Pub Date : 2021-12-01DOI: 10.1016/j.mulfin.2021.100708
Yihao Chen , Antonio F. Miguel , Xiayue Liu
We use data from 33 countries to study how a fund’s affiliation with large families shapes the flow–performance relationship internationally. Our results show that the effect of family size on the fund flows’ response to performance depends on the sophistication of investors in a country. While less sophisticated investors are persuaded by the great visibility and strategies of funds that are affiliated with large and established families, more sophisticated investors are not. Affiliation with a large family increases the convexity of the flow–performance relationship in countries where investors are less sophisticated, but decreases this convexity in countries with more sophisticated investors. These results are important for investors, mutual fund companies and regulators because the flow–performance sensitivity determines the assets under management, the level of fees, risk–taking, and the performance of the fund.
{"title":"Does mutual fund family size matter? International evidence","authors":"Yihao Chen , Antonio F. Miguel , Xiayue Liu","doi":"10.1016/j.mulfin.2021.100708","DOIUrl":"https://doi.org/10.1016/j.mulfin.2021.100708","url":null,"abstract":"<div><p>We use data from 33 countries to study how a fund’s affiliation with large families shapes the flow–performance relationship internationally. Our results show that the effect of family size on the fund flows’ response to performance depends on the sophistication of investors in a country. While less sophisticated investors are persuaded by the great visibility and strategies of funds that are affiliated with large and established families, more sophisticated investors are not. Affiliation with a large family increases the convexity of the flow–performance relationship in countries where investors are less sophisticated, but decreases this convexity in countries with more sophisticated investors. These results are important for investors, mutual fund companies and regulators because the flow–performance sensitivity determines the assets under management, the level of fees, risk–taking, and the performance of the fund.</p></div>","PeriodicalId":47268,"journal":{"name":"Journal of Multinational Financial Management","volume":"62 ","pages":"Article 100708"},"PeriodicalIF":4.2,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.mulfin.2021.100708","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"92051092","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}
Pub Date : 2021-12-01DOI: 10.1016/j.mulfin.2021.100702
Imen Ghadhab
This paper examines the alignment between initial price reaction and post-cross-listing performance for non-American firms cross-listed in the U.S. Using an event study methodology, we show that, while cross-listed firms exhibit long-term performance, short-term valuation gain is more important. We also find a significant difference between short and long-term price reactions, explained by legal investor protection considerations. Additional analysis shows that the change in the U.S. regulatory environment has no diminishing effect on cross-listing economic benefits. We also show more important short-run price reactions in crisis time, leading to more significant misalignment between short and long-term performance. Our results are robust to several control firm and country characteristics.
{"title":"Cross-listing and the alignment between short and long-run performance","authors":"Imen Ghadhab","doi":"10.1016/j.mulfin.2021.100702","DOIUrl":"10.1016/j.mulfin.2021.100702","url":null,"abstract":"<div><p>This paper examines the alignment between initial price reaction and post-cross-listing performance for non-American firms cross-listed in the U.S. Using an event study methodology, we show that, while cross-listed firms exhibit long-term performance, short-term valuation gain is more important. We also find a significant difference between short and long-term price reactions, explained by legal investor protection considerations. Additional analysis shows that the change in the U.S. regulatory environment has no diminishing effect on cross-listing economic benefits. We also show more important short-run price reactions in crisis time, leading to more significant misalignment between short and long-term performance. Our results are robust to several control firm and country characteristics.</p></div>","PeriodicalId":47268,"journal":{"name":"Journal of Multinational Financial Management","volume":"62 ","pages":"Article 100702"},"PeriodicalIF":4.2,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.mulfin.2021.100702","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43084137","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}
Pub Date : 2021-12-01DOI: 10.1016/j.mulfin.2021.100709
Brandon Ater , Bowe Hansen
Previous research has shown that higher levels of firm globalization lead to a lower cost of private debt. However, this research generally treats globalization as a homogeneous attribute ignoring the specific countries in which a multinational corporation (MNC) operates. Using a sample of U.S. MNCs from 1999 through 2017, we relax this assumption and find that while the results from prior research hold with regards to the level of an MNC’s operations in segments reported at the regional or continent-wide level, the level of an MNC’s operations in countries with low institutional quality is associated with a higher cost of bank debt. Our results are robust to controlling for firms’ choice to operate in countries with low institutional quality using self-selection models and propensity score matching. In additional testing we find that the level of MNCs operations in countries with low institutional quality is negatively associated with the inclusion of collateral requirements in private lending agreements, but is not associated with the maturity of the loan or the number of covenants included in the lending agreement. Finally, we find that firms’ segment disclosure choices vary around new loan issuances in a manner consistent with management being aware that operations in low institutional quality are perceived by lenders to indicate higher credit risk.
