{"title":"Optimal venture capital entry–exit strategy with jump–diffusion risk","authors":"Si Zuo , Haijun Wang","doi":"10.1016/j.najef.2024.102359","DOIUrl":"10.1016/j.najef.2024.102359","url":null,"abstract":"<div><div>This paper introduces a double exponential jump–diffusion process to model the pre-expansion value of a start-up firm. Within this framework, we present a dynamic model for studying the entry and exit decisions of venture capitalists (VCs). The model returns an analytical solution for the entry trigger, a semi-analytical solution for the exit trigger, the post-money optimum ownership, the (raw) cash multiple and a new time-adjusted version. Significantly, we uncover a direct correlation between the optimal premium upon exit through the trade sale (M&A) and the start-up firm’s value during the M&A offer. Additionally, we theoretically demonstrate that the exit trigger is larger than the value of the start-up firm when the VC makes a M&A offer to the buyer. Our numerical analysis discusses the following empirical implications: (i) postponing the M&A offer results in an increased optimal premium, leading to a strategically delayed divestment. This delay corresponds to an amplified (raw) cash multiple but triggers a notable decrease in the adjusted cash multiple; (ii) considering jump risk enhances the expected investment performance; (iii) the post-money optimum ownership is not influenced by jump risk; (iv) greater uncertainty associated with jump intensity and volatility prompts delayed entry and exit decisions, producing larger cash multiples; (v) a higher VC’s optimism leads to an increased (raw) cash multiple and a decreased adjusted cash multiple.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"76 ","pages":"Article 102359"},"PeriodicalIF":3.8,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143103395","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Imported risk in global financial markets: Evidence from cross-market connectedness","authors":"Zisheng Ouyang , Zhen Chen , Xuewei Zhou , Zhongzhe Ouyang","doi":"10.1016/j.najef.2025.102374","DOIUrl":"10.1016/j.najef.2025.102374","url":null,"abstract":"<div><div>We propose a cross-market connectedness network, including stock market layer and foreign exchange market layer in the spillover index method for investigating imported risk in global financial markets. In addition, we explore the topology of the cross-market connectedness network at the system and market layers. We also identify the key drivers of global risk spillovers by constructing the systemic importance indicator. Meanwhile, we examine the impact of global economic policy uncertainty, geopolitical risks, and external financial conditions on imported risk of international financial markets. Our results show that risk contagion in the stock market is more pronounced than in the foreign exchange market. Furthermore, we note that advanced markets are the main recipients of global imported risk, with the Netherlands, the EU and France being the most strongly shocked to external risks. Finally, the determinants analysis suggests that geopolitical risks significantly increase imported risk in global stock markets, while external financial conditions have a driving effect on risk spillovers in foreign exchange markets.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"76 ","pages":"Article 102374"},"PeriodicalIF":3.8,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143094292","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Bank liquidity supply and corporate investment during the 2008–2009 financial crisis","authors":"Wei Zhang","doi":"10.1016/j.najef.2025.102371","DOIUrl":"10.1016/j.najef.2025.102371","url":null,"abstract":"<div><div>I use a novel identification strategy to examine whether bank liquidity supply affected corporate investment decisions during the 2008–2009 financial crisis. By exploiting the predetermined variation in the maturity structure of credit lines, I find that firms whose last pre-crisis credit lines were scheduled to mature at the time of the crisis significantly reduced investment relative to similar firms whose pre-crisis credit lines were not scheduled to expire. The results are robust to classifying firms based on the maturity profile of their pre-2006 credit lines and to controlling for the portion of long-term debt coming due in the crisis. Furthermore, this effect is concentrated among financially constrained firms, industries more dependent on external finance, or firms whose pre-crisis lenders were less healthy. Overall, the findings highlight the importance of credit line maturity in explaining investment outcomes during the crisis, consistent with the real effects of bank liquidity supply.