Least Square Dummy Variable Research Articles

Augmenting commercial banks’ other income through off-balance sheet activities in relation to their determinants in the Indian banking system

ABSTRACT COVID-19 has a devastating impact on the global economy, particularly on robustness and resilience of emerging and developing economies’ (EMDE’s) economic-cum-financial systems. Reinventing banking practices with strategies are indispensable for sustainable growth. EMDEs like India have distinct country-specific business models. We aim to devise a sustainable model for augmenting banks’ other income; analyzing off-balance sheet (OBS) activities in India, which may be applied in EMDEs’ efficacy. We apply least-squares dummy variables and ordinary least squares models for fixed-effect regression analysis on OBS from 1996-2019. Regulatory determinants like capital adequacy, net non-performing assets, liquidity have more significant impact on OBS than bank-specific variables like bank size or macroeconomic like GDP. OBS can generate revenue is exemplified by strong relation to other income. Findings reveal that while assessing impact of COVID-19 on-balance sheets, banks should prioritize capital and contingency liquidity planning, focusing on OBS activities to augment other income in the revival strategy.

Legal origins and innovation: Global evidence

This paper presents cross-country evidence on whether and how legal origins affect technical innovation. Using panel data on 120 countries between 1996 and 2019 and the Least Square Dummy Variable (LSDV) approach, we find that common law countries generally perform better in both technology innovation inputs and outputs than their civil law counterparts. Interestingly, we further present that French civil law countries exhibit the worst innovative performance, whereas German and Scandinavian civil law countries might even exceed common law countries in technical innovation. At least, there is no solid evidence to show that common law countries outperform German and Scandinavian civil law countries in technical innovation. Our findings further show that legal origins affect technical innovation via the political channel and the adaptation channel, and that legal origins’ actual role in technical innovation correlates with their impacts on financial development and private property protection. Our study offers new insight into legal origins’ economic consequences.

Planning Consistency and the Political Budget Cycle in Indonesia

This study aims to find empirical evidence of the relationship between planning and the practices associated with political budget cycles in Indonesia, with reference to the simultaneous regional head elections held in 2017 and 2018. A fixed-effect method using least-square dummy variables analyzes the role of planning in the relationship between local-government spending and political budget cycle behaviors. The results indicate that consistency between planning and budgeting can control the discretion applied by regional heads to increase and decrease budget expenditure in the two years before an election, one year before an election and in the election year itself. The magnitude of these reductions or increases differs between types of expenditure. The association between planning and the political budget cycle is significant in the two years before an election for primary expenditure allocations and in a year before an election for allocations of capital expenditure, social assistance, and grants and subsidies.

The Impact of Company Characteristics on Human Resource Disclosure Index: A Study on Service Sector Companies in India

The main purpose of the study is to know the impact of company characteristics on Human Resource Disclosure Index (HRDI) in service sector companies in India. The sample consists of 22 service sector companies listed on the NSE-500 Index. The data of dependent variable are collected from annual reports using the content analysis approach, and the data of independent variables are collected from CMIE Prowess Database and annual reports of the sample companies. The time period of the study ranges from 2012–13 to 2017–18. For analysis, descriptive statistics, Pearson’s correlation matrix and One-way Least-Square Dummy Variable (LSDV) regression model are used. The findings of the study show that the mean percentage of HRDI is 34.26. It represents the low level of HR disclosure. Further, the results of the LSDV regression model demonstrate that net fixed assets, market capitalization, return on total assets, quick ratio and pages of an annual report have significant positive and net sales, profit after tax, current ratio and type of auditor have significant negative influence on the HRDI. Overall, it can be said that the HRDI used in the present study is a first step towards evaluating the voluntary HR disclosure practices of listed companies in India from the stakeholder perspective and voluntary disclosure of HR information help to rebuild the trust of stakeholders in an accounting system.

The Heterogeneous Impact of Financialisation on Economic Growth in the Long Run

Financialisation, i.e., the process by which financial markets and their participants gain more influence over the functioning of enterprises/companies and the framework of the financial system, changes the functioning of the economic system, both at the macro- and microeconomic level. There is no doubt that financialisation impacts economic growth. Still, research does not substantiate the heterogeneity of financialisation effects and does not provide a comprehensive analysis of the sources of heterogeneity. In most cases, researchers provide only theoretical insights into what may lead to different effects of financialisation on economic growth. This study empirically examines whether institutional quality and economic development intermediate the relationship between financialisation and economic growth using a panel of 96 countries over the period of 1996–2017 and least squares dummy variables (LSDV) estimator. We found that the impact of financialisation on economic growth differs across countries and that institutional quality and economic development are the sources of the heterogeneous impact of financialisation on economic growth.

