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40 pages, 4919 KB  
Article
Membership Bundling in Platform Competition: To Bundle Add-Ons Together or Separately?
by Junmin Zhou and Weijun Zeng
J. Theor. Appl. Electron. Commer. Res. 2026, 21(2), 54; https://doi.org/10.3390/jtaer21020054 - 3 Feb 2026
Viewed by 1082
Abstract
Platforms are increasingly adopting membership bundling strategies to strengthen competitiveness. This paper explores how duopoly platforms bundle their membership services (the base products) with those provided by other platforms (add-ons) through a game-theoretic lens. We focus on the competing platforms’ strategic decisions to [...] Read more.
Platforms are increasingly adopting membership bundling strategies to strengthen competitiveness. This paper explores how duopoly platforms bundle their membership services (the base products) with those provided by other platforms (add-ons) through a game-theoretic lens. We focus on the competing platforms’ strategic decisions to bundle different add-ons together or separately by examining three key determinants: the quality gap between the base products, the quality of versus consumer preference for the add-ons, and the profit-sharing ratio to partners who offer the add-ons. First, with comparable base-good qualities, symmetric bundling emerges in equilibrium. Specifically, simultaneously bundling add-ons together (or separately) dominates when the add-on quality (or the consumers’ preference) mainly drives purchase. Second, significant quality disparity in the base goods leads to asymmetric equilibria: the high-quality platform strategically selects the bundling mode, together or separately, that minimizes the profit-sharing payouts, forcing the low-quality rival to adopt a different strategy. Finally, when the base goods have similar quality, the platform competition can largely yield optimal welfare outcomes. With a significant quality disparity, however, the equilibrium strategies may deviate from social efficiency. Our study advances understanding of platform competition with membership bundling and offers regulatory insights for social planners to strategically intervene in platforms’ membership bundling decisions. Full article
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30 pages, 495 KB  
Article
Does ESG Index Recognition Improve Firm Performance? Evidence from Thailand’s ESG100 Using Staggered Difference-in-Differences
by Nuthawut Sabsombat, Wiparat Suralai and Phichayada Donsomjitr
J. Risk Financial Manag. 2025, 18(12), 684; https://doi.org/10.3390/jrfm18120684 - 2 Dec 2025
Cited by 2 | Viewed by 1715
Abstract
In the context of rising investor interest in Environmental, Social, and Governance (ESG) benchmarks, this study examines whether first-time inclusion in Thailand’s ESG100 index improves firm performance. Performance is measured along three dimensions: accounting (return on assets, return on equity), market valuation (Tobin’s [...] Read more.
In the context of rising investor interest in Environmental, Social, and Governance (ESG) benchmarks, this study examines whether first-time inclusion in Thailand’s ESG100 index improves firm performance. Performance is measured along three dimensions: accounting (return on assets, return on equity), market valuation (Tobin’s Q, market-to-book ratio), and payout policy (dividend ratio, dividend yield). Using a rigorous staggered Difference-in-Differences (DiD) framework—incorporating both traditional DiD and modern estimators by Callaway and Sant’Anna and Sun and Abraham—alongside propensity score matching to address treatment timing and selection bias, this methodology ensures robust identification. Results indicate that ESG100 inclusion does not improve short-term accounting or market performance, with robustness tests indicating slight declines. However, firms newly included in ESG100 significantly increase dividend payouts. We also find that firm size moderates these effects: large firms experience improvements in ROA and ROE, while smaller firms show limited or negative responses. In contrast, market valuation and payout responses do not vary by firm size. These findings refine stakeholder and agency theories in an emerging-market context by showing that ESG recognition influences cash distribution policies more than accounting metrics or market prices. By differentiating these effects, this paper contributes to theory and practice around ESG adoption in emerging economies and discusses implications for corporate ESG strategy and policy in the Asia-Pacific region. Full article
(This article belongs to the Section Sustainability and Finance)
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30 pages, 546 KB  
Article
Beyond the Hype: What Drives the Profitability of S&P 500 Technology Firms?
by Georgiana Danilov
J. Risk Financial Manag. 2025, 18(11), 641; https://doi.org/10.3390/jrfm18110641 - 13 Nov 2025
Viewed by 1928
Abstract
The corporate finance field is inherently engaging, with a strong focus on factors influencing various performance indicators. This study analyzes 66 companies from the Information and Technology sector, all part of the Standard and Poor’s 500 index, over a 22-year period from 2003 [...] Read more.
