprise technology intensity increases.Furthermore,the policy enhances the capital market's perception of the value of data resources and its potential for generating multiplier effects.Additional tests confirm that post-implementation of the policy,the capital market reevaluates the long-term value of enterprises associated with data resources.This comprehensive examination contributes empirical evidence to support academic research,inform policy formulation,and guide strategic planning in relevantindustries. 展开更多
关键词 data resources technology intensity market value event study abnormal return
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The Impact of the Monetary Policy During the COVID-19 in the Brazilian Banking Sector
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作者 Karina Robial Michele Nascimento Jucá 《Chinese Business Review》 2024年第2期60-75,共16页
The COVID-19 pandemic caused an outbreak on the global productive chains,transforming companies and society in general.Governments adopted anticyclical policies such as basic interest rates reduction as response.Brazi... The COVID-19 pandemic caused an outbreak on the global productive chains,transforming companies and society in general.Governments adopted anticyclical policies such as basic interest rates reduction as response.Brazil basic interest rate is denominated Selic.The application of these policies requires the protagonist of bank’s financial intermediation.This study aims to verify two events-under the perspective of the efficient markets’theory.The first is the communication of the first death by COVID-19-and the subsequent,Selic rate reduction to 2%p.a.-and its effects on bank’s shares prices.The hypotheses presented are:H1-The announcement of the first death by COVID-19 negatively impacts the banks’shares returns and H2-The announcement of the Selic interest rate-during the COVID-19-positively impacts the return of the banks’shares.We adopt event study methodology in a final sample of nine and 15 banks to Events 1 and 2 respectively.The results confirm H1 as well as the semi-strong informational efficiency market.H2 is not confirmed.Results confirm the non-effectiveness of the anticyclical policy of basic interest rate reduction.This contributes to the discussion about the impacts of COVID-19 and the efficacy of anticyclical policies. 展开更多
关键词 monetary policy COVID-19 banks Brazil event study
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Impacts of CME Changing Mechanism for Allowing Negative Oil Prices on Prices and Trading Activities in the Crude Oil Futures Market
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作者 LU Fengbin BU Hui 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2023年第5期2001-2025,共25页
This study investigates and compares the effects of the Coronavirus disease 2019(COVID-19)pandemic,the Chicago mercantile exchange(CME)'s negative price suggestion on prices and trading activities in the crude oil... This study investigates and compares the effects of the Coronavirus disease 2019(COVID-19)pandemic,the Chicago mercantile exchange(CME)'s negative price suggestion on prices and trading activities in the crude oil futures market to discuss the cause of negative crude oil futures prices.Through event studies,the empirical results show that the COVID-19 pandemic no longer impacts crude oil futures prices in April,2020 after controlled market risk,while the CME's negative prices suggestion can explain the crude oil futures price changes around and even after April 8,2020 to some degree.Moreover,this study uncovers anomalies in prices and trading activities by analyzing returns,trading volume,open interest,and illiquidity measures using vector autoregressive(VAR)models.The results imply that CME's allowing negative prices strengthens the price impact on trading volume and makes illiquidity risk matter.This study's results coincide with the following lawsuit evidence of market manipulation. 展开更多
关键词 event study illiquidity risk market risk negative crude oil futures price price-trading relationship
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