{"title":"Do the specific countries in which a multinational corporation operates affect its private loan contracts?","authors":"Brandon Ater , Bowe Hansen","doi":"10.1016/j.mulfin.2021.100709","DOIUrl":"10.1016/j.mulfin.2021.100709","url":null,"abstract":"<div><p>Previous research has shown that higher levels of firm globalization lead to a lower cost of private debt. However, this research generally treats globalization as a homogeneous attribute ignoring the specific countries in which a multinational corporation (MNC) operates. Using a sample of U.S. MNCs from 1999 through 2017, we relax this assumption and find that while the results from prior research hold with regards to the level of an MNC’s operations in segments reported at the regional or continent-wide level, the level of an MNC’s operations in countries with low institutional quality is associated with a higher cost of bank debt. Our results are robust to controlling for firms’ choice to operate in countries with low institutional quality using self-selection models and propensity score matching. In additional testing we find that the level of MNCs operations in countries with low institutional quality is negatively associated with the inclusion of collateral requirements in private lending agreements, but is not associated with the maturity of the loan or the number of covenants included in the lending agreement. Finally, we find that firms’ segment disclosure choices vary around new loan issuances in a manner consistent with management being aware that operations in low institutional quality are perceived by lenders to indicate higher credit risk.</p></div>","PeriodicalId":47268,"journal":{"name":"Journal of Multinational Financial Management","volume":"62 ","pages":"Article 100709"},"PeriodicalIF":4.2,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.mulfin.2021.100709","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42149456","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}
Over the last two decades, the unprecedented expansion of cross-border banking on the African banking market has raised concern about their effects on host countries’ markets. This paper investigates to what extent this expansion has affected competition and cost efficiency in the African banking market using a sample of 429 active commercial banks from 2000 to 2015. Results show that CBB activities enhance competition, mainly driven by African CBB. At the regional scale, these effects are more substantial in Sub-Saharan Africa (SSA) because African CBBs have more expanded their activities in SSA. We also document that more efficient banks alleviate the competition induced by the expansion of African CBBs. The latter exhibit lower efficiency and therefore do not encourage bank efficiency. This study further shows that macroeconomic conditions and institutional variables are essential drivers of bank competition and cost efficiency in Africa. These results are robust to alternative estimation techniques (system-GMM, Quantile regression-Adaptative MCMC, Matching) and proxies of competition and cost efficiency.
