heckman selection model
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2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Xin Wang ◽  
Zhe Zhang ◽  
Ming Jia

PurposeThis study examines how community norms, such as religious atmosphere and economic pressures, affect corporate philanthropic giving. Grounded in upper echelon theory, the authors further focus on how the women on board of directors (BODs) play an important role in the relationship between community norms and corporate philanthropic giving.Design/methodology/approachThis study utilizes a two-stage Heckman selection model to control the sample-selection bias. The final sample includes 8,566 observations for the first stage and 5,575 observations for the second stage. Then, by using a sample of Chinese listed firms in 2010–2014, this study establishes a strong and robust support for the hypotheses.FindingsThis study finds that religious atmosphere is significantly and positively associated with corporate philanthropic giving, whereas the relationship between economic pressure and corporate philanthropy is negative. Furthermore, women on BODs not only strengthen the relationship between religious atmosphere and corporate philanthropic giving but also strengthen the relationship between economic pressure and corporate philanthropic giving.Originality/valueFirst, the authors contribute to community literature by developing a subdivided perspective. The authors provide the first attempt to empirically investigate the hidden association between the two perspectives of community (religious atmosphere and economic pressure) and corporate philanthropic giving. Second, the authors contribute to the literature on corporate philanthropy by expanding the antecedents of corporate philanthropic giving to communities where firms are headquartered. Third, by capturing the multiple identities of women, the authors enrich the study of the influence of minority groups on corporate decision-making. The authors find that gender diversity on BODs strengthen the influence of community norms on corporate philanthropic giving.


2021 ◽  
Author(s):  
Jusheng Shieh ◽  
Xinpeng Xu ◽  
Hua You ◽  
Qifeng Wu

Abstract Background: Catastrophic Medical Insurance (CMI) has been piloted in China Since 2012 and gradually implemented in various regions. Most studies focus on its impact on medical economic risks, and few studies discussed the impact of CMI on health of the elderly.Methods: This study used Chinese Longitudinal Healthy Longevity Survey (CLHLS) data to explore the impact of CMI on health of the elderly. Difference-in-differences (DID) and Propensity score matching-DID were employed to study the health impact of CMI. Heckman selection model was used to study the potential mechanisms.Results: We found that the implementation of CMI improved the mental health of the elderly, and the effect was limited. Moreover, the positive effect of CMI on the health of the elderly was mainly in the high-income group, and CMI had no significant effect on any health indicators of the low-income group population. The potential channel of CMI health improvement was its ability to increase hospitalization rate in the elderly. Conclusions: Therefore, the health promotion and equity of CMI deserve more attention, and the compensation level of CMI needs to be improved under the premise of sustainable and effective supervision of the fund.


2021 ◽  
Vol 6 ◽  
Author(s):  
Nicola De Luigi ◽  
Roberto Rizza ◽  
Federica Santangelo

This paper examines the age at retirement for men and women in Italy. Despite the expansion of women’s educational attainments, they still display lower employment rates, are frequently engaged in involuntary part-time jobs and have more fragmented careers. As a consequence, the mean age at which women receive a pension is higher than that of men. Using Labour Force Survey (2006 and 2012), the authors test the hypothesis that women’s higher age at retirement is determined by a selection bias towards more educated and work oriented women. A Heckman selection model has been developed. Results show that the main disadvantage is suffered by women with medium and low levels of education who show the highest estimated age at retirement, whereas higher educated women retire on average before men with the same level of education. The authors argue that pension policies, without interventions in the field of work-life balance policies, end up penalizing women with lower levels of education.


2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Jianrong Wang ◽  
Haizhi Wang ◽  
Desheng Yin ◽  
Yun Zhu