What is the impact of financial depth on economic growth within middle income countries?

This paper utilizes the Least Squares Dummy Variables (LSDV) technique in investigating the effect of financial depth on economic growth within a sample of middle-income countries, over the period 2005–2017. The research finds that financial depth has a negative impact on real GDP growth within middle-income countries. This result is robust to the use of alternative measures of financial depth, the use of per capita GDP growth as a proxy for economic growth, the inclusion of dummy variables to control for the 2007–2010 global financial crisis, the exclusion of countries with high average growth as well as across income levels. Based on its findings, this study recommends the need for robust regulations to ensure that the credit facilities of domestic financial institutions are channeled towards productive investments rather than debt servicing.

The analysis of consumption pattern of household the oil palm farmers in labuhanbatu regency

The aim of this research is to recognize the income variable, the economic activity, and the family size determination, also differences in the location of living against oil palm farmer consumption in Labuhanbatu Regency, Indonesia. The Method that used to analyze the data is Multiple Linear Regression model, specified in Least Square Dummy Variable (LSDV) method. The estimation result found that all of independent variable positive significantly influenced the food consumption. Otherwise, the negative one significantly influenced the non-food consumption outcome. The estimation result also found that the level of consumption for many kinds of urban food was fewer than hinterland society food consumption about Rp.1.248.000. However, the urban consumption more excessively than coastal area society about Rp.1.323.000. While the level of consumption outcome for many kinds of non-food urban consumption larger than non-food hinterland consumption about Rp.2.248.000. Also larger than non-food coastal society consumption about Rp.1.376.000. The variation of independent variable capability to explain the food consumption about 92,5 % and non-food consumption outcome about 87,4 %. The specification models were appropriated which the model free of multicollinearity and Heteroscedasticity classic assumption collision

Regional economic integration and economic upgrading in global value chains: selected cases in Africa

This study examined the impact of regional economic integration on economic upgrading in global value chains (GVCs), of the East African Community (EAC), Southern African Customs Union (SACU) and the Economic Community of West African States (ECOWAS), from 2000 to 2015. Using the Least Square Dummy Variable (LSDV) technique, the results showed that regional economic integration is not a significant driver of the economic upgrading of their Members, in GVCs but one-period lagged backward participation in GVCs is. Considering labour productivity as an alternative measure of productivity in the place of productivity linked with participation in GVCs (economic upgrading), regional economic integration turned out to be a weak positively significant determinant. At a disaggregated level, regional economic integration significantly determined labour productivity in both EAC and SACU but not in ECOWAS. More regional efforts are needed to sufficiently aid the contribution of these African RECs to their Members’ economic upgrading in GVCs.

Determinants of Export Demand Function for Malawi Tobacco

This paper examines the export demand function of Malawi tobacco using panel data from 1997 to 2019. It estimates the relationship of tobacco quantity exported with Malawi’s export price, competitor’s export price, Gross Domestic Product (GDP), Real effective exchange rate (REER) as well as the impact of the World Health Organization’s (WHO) Framework Convention on Tobacco Control (FCTC). A double log fixed effects model with driscoll- kraay standard errors as well as fixed effects model with Least Square Dummy Variables (LSDV) model was used for empirical estimation. The empirical results confirmed that there exists a significant relationship among Malawi tobacco export demand, trade partner’s real income and export price. Furthermore, REER was elastic, while own price and cross price elasticities were less than zero. The results indicated that Malawi should take advantage of the high incomes of the tobacco importing countries to enhance international market share.

The Nexus between corporate governance and human resource disclosure: evidence from India

The objective of the present study is to examine the nexus between corporate governance and human resource disclosure in Indian corporate sector. The study is based on 125 companies listed on NSE-200 Index for the time period of ranging from F.Y. 2012-2013 to 2019-2020. For analysis, 'descriptive statistics, Pearson's correlation matrix, two-way least square dummy variable (LSDV) regression model' are used. The outcomes of two-way LSDV regression model depicted that there is a significant positive impact of 'board size, board meeting, market capitalisation, pages of an annual report and a significant negative of board independence, promoter's holding, debt-equity ratio on human resource disclosure index of the selected Indian listed companies'. Overall, it can be said that this research suggests a direction for directors who want to improve the consistency and integrity of their human resource disclosures.