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"76 ","pages":"Article 102371"},"PeriodicalIF":3.8,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143094293","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Environmental tax reform and corporate tax avoidance: A quasi-natural experiment on China’s environmental protection tax law","authors":"Zhongbo Jing , Wei Zhang , Pengcheng Zhao , Yang Zhao","doi":"10.1016/j.najef.2025.102367","DOIUrl":"10.1016/j.najef.2025.102367","url":null,"abstract":"<div><div>The implementation of China’s Environmental Protection Tax Law (EPTL) in 2018 granted local governments the autonomy to adjust local environmental tax rates, raising concerns about potential unintended consequences. This study employs a time-varying difference-in-differences (DID) method to investigate the impact of the EPTL on corporate tax avoidance, utilizing data from China’s A-share listed polluting firms spanning from 2015 to 2021. The findings reveal the following: a) the EPTL substantially intensifies tax avoidance among polluting firms in regions with rising environmental tax rates. The policy’s impact is more significant in firms with pre-existing extensive tax avoidance practices and does not significantly influence innovation inputs and outputs; b) this effect is primarily driven by companies with higher operational risks, political connections, and greater market bargaining power; c) the boosting effect of this policy is influenced by regional features and company characteristics; d) the findings indicate that tax avoidance increases firm value, explaining the motivation behind corporate tax avoidance. This study provides pivotal empirical evidence for assessing the unintended consequences of the EPTL.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"76 ","pages":"Article 102367"},"PeriodicalIF":3.8,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143094288","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"A penalized U-MIDAS multinomial logit model with applications to corporate credit ratings","authors":"Cuixia Jiang , Junwei Sun , Qifa Xu","doi":"10.1016/j.najef.2025.102381","DOIUrl":"10.1016/j.najef.2025.102381","url":null,"abstract":"<div><div>We develop a penalized U-MIDAS-Mlogit model by introducing the group LASSO penalty into the unrestricted MIDAS multinomial logit model. This penalized U-MIDAS-Mlogit model can implement multinomial classification in a high-dimensional mixed-frequency data environment. We apply it to credit ratings for listed companies in China over the period 2008–2023. The penalized U-MIDAS-Mlogit model can extract pivotal information from high-frequency financial variables and low-frequency internal and external governance indicators. It outperforms several competing models in predicting credit ratings.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"76 ","pages":"Article 102381"},"PeriodicalIF":3.8,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143094297","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"How does news-driven monetary policy frictions affect nonperforming loans?--Taking Chinese commercial banks as an example","authors":"Heng-Guo Zhang , Shihong Wang , Yuchi Xie","doi":"10.1016/j.najef.2024.102353","DOIUrl":"10.1016/j.najef.2024.102353","url":null,"abstract":"<div><div>In this paper, the monetary policy frictions index is constructed based on financial news and the dynamic stochastic general equilibrium (DSGE) model is extended with machine learning. We theoretically analyze how news-driven monetary policy frictions affect the nonperforming loans of commercial banks. Furthermore, a monetary policy frictions volatility network is constructed with complex network to study the spillover effect of monetary policy frictions in the network. Finally, spatial econometric methods are employed to empirically examine the effect of news-driven monetary policy frictions on nonperforming loans. The results show that monetary policy frictions have a significant positive spatial effect on the nonperforming loans of Chinese commercial banks. Thus, the government is expected to increase information transparency in the transmission of monetary policy to reduce information asymmetry.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"76 ","pages":"Article 102353"},"PeriodicalIF":3.8,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143094380","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jiling Cao , Jeong-Hoon Kim , Wenqiang Liu , Wenjun Zhang
{"title":"Investment opportunity strategy in a double-mean-reverting 4/2 stochastic volatility environment","authors":"Jiling Cao , Jeong-Hoon Kim , Wenqiang Liu , Wenjun Zhang","doi":"10.1016/j.najef.2024.102358","DOIUrl":"10.1016/j.najef.2024.102358","url":null,"abstract":"<div><div>The investment-timing problem and the valuation of the right to take certain business initiatives in a given project (called a “real option”) have been considered by many authors under the assumption that volatility of the present value of the expected future net cash flows is stochastic. In this paper, we re-tackle these problems by assuming that the present value of the expected future net cash flows follows the double-mean-reverting 4/2 stochastic volatility model, proposed recently by Cao et al. (2023). Applying an asymptotic analysis approach outlined by Fouque et al. (2011), we obtain two approximation formulas for the value of the real option and the investment threshold, respectively. We conduct numerical experiments on sensitivity analysis of the formulas with respect to the model parameters (“Heston”- and “3/2”-factors) and the associated variables. Furthermore, we also conduct the least square Monte Carlo (LSM) simulation proposed by Longstaff and Schwartz (2001), and compare the real option values from our approximation formula with those from the LSM simulation. Our analysis shows that the relative errors are less than 0.3% in most of our cases, which justifies the appropriateness of our asymptotic approach for the model.