PurposeThe purpose of this paper is to investigate the role of social capital in the issuances of Rule 144A debt. Using a sample of 1,378 debt offerings from 1997 to 2015 in the US, this paper provides empirical evidence on whether and to what extent social capital affects the cost of Rule 144A debt.Design/methodology/approachThis paper employs a county-level measure of social capital and links social capital to the yield spreads of Rule 144A debt. A Heckman selection model is sued to address the sample selection bias, and an instrumental variable approach and propensity score matching methodology are implemented to deal with the potential endogeneity issue. The authors check for robustness using an alternative measure of social capital.FindingsThe results of the analysis provide evidence that issuers headquartered in the counties with higher levels of social capital experience lower yield spreads in their Rule 144A debt offerings. The findings are robust to a Heckman selection model, an instrumental variable approach and propensity score matching. Furthermore, the analysis reveals the marginal effect of social capital that the effect of social capital is more pronounced for the issuing firms with higher agency cost of debt and lower institutional ownership. The effect of social capital is more prominent after financial crisis.Originality/valueThis paper provides novel evidence of the effect of social capital on the cost of privately placed debt. The issuances of Rule 144A debt are subject to significant information asymmetry and are targeted at sophisticated institutional investors. This paper sheds further light on how institutional investors incorporate the regional social capital in their pricing scheme of private placement of Rule 144A debt.


2021 ◽  
Vol 10 (1) ◽  
Author(s):  
Lamessa T. Abdisa ◽  
Alemu L. Hawitibo

AbstractThe business environment in which a firm operates has an important impact on firm performance. This study examined the impact of credit constraint and power outages on the firm’s investment decision using World Bank Enterprise Survey (WBES) data collected from firms operating in 13 sub-Saharan Africa (SSA) countries. The study employed a two-part model and the Heckman selection model to estimate the impact of lack of access to finance and poor power supply on a firm’s decision to invest in self-generation. The result obtained suggest that there is a negative correlation between credit constraint and a firm’s decision to invest in self-generation. This indicates that credit constraint negatively affects a firm’s decision to invest in self-generation and firms that are credit constrained have less incentive to invest in self-generation compared to those that are not credit constrained. To test the robustness of the result obtained, alternative definitions of credit constraints were used. Results from alternative regressions using different definitions of credit constraints show that credit constraint affects a firm’s decision to invest in self-generation but not the volume of investment.


2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Yaoqin Li ◽  
Xichan Chen ◽  
Wanli Li ◽  
Xixiong Xu

PurposeThis study explores whether and how Buddhism impacts corporate cash holdings. Buddhist culture affects investors' perception of how cash is deployed and then influences corporate cash holdings. This study first examines the impact of Buddhism on corporate cash holdings and then investigates whether formal governance mechanisms such as legal institutions and institutional ownership influence the relationship between Buddhism and corporate cash holdings.Design/methodology/approachThe authors conduct empirical tests with data on Chinese listed companies between 2006 and 2019. Buddhism is measured with the natural logarithm of the number of Buddhist temples within a radius of a certain distance around a firm's headquarters. The authors adopt the OLS method to regress and take the 2SLS method, Heckman selection model and FEVD approach to address the endogeneity issue.FindingsThe results show a positive relationship between Buddhism and corporate cash holdings. This positive relation is more prominent for firms located in regions with weak legal institutions and for firms with low institutional ownership. Further analysis shows that Buddhism works through the channel of alleviating agency problems and finally improves the value of cash to investors.Research limitations/implicationsThe authors’ findings have important implications. First, this study provides inspiration for incorporating the ethical values of traditional cultures, such as Buddhism, into the corporate governance system. Second, the findings imply that informal institutions can influence corporate financial decisions beyond the effect of formal institutions, suggesting that informal systems should be emphasized when dealing with business affairs in countries where legal institutions are relatively weak. Third, the results suggest the significance of encouraging research on religious culture to explore its active role in corporate governance.Originality/valueThis study illustrates the positive value of religious culture in advancing corporate governance by relating Buddhism to corporate cash holdings based on the explanation of investors' perception. It makes a marginal contribution to the literature that investigates the determinants of cash policies and explores the firm-level consequences of religious culture, adding to the research area of culture and corporate finance.


2021 ◽  
pp. 097300522110343
Author(s):  
Castro N. Gichuki ◽  
Charles Wambu Kamau

The purpose of this article is to empirically examine and compare the factors or determinants of financial inclusion in commercial banking institutions, microfinance banks, mobile banking platforms and table banking groups (informal banking groups) in Kenya. The data used in the study were obtained from 631 small and micro-sized (SMS) farming enterprises in Kenya. We use probit model to empirically establish the factors that determine the probability of small and micro-sized farming enterprises in accessing agricultural credit from the four major lending institutions. Also, we apply Heckman selection model to establish the determinants of agricultural credit rationing. OLS model is used to investigate the determinants of agricultural credit delinquency rates in the lending institutions. The results show that female-owned SMS farming enterprises are likely to access less agricultural credit amount from table banking groups, own small farms with no title deed and own less valued assets compared to male-owned SMS farming enterprises which access agricultural credit from commercial banks and microfinance banks. Further results revealed that household dependency ratio was a significant determinant factor in agricultural credit access from mobile banks, commercial banks and table banking groups. Additionally, agricultural credit delinquency in mobile banking is significantly reduced by distance to the banking agent. The availability of mobile banking agencies within village centres would considerably enable agri-entrepreneurs to make credit repayment within the required period.