Moderation Effects of Institutional Quality, Diversity, Income inequality and Globalization on Social Cohesion: An Empirical evidence.

Social cohesion is both an end, as well as a mean, to achieve other economic and developmental goals. As an end, a more cohesive society can be thought of as a peaceful place to live in. As a mean, social cohesion has various economic and developmental implications. Therefore, nurturing social cohesion can be a desirable objective and knowing about different determinants of social cohesion can be helpful in this regard. Ethno-linguistic diversity and socioeconomic deprivations have been identified as such determinants in the existing literature. Well-functioning institutions can also be good predictors of social cohesion in a society. They can help to mitigate the negative effects of diversity on social cohesion. However, hardly any study has empirically investigated the moderating effects of institutions on social cohesion. The current study has tried to fill this gap. For this purpose, a cross country analysis has been done by employing the Least Squares Dummy Variables (LSDV) technique for empirical estimations. Institutional quality has been measured with the help of an index that has been constructed by taking into account the political, legal, and economic dimensions of institutional quality. The results suggest that diversity, income inequality, and globalization have negative whereas institutional quality has positive effects on social cohesion. The use of the interactive term of institutional quality with diversity, income inequality, and globalization reveals that institutional quality works to nullify the negative effects of diversity, income inequality, and globalization on social cohesion. .

Does Unemployment Responsiveness to Output Change Depend on Age, Gender, Education, and the Phase of the Business Cycle?

The impact of economic growth on unemployment is commonly agreed and extensively studied. However, how age and gender shape this relationship is not as well explored, while there is an absence of research on whether education plays a role. We apply Okun’s law, aiming to estimate age-, gender- and educational attainment level-specific unemployment rate sensitivity to cyclical output fluctuations. Since the empirical literature provides evidence in favour of the non-linear impact of output change on the unemployment rate, supporting higher effects of recessions than that of expansions, we aim to enrich this analysis by estimating how the impact of positive/negative output change on the specific unemployment rate varies with the level of the total unemployment. The analysis is based on 28 European Union (EU) countries and covers the period of 1995–2019. The equations are estimated by least-squares dummy variables (LSDV), using Prais–Winsten standard errors. For the robustness check, we alternatively used Newey–West standard errors to address serial-correlations and heteroscedasticity, and the Arellano–Bond estimator for some specifications that assume dynamics in the panel. The results support previous findings of male- and youth-specific Okun’s coefficients and reveal that they significantly stand out just over the periods of negative output change. Additionally, we find that educational attainment level is an important factor explaining the heterogeneity of unemployment reaction to output change.

The China–US Trade Dispute: Economic Implications for the ECOWAS Region

The Economic Community of West African States (ECOWAS) region, which is highly dependent on bilateral trade with the United States and China, will be affected by the trade dispute between the two countries. We analysed the implications of the trade dispute on ECOWAS bilateral trade with the two countries with an emphasis on trade in agricultural raw materials, mineral products, and consumer goods. Using historical data of fifteen ECOWAS countries, the study employed Instrumental Variables, Poisson Pseudo Maximum Likelihood (PPML), pooled Ordinary Least Square (OLS) and Least Square Dummy Variable (LSDV). Techniques to show that trade dispute could lead to a fall in exports of agricultural raw materials and mineral products to the United States, but an increase in exports to China. In the case of exports of consumer goods, the trade dispute could lead to a reduction in the ECOWAS’ exports to both the United States and China. The region’s economic diplomacy should promote the interests of its Member States while responding to the needs of the two countries.

Dividend policy and political uncertainty: Does firm maturity matter?

Previous evidence has shown that numerous factors influence dividend policy, but how political uncertainty affects a firm’s cash dividend policy remains blurry. This study examines the relationship between cash dividends and political uncertainty in Nigeria. More so, the study analyses whether this relationship prevails on matured and non-matured firms. The study employed ordinary least squares dummy variable (LSDV) approach with robust standard error on a data set of non-financial listed Nigerian firms. The results revealed that political uncertainty strongly influences firm’s cash dividend, and a matured firm tends to pay greater dividends than non-matured firms (firms with more growth options). Thus, this finding suggests that matured firms pay more dividends during period of political uncertainty. Consequently, the study supported the agency theory and the life cycle theory.