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"76 ","pages":"Article 102358"},"PeriodicalIF":3.8,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143094386","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Mutual fund style drift measured using higher moments and its cash flow incentive","authors":"Qi Chen , Peng Wang , Dong Yang","doi":"10.1016/j.najef.2025.102373","DOIUrl":"10.1016/j.najef.2025.102373","url":null,"abstract":"<div><div>This paper evaluates the contribution of higher moment information to the identification of mutual fund investment styles. We develop a multi-objective optimization model that identifies fund investment styles by simultaneously considering returns and higher moments risks. Our results indicate that this model, by incorporating variance and skewness, can more accurately identify fund investment styles. We then quantify the degree of style drift exhibited by funds utilizing the proposed model. Employing a dataset of 1327 open-ended equity funds in China between 2008 and 2023, we find that style drift is both pervasive and persistent. Funds susceptible to style drift tend to be smaller, have higher portfolio turnover and expense ratios, and are supervised by less seasoned managers. In addition, we explore how cash flows affect funds’ style drift behavior. Our analysis reveals a positive relationship between low cash inflows and the magnitude of style drift. This finding remains consistent after addressing potential endogeneity concerns. Finally, we find no support for the hypothesis that style drift enhances future fund performance.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"76 ","pages":"Article 102373"},"PeriodicalIF":3.8,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143094294","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Sharon S. Yang , Jr-Wei Huang , Hong-Yi Chen , Min-Hung Tsay
{"title":"Detecting corporate ESG performance: The role of ESG materiality in corporate financial performance and risks","authors":"Sharon S. Yang , Jr-Wei Huang , Hong-Yi Chen , Min-Hung Tsay","doi":"10.1016/j.najef.2025.102370","DOIUrl":"10.1016/j.najef.2025.102370","url":null,"abstract":"<div><div>In line with the Sustainability Accounting Standards Board (SASB) guidelines, this study constructs SASB ESG Scores for firms and evaluates their influence on financial performance and risks. Empirical evidence shows a positive association between a firm’s SASB ESG Score and financial performance, along with a negative link to financial risks. In contrast, the ESG Disclosure Score fails to predict a firm’s financial performance and risks. Furthermore, the effect of the SASB ESG Score on profit is associated with higher market competitiveness and greater operational efficiency. On the other hand, the risk reduction is associated with the mitigation of stock price crash risks. The piecewise linear regression analysis suggests that superior SASB ESG Scores are linked to enhanced financial performance and reduced financial risks. We attribute the findings to the efficient allocation of resources toward ESG activities that hold material significance within a firm’s specific industry.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"76 ","pages":"Article 102370"},"PeriodicalIF":3.8,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143094284","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"International extreme sovereign risk connectedness: Network structure and roles","authors":"Wei-Qiang Huang , Peipei Liu , Yao-Long Zhu","doi":"10.1016/j.najef.2024.102355","DOIUrl":"10.1016/j.najef.2024.102355","url":null,"abstract":"<div><div>With network topology measures, we can model the global and individual properties of international extreme sovereign risk spillovers and understand how shocks propagate. Hence, using dynamic connectedness based on a TVP-VAR model, we construct daily extreme sovereign risk spillover networks based on defined extreme risk series among the G20. Our purpose is to creatively explore the network structures and describe international connectedness. We find that system- and country-level measures are all more sensitive to global systemic events, such as the COVID-19 pandemic. Country-level analysis shows that emerging countries such as Mexico, South Africa and European countries such as Spain emit and receive larger risk spillovers. Using the Logit and threshold regression, we creatively explore whether these system- and country-level measures can explain the probability of countries’ extreme sovereign risk outbreaks. The results show that system-level measures such as total risk spillover strength and country-level measures all play positive roles. Specifically, the greater the total risk spillover strength, the more central countries’ position and the greater the probability of countries’ extreme sovereign risk outbreak. Most importantly, their roles are the largest when the total risk spillover strength is at the middle level.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"76 ","pages":"Article 102355"},"PeriodicalIF":3.8,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143094381","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}