大数据能力对企业创新绩效的影响——IT-业务融合与双元环境的调节作用

基于动态能力理论和权变理论，以IT-业务融合、双元环境为调节变量，探究大数据能力与企业创新绩效间的作用关系，结果发现：大数据能力对创新绩效具有正向促进作用；IT-业务融合调节大数据能力与创新绩效的关系，IT-业务融合水平越高，大数据能力对创新绩效的正向影响就越显著；双元环境能够调节大数据能力与创新绩效间关系。其中，环境动态性在大数据能力与创新绩效关系间起正U型调节作用，而环境竞争性在大数据能力与创新绩效关系间起倒U型调节作用。从内外部情境视角解释大数据能力的创新转化，对中国企业大数据应用具有指导意义。     

Are USDA reports still news to changing crop markets?

This study investigates whether major USDA reports still provide important news to changing crop markets. The news component of each report, or market “surprise,” is measured as a difference between the USDA estimate and its private expectation in corn, soybeans, and wheat markets. Changes in the relevance of USDA information are assessed by examining changes in the magnitude of market surprises and shifts in the futures price reaction to these surprises, which isolates the impact of each report. The stable size of market surprises over time suggests that competition from alternative data sources has not reduced the news component of USDA crop reports. Increasing price reaction to most reports, including those facing competition from alternative information sources, suggests that value of public information may be enhanced in uncertain markets affected by structural changes.     

Media-Based Sentiment Indices as an Alternative Measure of Consumer Confidence

In this paper, we consider the feasibility of constructing online sentiment indices, using large amounts of media data, as an alternative to the conventional survey method used to create the consumer confidence index in South Africa. A clustering framework is adopted to provide an indication of possible candidate sentiment indices constructed from a combination of different text sources and dictionaries that best mimic the traditional survey-based consumer confidence index from the South African Bureau for Economic Research (BER). The results conclude that it is possible to create an index using sentiment analysis using online editorial data that does resemble the BER’s consumer confidence index. The different media-based sentiment indices (MSI) show a significant level of correlation and co-movement with the BER’s CCI. Impulse responses and cross-correlation functions indicate that the MSI could potentially lead the survey-based method up to two quarters. Furthermore, Granger-causality tests show that the media-based indices are good predictors of future consumer confidence index values. The results provide motivation for further study on the use of sentiment-based techniques and online media data sources to track consumer confidence within an emerging market such as South Africa.     

中国新型工业化道路探索研究——来自印度新型工业化案例的启示

经过大规模传统工业化,中国过早出现了需求不足、资源枯竭、环境污染、就业压力大等问题,这说明传统工业化和现代化的经济发展政策,不适用于当代环境和条件。中国要解决上述问题,必须改变经济增长方式,不能走西方国家发展的老路。而印度新型工业化案例告诉我们,发展中大国完全可以实施赶超型发展战略,即将发展的重点放到国际水平的高新技术产业上,利用高新技术产业的高增殖能力,积累资金和技术,引导和改造传统产业,并积极发展现代服务业,即走以高新技术产业为先导的新型工业化道路。     

Network based evidence of the financial impact of Covid-19 pandemic

How much the largest worldwide companies, belonging to different sectors of the economy, are suffering from the pandemic? Are economic relations among them changing? In this paper, we address such issues by analyzing the top 50 S&P companies by means of market and textual data. Our work proposes a network analysis model that combines such two types of information to highlight the connections among companies with the purpose of investigating the relationships before and during the pandemic crisis. In doing so, we leverage a large amount of textual data through the employment of a sentiment score which is coupled with standard market data. Our results show that the COVID-19 pandemic has largely affected the US productive system, however differently sector by sector and with more impact during the second wave compared to the first.     

大股东对上市公司掏空与支持的经济学分析

在公司的所有权安排中,大股东拥有公司的控制权,有能力为获取控制权的私人利益而侵占上市公司的资源。但是,当上市公司陷入经营困境时,大股东可能通过减少自己的侵占行为而使公司具有偿债能力,甚至会用自己的资源进行支持以防止公司破产。如果上市公司的投资回报率低于大股东的预期水平,或者预期上市公司无法继续生存下去时,大股东会以公司外部股东和债权人的利益为代价而对上市公司进行掠夺。     

Sustainability assurance provider participation in standard setting

This paper examines the participation of accounting firms in the development of sustainability standards by the Securities and Exchange Commission (SEC) and the Sustainability Accounting Standards Board (SASB). This study shows that the Big Four accounting firms have an active role in both the submission of comment letters on sustainability to the SEC and participation in the industry working groups (IWG) for the SASB. The SASB participation reveals that individuals located within the US and at international affiliates are participating at earlier career stages. In addition, this paper leverages LinkedIn data, identifying the career path of the individuals subsequent to their participation with the IWG, to determine how large accounting firms are retaining the skills and knowledge necessary for this field. Since the Big Four firms are market leaders in sustainability assurance, the finding that Big Four firms can retain individuals with financial assurance backgrounds differently than individuals with other backgrounds speaks to the unique skill set that financial assurance develops. This suggests that the career opportunities for interested financial assurance individuals within the sustainability sphere remain robust within the Big Four environment.     

Financial crisis,GDP variation and earnings management in Europe

The purpose of this study is to examine the consequences of the financial crisis on the European companies’ in conjunction with earnings management practice. It focuses on financially distressed companies that audited by a big 4 auditor during recession years. The study makes use of discretionary accruals as a proxy for earnings management and studies the influence of big 4 auditor, in order to shed more light on possible causes for shifting earnings. The findings of the study provide evidence that financially distressed companies that audited by a big 4 auditor exhibit lower discretionary accruals. The results reveal that Greek and Spanish companies reduce earnings management manipulation during recession. In contrast, Portuguese, Irish and Italian companies show mixed results. They tend to reduce earnings management practices, but there are reasons that influence managers’ behavior to increase earnings management. The findings of this study can be useful for both investors and standard setting authorities.     

Deciphering big data in consumer credit evaluation

This paper examines the impact of large-scale alternative data on predicting consumer delinquency. Using a proprietary double-blinded test from a traditional lender, we find that the big data credit score predicts an individual’s likelihood of defaulting on a loan with 18.4% greater accuracy than the lender’s internal score. Moreover, the impact of the big data credit score is more significant when evaluating borrowers without public credit records. We also provide evidence that big data have the potential to correct financial misreporting.