{"title":"Does cross-border banking enhance competition and cost efficiency? Evidence from Africa","authors":"Luc Matabaro Borauzima , Dominique Niyondiko , Aline Muller","doi":"10.1016/j.mulfin.2021.100695","DOIUrl":"10.1016/j.mulfin.2021.100695","url":null,"abstract":"<div><p>Over the last two decades, the unprecedented expansion of cross-border banking on the African banking market has raised concern about their effects on host countries’ markets. This paper investigates to what extent this expansion has affected competition and cost efficiency in the African banking market using a sample of 429 active commercial banks from 2000 to 2015. Results show that CBB activities enhance competition, mainly driven by African CBB. At the regional scale, these effects are more substantial in Sub-Saharan Africa (SSA) because African CBBs have more expanded their activities in SSA. We also document that more efficient banks alleviate the competition induced by the expansion of African CBBs. The latter exhibit lower efficiency and therefore do not encourage bank efficiency. This study further shows that macroeconomic conditions and institutional variables are essential drivers of bank competition and cost efficiency in Africa. These results are robust to alternative estimation techniques (system-GMM, Quantile regression-Adaptative MCMC, Matching) and proxies of competition and cost efficiency.</p></div>","PeriodicalId":47268,"journal":{"name":"Journal of Multinational Financial Management","volume":"62 ","pages":"Article 100695"},"PeriodicalIF":4.2,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.mulfin.2021.100695","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47104780","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}
Pub Date : 2021-12-01DOI: 10.1016/j.mulfin.2021.100707
Lidia Loban, José Luis Sarto, Luis Vicente
This study identifies the determinants of domestic equity funds that fail to comply with the portfolio concentration limits of the EU Directive 2009/65/EC. This study also determines the characteristics of the stocks subject to these non-compliant portfolios. The empirical application to a comprehensive sample of domestic equity funds registered in the Eurozone provides significant information that can help to improve market supervision in terms of investors’ protection.
{"title":"Determinants of non-compliant equity funds with EU portfolio concentration limits","authors":"Lidia Loban, José Luis Sarto, Luis Vicente","doi":"10.1016/j.mulfin.2021.100707","DOIUrl":"10.1016/j.mulfin.2021.100707","url":null,"abstract":"<div><p>This study identifies the determinants of domestic equity funds that fail to comply with the portfolio concentration limits of the EU Directive 2009/65/EC. This study also determines the characteristics of the stocks subject to these non-compliant portfolios. The empirical application to a comprehensive sample of domestic equity funds registered in the Eurozone provides significant information that can help to improve market supervision in terms of investors’ protection.</p></div>","PeriodicalId":47268,"journal":{"name":"Journal of Multinational Financial Management","volume":"62 ","pages":"Article 100707"},"PeriodicalIF":4.2,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.mulfin.2021.100707","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42408037","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-12-01DOI: 10.1016/j.mulfin.2021.100718
Alina Taran , Can Simga-Mugan , Marilena Mironiuc
Operating segments reporting represents a potential source of information about corporate foreign operations. This paper investigates the country-segment disclosure related to Central and Eastern European (CEE) operations - regarded as potential reporting segments - of multinational corporations (MNCs). The empirical analysis indicates limited information on country segments in general, and a few country segments for CEE operations. The probability of country-segment disclosure depends on size of operations, and host-country economic conditions such as financial risk, competitiveness, ease of doing business and tax rates. The value relevance analysis indicates a significant negative influence of country-segment disclosure of CEE operations on stock prices. These findings provide insights about country-segment disclosure and suggest policy implications of managerial approach for operating segments reporting.
{"title":"Country-segment disclosure of foreign operations from Central and Eastern Europe: Country-level determinants and value relevance","authors":"Alina Taran , Can Simga-Mugan , Marilena Mironiuc","doi":"10.1016/j.mulfin.2021.100718","DOIUrl":"10.1016/j.mulfin.2021.100718","url":null,"abstract":"<div><p>Operating segments reporting represents a potential source of information about corporate foreign operations. This paper investigates the country-segment disclosure related to Central and Eastern European (CEE) operations - regarded as potential reporting segments - of multinational corporations<span> (MNCs). The empirical analysis indicates limited information on country segments in general, and a few country segments for CEE operations. The probability of country-segment disclosure depends on size of operations, and host-country economic conditions such as financial risk, competitiveness, ease of doing business and tax rates. The value relevance analysis indicates a significant negative influence of country-segment disclosure of CEE operations on stock prices. These findings provide insights about country-segment disclosure and suggest policy implications of managerial approach for operating segments reporting.</span></p></div>","PeriodicalId":47268,"journal":{"name":"Journal of Multinational Financial Management","volume":"62 ","pages":"Article 100718"},"PeriodicalIF":4.2,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48641000","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}
Financial institutions have adopted big data to a considerable extent to provide better investment decisions. Consequently, high-frequency algorithmic traders use a vast amount of historical data with various statistical models to maximize their trading profits. Until recently, high-frequency algorithmic trading was the domain of institutional traders with access to supercomputers. Nowadays, any investor can potentially make high-frequency trades because of easy access to big data and software to analyze and execute trades. With that in mind, Borsa Istanbul introduced real time big data analytics as a product to its customers. These analytics are derived in real time from order book and trade data and aim to level the playing field between investment firms and retail traders. Using classical benchmark models in the literature, we show that Borsa Istanbul’s order imbalance-based data analytics are useful in predicting both time-series and cross-sectional intraday excess future returns, proving that this product is extremely beneficial to market participants, particularly day traders.