DETERMINANTS OF ASSETS GROWTH OF FOREIGN OWNED BANKS IN INDONESIA

The aim of this research is to assess the dominant factors enabling foreign owned banks to increase their assets in Indonesia and to confirm whether the “follow the customers hypothesis” is also applicable in motivating foreign owned banks to do business in Indonesia to support investment and trade activities of the companies originated from foreign countries. Using the panel data of 28 foreign owned commercial banks in Indonesia between 2006-2015 obtained from Indonesian Banking Directory, Indonesian Banking Statistics databases, foreign country central bank websites, a least square dummy variable (LSDV) regression model was applied to examine the effect of Bilateral Trade, Foreign Direct Investment (FDI), Interest Rate Differences, Domestic Deposits, Parent banks Return on Assets (ROA) and Length of Time presence of the foreign owned banks in Indonesia on Assets or Size of Foreign Owned Banks. The main findings is that the decisions by foreign owned banks to operate and to expand its business in Indonesia is predominantly affected by the increase in realization of projects funded by Foreign Direct Investment from counterpart countries, third parties fund or domestic deposit denominated in foreign currencies, profitability of the parent banks in home country and long time presence in Indonesia to enable parent bank and their branches or subsidiaries gain better operating experience, better general managerial expertise and better knowledge of local environment. Bilateral Trade and Interest Rate Differences between home and host country has no impacts at all on Assets of Foreign Owned Banks. “Follow the customer hypothesis” is applicable in Indonesia only in terms of FDIs but not applicable in terms of bilateral trade. The findings will help management of the banks in designing more reliable business plan and also used as input or tools for policy makers prior issuing the license for the newly open foreign owned banks offices or increase of its branch offices. It is suggested foreign owned banks to consider empowering its trade financing scheme which will increase the banks size or assets.

Analisis Pola Konsumsi Rumah Tangga Petani Kelapa Sawit di Kabupaten Labuhanbatu

The household is the smallest unit in society, so it can be said that household income means community income. This study aims to determine the determination of the variable income, economic activity, and household members, as well as differences in the location of residence to the consumption of oil palm farmers in Labuhanbatu Regency. The method used to analyze data with multiple linear regression models, by certifying in the Least Square Dummy Variable (LSDV) method. The estimation results found that all independent variables were positive and significantly influenced the amount of food consumption, on the contrary were negative and significant towards non-food consumption expenditure. The estimation results also found that the amount of consumption of various types of foodstuffs in urban communities was smaller than the food consumption of inland communities amounting to Rp.1,248,000. However, greater than the consumption of food for coastal communities is Rp. 1,323,800. While the amount of consumption expenditure for various types of non-food for urban communities is greater than non-food consumption for inland communities Rp.2,782,000. And also greater than non-food consumption of coastal communities, namely Rp. 3776 000. Variation in the ability of independent variables in explaining food consumption by 92.5 percent, and expenditure for non-food consumption by 87.4 percent. The model specification is very good with the model being free from violations of the classical assumptions of multicollinearity and heterokedastisitas.
 Keywords: Consumption, Income, Socio-economy, Oil palm Farmers

The Spillover Effects of the US Unconventional Monetary Policy: New Evidence from Asian Developing Countries

This paper aims to trace the monthly responses of equity prices, long-term interest rates, and exchange rates in Asian developing markets to the US unconventional monetary policy (UMP). The main research question is to explore whether UMP shocks exist in those markets. We also consider the differences in the mean responses of those asset prices between traditional and non-traditional monetary policy phases. To address such concerns, we employ a panel vector autoregression with exogenous variables (Panel VARX) model and estimate the model by the least-squares dummy variable (LSDV) estimator in three different periods spanning from 2004M2 to 2018M4. The first finding is that UMP shocks from the US are associated with a surge in equity prices, a decline in long-term interest rates, and an appreciation of currencies in Asian developing markets. In contrast, the conventional monetary policy shocks from the US seem to exert adverse effects on these recipient countries. These empirical results suggest that the policymakers in Asian developing countries should cautiously take into account the spillover effects from the US unconventional monetary policy once it is executed.