The corporate finance field is inherently engaging, with a strong focus on factors influencing various performance indicators. This study analyzes 66 companies from the Information and Technology sector, all part of the Standard and Poor’s 500 index, over a 22-year period from 2003 to 2024. I applied linear, nonlinear, and interaction-variable models to identify the causal relationship between profitability and key influencing factors. The results reveal that firm size, sales growth rate, current ratio, long-term debt to total capital, free cash flow, asset turnover, receivable turnover, number of board meetings, percentage of women on the board, CEO age, audit committee independence, the presence of compensation and nomination committees, and a pandemic dummy variable all had positive effects on performance. In contrast, firm age, dividend payout ratio, effective tax rate, board size, CEO duality, and the presence of a corporate social responsibility committee negatively impacted firm performance. This research also explores corporate governance by evaluating the role of regulations and internal policies designed to promote financial transparency and protect shareholders’ interests. Additionally, it highlights the importance of board independence, the effectiveness of specialized committees, and the role of ethical leadership in driving long-term corporate success. Full article
(This article belongs to the Special Issue Emerging Trends and Innovations in Corporate Finance and Governance)
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49 pages, 11300 KB  
Article
Split-Screen Approach to Financial Modeling in Sustainable Fleet Management
by Carlo Alberto Magni, Giomaria Columbu, Davide Baschieri and Manuel Iori
J. Risk Financial Manag. 2025, 18(11), 613; https://doi.org/10.3390/jrfm18110613 - 4 Nov 2025
Viewed by 1724
Abstract
Large-scale transitions to eco-friendly vehicle fleets present complex capital budgeting challenges, requiring the integration of extensive operational data with financial modeling while balancing economic profitability and environmental sustainability. Traditional approaches often struggle to manage this complexity and quantify the inherent trade-offs. This study [...] Read more.
Large-scale transitions to eco-friendly vehicle fleets present complex capital budgeting challenges, requiring the integration of extensive operational data with financial modeling while balancing economic profitability and environmental sustainability. Traditional approaches often struggle to manage this complexity and quantify the inherent trade-offs. This study develops and applies an innovative integrated accounting-and-finance framework to evaluate the economic and environmental implications of green fleet transition projects, explicitly quantifying the trade-off between profitability and sustainability. Focusing on waste vehicle replacement of Iren Spa, a leading European multi-utility company, we employ the recently developed Split-Screen Approach, a unified accounting-and-finance framework grounded in the laws of motion and conservation. It automatically reconciles pro forma financial statements and generates internally consistent valuation metrics, eliminating the manual adjustments and inconsistencies of traditional models. Its built-in diagnostic checks and scalability for highly complex datasets overcome the manual adjustments and inconsistencies inherent in traditional financial models. We process 2303 inputs across multiple “green” scenarios. This methodology integrates an Engineering Model, describing fleet evolution, operating costs, and CO2 reduction, with a HookUp Model, which serves to transform scenarios into well-defined projects. The latter model is then integrated with a Financial Model that generates pro forma financial statements, incorporates financing and payout policies, and assesses economic profitability through Net Present Value (NPV) and consistent accounting rates of return. Together, these elements form a robust framework for managing complex data integration and analysis. Our research reveals a fundamental trade-off: enhanced environmental sustainability (measured by Net Green Value, NGV), which quantifies CO2 reduction, is achieved at the expense of economic profitability, measured by NPV. This financial sacrifice is captured by the Net Value Curve, a Pareto frontier, while the NPV-to-NGV ratio provides “shadow prices” for CO2 reduction, revealing the financial cost per unit of sustainability gained. Based on 21 project scenarios and additional sensitivity analyses on financial inputs and energy prices, the results confirm a decreasing relationship between NGV and NPV. This study makes three main contributions: (1) it demonstrates the practical application of the Split- Screen Approach for capital budgeting under complexity, (2) it introduces the Net Value Curve framework as a useful tool for visualizing and quantifying the trade-off between profitability and sustainability, (3) it provides managers and policymakers actionable insights, supporting more informed decisions in green fleet transition planning where economic and environmental objectives may conflict. The findings provide managers and policymakers with a rigorous and transparent accounting-and-finance framework that enhances the reliability of capital budgeting decisions compared with traditional financial modeling, while offering a Paretian frontier for evaluating environmental trade-offs. Full article
(This article belongs to the Special Issue Business, Finance, and Economic Development)
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22 pages, 609 KB  
Article
The Impact of Fintech on the Stability of Middle Eastern and North African (MENA) Banks
by Aisha Mohammad Afzal, Bashar Abu Khalaf, Maryam Saad Al-Naimi and Enas Samara
Risks 2025, 13(6), 106; https://doi.org/10.3390/risks13060106 - 29 May 2025
Cited by 12 | Viewed by 6540
Abstract
This study investigates the impact of financial technology (Fintech) on bank stability in the Middle East and North Africa (MENA). Utilizing panel data from 94 banks in 10 countries over a 13-year period from 2011 to 2023, this research employs panel GMM regression [...] Read more.