{"title":"Big data analytics, order imbalance and the predictability of stock returns","authors":"Erdinc Akyildirim , Ahmet Sensoy , Guzhan Gulay , Shaen Corbet , Hajar Novin Salari","doi":"10.1016/j.mulfin.2021.100717","DOIUrl":"10.1016/j.mulfin.2021.100717","url":null,"abstract":"<div><p>Financial institutions<span> have adopted big data to a considerable extent to provide better investment decisions. Consequently, high-frequency algorithmic traders use a vast amount of historical data with various statistical models to maximize their trading profits. Until recently, high-frequency algorithmic trading<span> was the domain of institutional traders with access to supercomputers. Nowadays, any investor can potentially make high-frequency trades because of easy access to big data and software to analyze and execute trades. With that in mind, Borsa Istanbul introduced real time big data analytics as a product to its customers. These analytics are derived in real time from order book and trade data and aim to level the playing field between investment firms and retail traders. Using classical benchmark models in the literature, we show that Borsa Istanbul’s order imbalance-based data analytics are useful in predicting both time-series and cross-sectional intraday excess future returns, proving that this product is extremely beneficial to market participants, particularly day traders.</span></span></p></div>","PeriodicalId":47268,"journal":{"name":"Journal of Multinational Financial Management","volume":"62 ","pages":"Article 100717"},"PeriodicalIF":4.2,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41544485","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}
Pub Date : 2021-12-01DOI: 10.1016/j.mulfin.2021.100693
Ashraf Khan , M. Kabir Hassan , Andrea Paltrinieri , Salman Bahoo
The recent wave of liberalization in Gulf Cooperation Council (GCC) countries has opened up a debate on the role of Islamic finance in the financial development of an economy. Using a comprehensive dataset of 43 Islamic and 49 conventional banks for the period 2007–2015, in this paper, we investigate the impact of trade and financial openness on financial development in the GCC region. We find that trade and financial openness have a positive effect on the profitability of both banking systems, while the interaction term of openness is negative for the profitability of Islamic banks. Moreover, trade and financial openness affect Islamic banks differently than conventional banks. Notably, we unveil that trade and financial openness decrease the loan volume of Islamic banks but increase their stability.
{"title":"Trade, financial openness and dual banking economies: Evidence from GCC Region","authors":"Ashraf Khan , M. Kabir Hassan , Andrea Paltrinieri , Salman Bahoo","doi":"10.1016/j.mulfin.2021.100693","DOIUrl":"10.1016/j.mulfin.2021.100693","url":null,"abstract":"<div><p>The recent wave of liberalization in Gulf Cooperation Council (GCC) countries has opened up a debate on the role of Islamic finance in the financial development of an economy. Using a comprehensive dataset of 43 Islamic and 49 conventional banks for the period 2007–2015, in this paper, we investigate the impact of trade and financial openness on financial development in the GCC region. We find that trade and financial openness have a positive effect on the profitability of both banking systems, while the interaction term of openness is negative for the profitability of Islamic banks. Moreover, trade and financial openness affect Islamic banks differently than conventional banks. Notably, we unveil that trade and financial openness decrease the loan volume of Islamic banks but increase their stability.</p></div>","PeriodicalId":47268,"journal":{"name":"Journal of Multinational Financial Management","volume":"62 ","pages":"Article 100693"},"PeriodicalIF":4.2,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.mulfin.2021.100693","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42523673","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}
Pub Date : 2021-12-01DOI: 10.1016/j.mulfin.2021.100706
Jing Jin , Rose C. Liao , Gilberto Loureiro
Using a large sample of 1017 multinational parents with 13,758 affiliates and 3588 local firms in 26 countries, we examine the impact of currency crises on multinational firms and local firms between 2006 and 2014. We find that multinational affiliates use their internal capital markets to capitalize on the benefits of large currency depreciations and increase sales and investment significantly more than local firms. We trace this differential response to the use of foreign currency debt. We find that local firms without foreign currency debt are less affected by currency depreciations. In addition, multinational affiliates whose parent firms are also affected by a currency crisis in their home country experience a larger decrease in sales and investment. Our results are not driven by the global financial crisis years.