Kristalina Georgieva-led IMF Prediction, Shocks, and Stability in the West African Monetary Zone

Two compelling structural break models that deal with a known break (Bai 1997, 2010) and unknown common break (Pesaran, 2006) exist in the literature. However, the methodological framework underpinning structural breaks have enjoyed robust attention and filed with highly technical papers. This study considered the Pesaran CD test for cross-section dependence test, Least Squares Dummy Variable (LSDV) to determine heterogeneity in WAMZ, and Panel-ARDL (PMG) with a dummy variable-calibrated known break date to measure the statistical significance of DUM_FDI, DUM_ODA, DUM_IBRD, and Panel ARDL (PMG) without structural dummy-variable breaks. The motivating question becomes how Kristalina Georgieva-led IMF prediction consequently cascades into an intractable long-run effect on the WAMZ system. Due to the demand shocks from COVID-19 pandemic and supply shocks-supply glut from a price war between Saudi Arabia-Russia which has put the global economy into recession. The stability of the global economy is threatened, thus, since FDI, ODA is an integral part of global reinvested earnings (UNCTAD, 2020), hence this study is apt to unravel the impact of structural breaks in WAMZ arising from prior shocks between 1970-2017 from data sourced from World Development Indicators. This study measured how dummy variable (0, 1) structural breaks in foreign capital inflows (proxy by FDI, ODA, and IBRD) have long-term impacts in stimulating instability in WAMZ. We represented the dummy variable values 0 and 1; where 1 is structural breakpoints dates and afterward and 0 is used to denote before the structural breakpoints date. From the study, we observed that there exists cross-dependence in WAMZ at 1% LOS, heterogeneity also exists in WAMZ. Also, the impacts of structural breakpoints on selected macroeconomic indicators are mixed. The study found that the statistical significance of structural breakpoint at 5% LOS traces the susceptibility WAMZ to the rampaging health-related demand shocks and supply shocks in the long-run. Hence, a recession is likely in WAMZ. The study recommends that the regional government should undertake reforms to consciously diversify their economies and create market fundamental buffers, stimulate productivity and competitive supply frontier with a view to jump-start WAMZ economies from the impact of shocks and disturbances. In addition, provide stabilization funds to mitigate the adverse impact of shock-structural breaks on WAMZ economies.

The Effect of Tuition Fee Constraints on Financial Management: Evidence from Korean Private Universities

This study examined the effect of tuition fee control policy on universities’ financial management. Using data from 93 private universities in Korea from 2006 to 2015, we investigated the effect of tuition fees and government subsidies on labor cost, operating expenses, research expenses, and so on. Based on principal and agency theory, we used the analysis of average percentage change in expenditure and panel data analysis with the help of a Least Squares Dummy Variable (LSDV) model and polynomial regression. The results show that the increase rate of tuition fees decreased after 2011, with government subsidies increasing. The LSDV analysis indicates that universities increase labor costs, operating expenses, and student support fees, while there are no differences in research expenses, laboratory fees, and expenditures from investments and other assets. Polynomial regression reveals that, based on resources, universities behave differently in their spending. With these results, this study suggests a method to lessen information asymmetry and goal conflict, such as a performance-based research system and an incentive-based budget system in universities.

Panel data analysis of employment and unemployment in Sub-Saharan Africa and its impact on annual percentage change in GDP growth

ABSTRACTSub-Sahara Africa has over the years been exposed to diverse arguments and agitations about the provision of employment to alleviate poverty in the sub region with the aim of achieving full employment. Whereas some economists and bibliographers believe of the significant impact that employment and unemployment have on annual percentage change in GDP growth, some do not. The main objective of the study is to access the impact that employment and unemployment have on annual percentage change in GDP growth in Sub-Saharan African countries. World Development Indicator (WDI) data was collected from the World Bank from the year 2000 to 2014 for the purpose of the study. A sample of 12 sub-Saharan African countries were randomly selected using a random number generator and variables taken. Two statistical models were used; the Pooled Ordinary Least Square (OLS) regression model and the Least Square Dummy Variable (LSDV) regression model with fixed effect was used to empirically access impact that employment and unemployment have on annual percentage change in GDP growth. Both the Pooled Ordinary Least Square regression model and the Least Square Dummy Variable regression model tested to be statistically significant but LSDV regression model explained a greater percentage of the variability of the model than the Pooled OLS for employment on GDP growth rate. The pooled OLS regression model was not statistically significant at 5% level of significance in assessing the impact that unemployment has on annual percentage change in GDP growth. Further empirical analysis of the study also revealed a positive relationship between annual percentage change in GDP growth and employment for the female population (Empl15+Female), employment rate for the male population (Empl15+Male) and employment rate for the Total Youth population (Empl15-24 total). Also, an inverse relationship existed between unemployment male youth population (15-24years), and female youth population (15-24years) on annual percentage change in GDP growth. The study can be improved by considering other factors that impact GDP growth other than employment and unemployment.Keywords: Employment, Unemployment, GDP growth rate, Pooled OLS, LSDV