This study investigates the impact of financial technology (Fintech) on bank stability in the Middle East and North Africa (MENA). Utilizing panel data from 94 banks in 10 countries over a 13-year period from 2011 to 2023, this research employs panel GMM regression to examine the relationship between the level of Fintech adoption, as measured by the Fintech index, and a bank’s stability. This paper controls for bank characteristics (efficiency, profitability, size, liquidity risk, and dividend payout ratio) and macroeconomic variables (GDP growth and inflation). The Fintech index is calculated using data text mining from the banks’ annual reports. This research contributes to the existing literature by providing empirical evidence of the positive effects of Fintech adoption in the MENA banking sector. The positive findings underscore the transformative impact of Fintech on banking stability, highlighting the importance of technological integration in MENA’s financial institutions for growth, stability, and effective strategies. The robustness of the results regression confirmed that our findings hold. Full article
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18 pages, 308 KB  
Article
Does Profitability Moderate the Relationship Between the Leverage and Dividend Policy of Manufacturing Firms in Nigeria and South Africa?
by Ovbe Simon Akpadaka, Musa Adeiza Farouk, Dagwom Yohanna Dang and Musa Inuwa Fodio
J. Risk Financial Manag. 2024, 17(12), 563; https://doi.org/10.3390/jrfm17120563 - 16 Dec 2024
Cited by 3 | Viewed by 4941
Abstract
This study examines the moderating role of profitability in the relationship between leverage and dividend policy in listed manufacturing firms in Nigeria and South Africa. Using a sample of 915 firm-year observations from 2013 to 2022, the analysis employs panel Tobit regression to [...] Read more.
This study examines the moderating role of profitability in the relationship between leverage and dividend policy in listed manufacturing firms in Nigeria and South Africa. Using a sample of 915 firm-year observations from 2013 to 2022, the analysis employs panel Tobit regression to manage the censored nature of dividend data, with logistic regression applied as a robustness check. The findings reveal a negative association between leverage and dividend payout ratio for Nigerian firms, while this association is less pronounced and statistically insignificant in South Africa, reflecting a more flexible financial environment. Profitability strengthens the leverage–dividend policy relationship in Nigeria, enabling firms to maintain dividends despite high leverage; however, this moderating effect is weaker in South Africa. These results underscore the importance of context-specific financial strategies, recommending that Nigerian policymakers improve access to affordable credit, while South African policymakers focus on sustaining market stability. This study advances the understanding of dividend policy in emerging markets by clarifying how leverage and profitability interact to shape dividend practices. Full article
(This article belongs to the Special Issue Featured Papers in Corporate Finance and Governance)
14 pages, 1773 KB  
Article
Navigating Risk Aversion and Regret
by Miwaka Yamashita
Int. J. Financial Stud. 2024, 12(2), 46; https://doi.org/10.3390/ijfs12020046 - 11 May 2024
Viewed by 2014
Abstract
This study investigates the distinctive modeling of regret utility when compared with common utility. I also introduce the interplay between common utility and regret utility. Using this model, I examine the differences in decision making, which encompasses issues such as risk sharing and [...] Read more.