2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Van Ha ◽  
Mark J. Holmes ◽  
Gazi Hassan

PurposeThis study focuses on the linkages between foreign direct investment and the research and development (R&D) and innovation activity of domestic enterprises in Vietnam.Design/methodology/approachThe Heckman selection model approach is applied to a panel dataset of nearly 7,000 Vietnamese firms for the 2011–2015 study period to investigate the impact of foreign presence on the R&D of local firms through horizontal and vertical linkages. Probit model estimation is employed to examine how foreign investment influences the innovation activity of local companies.FindingsWhile there are a small number of firms carrying out R&D activities in Vietnam, foreign or joint domestic–foreign venture firms are less inclined than domestic firms to undertake R&D. Domestic factors that include capital, labor quality, location and export status of firm have a significant effect on the decision of domestic firms to participate in R&D activity. Only forward linkages and the gross firm output are found to have an impact on the R&D intensity of domestic enterprises, while other factors appear to have no significant influence on how much firms spend on R&D activities.Practical implicationsIn order to promote the R&D activity of domestic firms, policy should focus on (1) the backward linkages between local firms in downstream sectors with their foreign suppliers in upstream sectors, and (2) the internal factors such as labor, capital or location that affect the decisions made by domestic firms.Originality/valueGiven that foreign investment may affect R&D and innovation activity of local firms in host countries, the impact is relatively unexplored for many emerging economies and not so in the case of Vietnam. The availability of a unique survey on Vietnamese firm technology and competitiveness provides the opportunity to address this gap in the literature.


2021 ◽  
Vol 1 (1) ◽  
pp. 29-39
Author(s):  
Zamira Oskonbaeva

Tobacco smoking among youth is a global concern. Tobacco's dangers and the probability of addiction are often underestimated by young people. Preventing tobacco consumption among youth is critical since tobacco-related illnesses will take away the lives of 250 million young people who continue to smoke into adulthood. Youth are more vulnerable to nicotine and may become addicted to it quicker than adults. Even though they decide to stop in a few years, three out of four teen smokers continue to smoke into adulthood due to nicotine addiction. The main purpose of this study is to investigate tobacco consumption of adolescents in Kyrgyzstan. For this aim, a school-based survey of students aged 13-15 years was utilized. Global Youth Tobacco Survey was conducted in 2019. The questionnaire consists of 56 questions. This survey was conducted in order to get knowledge about adolescents’ attitudes about smoking. In the empirical analysis was employed Heckman selection model. In the light of obtained results it can be concluded that the main drivers of tobacco consumption among adolescents are age, gender, amount of spending money, parental smoking status, among others. The results indicate that tobacco consumption is higher among males. Parents smoking habit leads to a higher probability of an adolescents to become a smoker. The outcomes from this study may provide some insights into the policies implemented to lessen smoking among adolescents.


2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Alfonso Camba-Crespo ◽  
José García-Solanes ◽  
Fernando Torrejón-Flores

Purpose This study aims to identify structural breaks in the current account and the periods between these breaks, which the authors name stability spells, and study their characteristics and determinants. Design/methodology/approach Using data from the IMF and the World Bank, this study applies the Lee and Strazicich test to endogenously identify breaks and the Heckman selection model to simultaneously study the determinants of structural breaks and current-account changes after breaks. Findings This study identifies 212 significant structural breaks and 341 stability spells. These spells become shorter and more volatile the further they are from equilibrium, and half of them last 10 years or less. The results show that economic growth and foreign-exchange piling are particularly useful to prevent breaks, while lower per capita income increases exposure to break risks. Originality/value This study introduces the concept of current-account stability spells to refer to the periods between structural breaks. These spells are then studied to determine their main characteristics. The authors also apply a global perspective in their analysis, using a wide sample of 181 economies between 1980 and 2018 and considering positive and negative breaks in both level and trend.


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