{"title":"The diverse effects of currency crises on multinational and local firms: The use of foreign currency debt","authors":"Jing Jin , Rose C. Liao , Gilberto Loureiro","doi":"10.1016/j.mulfin.2021.100706","DOIUrl":"10.1016/j.mulfin.2021.100706","url":null,"abstract":"<div><p><span>Using a large sample of 1017 multinational parents with 13,758 affiliates and 3588 local firms in 26 countries, we examine the impact of currency crises on multinational firms and local firms between 2006 and 2014. We find that multinational affiliates use their </span>internal capital markets to capitalize on the benefits of large currency depreciations and increase sales and investment significantly more than local firms. We trace this differential response to the use of foreign currency debt. We find that local firms without foreign currency debt are less affected by currency depreciations. In addition, multinational affiliates whose parent firms are also affected by a currency crisis in their home country experience a larger decrease in sales and investment. Our results are not driven by the global financial crisis years.</p></div>","PeriodicalId":47268,"journal":{"name":"Journal of Multinational Financial Management","volume":"62 ","pages":"Article 100706"},"PeriodicalIF":4.2,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.mulfin.2021.100706","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"49556361","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}
Pub Date : 2021-09-01DOI: 10.1016/j.mulfin.2021.100682
Mollah Aminul Islam , Haiyun Liu , Muhammad Asif Khan , Md Tariqul Islam , Md Reza Sultanuzzaman
This study empirically examines the role of foreign direct investment (FDI) in triggering financial deepening (FD) in the Southeast Asian region. More specifically, it investigates the direct and indirect role of FDI in enhancing the level of FD. The findings of the robust feasible generalized least squares (FGLS) and panel-corrected standard errors (PCSE) estimators suggest that FDI acts as an essential stimulator to FD in the region – directly as well as indirectly through money supply. The results are robust under alternative specifications and institutional measures. The study recommends policymakers to carefully consider the channel of money supply that substantially influences FDI to stimulate the level of FD. In addition, it is important to understand the dynamic role of the institutional framework and other macroeconomic variables in this nexus.
{"title":"Does foreign direct investment deepen the financial system in Southeast Asian economies?","authors":"Mollah Aminul Islam , Haiyun Liu , Muhammad Asif Khan , Md Tariqul Islam , Md Reza Sultanuzzaman","doi":"10.1016/j.mulfin.2021.100682","DOIUrl":"10.1016/j.mulfin.2021.100682","url":null,"abstract":"<div><p>This study empirically examines the role of foreign direct investment (FDI) in triggering financial deepening (FD) in the Southeast Asian region. More specifically, it investigates the direct and indirect role of FDI in enhancing the level of FD. The findings of the robust feasible generalized least squares (FGLS) and panel-corrected standard errors (PCSE) estimators suggest that FDI acts as an essential stimulator to FD in the region – directly as well as indirectly through money supply. The results are robust under alternative specifications and institutional measures. The study recommends policymakers to carefully consider the channel of money supply that substantially influences FDI to stimulate the level of FD. In addition, it is important to understand the dynamic role of the institutional framework and other macroeconomic variables in this nexus.</p></div>","PeriodicalId":47268,"journal":{"name":"Journal of Multinational Financial Management","volume":"61 ","pages":"Article 100682"},"PeriodicalIF":4.2,"publicationDate":"2021-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.mulfin.2021.100682","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46264747","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}