This study investigates the distinctive modeling of regret utility when compared with common utility. I also introduce the interplay between common utility and regret utility. Using this model, I examine the differences in decision making, which encompasses issues such as risk sharing and principal–agent dilemmas. Regret utility is set so that its risk aversion shows common utility’s prudence (i.e., downside risk aversion). This paper reveals, both qualitatively and quantitively and with a concrete model, that regret utility leads to a more balanced and optimal ratio of agent payouts to outputs compared with common utility, meaning when major outputs are kept by principal, there are relatively larger agent payouts, and when major outputs are kept by the agent, there are relatively smaller agent payouts. This means that regret makes a more balanced distribution, and regret utility is more conservative (not biased). In addition, preliminary empirical research was performed in which people were asked risk preference or averseness questions, and their risk averseness was calculated by using the CRRA (Constant Relative Risk Aversion) utility function. The regret condition leads to a more conservative attitude. Furthermore, the regret model can be used in other areas, like in conservative investment portfolio optimization. Full article
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12 pages, 274 KB  
Article
The Effect of Cash Holdings on Financial Performance: Evidence from Middle Eastern and North African Countries
by Ilker Yilmaz and Ahmed Samour
J. Risk Financial Manag. 2024, 17(2), 53; https://doi.org/10.3390/jrfm17020053 - 30 Jan 2024
Cited by 13 | Viewed by 9521
Abstract
This work aimed to examine the effect of corporate cash holdings on financial performance. The data covered 536 non-financial firms for the 2006–2020 period from 11 MENA region countries. This study used fixed- and random-effects testing models. To the best of the authors’ [...] Read more.
This work aimed to examine the effect of corporate cash holdings on financial performance. The data covered 536 non-financial firms for the 2006–2020 period from 11 MENA region countries. This study used fixed- and random-effects testing models. To the best of the authors’ knowledge, this is the first study that aimed to study the effect of corporate cash holdings on financial performance in MENA countries in two aspects: linear and non-linear relationships. By using the return on assets, return on equity, earnings before interest, and the tax margin as the indicators of financial performance, we developed two groups of models investigating the linear and non-linear relationships between cash holdings and profitability measures. The models included several control variables, namely leverage, firm size, sales growth rate, tangibility, dividend pay-out ratio, and gross domestic product (GDP) growth rate. The results of this study revealed that both the linear and non-linear models produced significant results for the return on assets and the return on equity, but for the earnings before interest and tax margins, the linear model was insignificant. The non-linear models indicated an optimal level of cash holdings. In this context, the policymakers must actively evaluate these policies, such as working capital management and its effect on financial performance. In addition, the policymakers must consider macroeconomic conditions when designing corporate cash-holding policies. Full article
(This article belongs to the Section Risk)
15 pages, 1900 KB  
Article
The Relationship between Promoters’ Holdings, Institutional Holdings, Dividend Payout Ratio and Firm Value: The Firm Age and Size as Moderators
by Balamuralikrishnan Chakkravarthy, Francis Gnanasekar Irudayasamy, Arul Ramanatha Pillai, Rajesh Elangovan, Natarajan Rengaraju and Satyanarayana Parayitam
J. Risk Financial Manag. 2023, 16(11), 489; https://doi.org/10.3390/jrfm16110489 - 20 Nov 2023
Cited by 3 | Viewed by 5157
Abstract
The present paper aims to empirically examine the effect of promoters’ holdings and institutional holdings on dividend payout ratio and the firm value. Most importantly, this paper explores the age and size of the firm as the moderators in the relationships. Data collected [...] Read more.
The present paper aims to empirically examine the effect of promoters’ holdings and institutional holdings on dividend payout ratio and the firm value. Most importantly, this paper explores the age and size of the firm as the moderators in the relationships. Data collected from 23 companies from India and 253 data points were analyzed to test the hypothesized relationships. The results indicate that promoters’ holdings and institutional holdings are positively associated with dividend payout ratio and firm value. Further, moderator hypotheses suggest that (i) firm age moderates the relationship between promoters’ holdings and dividend payout ratio, (ii) firm size moderates the relationship between institutional holdings and dividend payout ratio, (iii) firm age moderates the relationship between promoters’ holdings and firm value, and (iv) firm size moderates the relationship between institutional holdings and firm value. The implications for theory and practice are discussed. The conceptual model developed and tested in this research contributes to both the literature on dividend payout ratio and firm value and to the needs of institutional investors interested in increasing the firm value. Full article
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19 pages, 368 KB  
Article
Role of Bank Credit and External Commercial Borrowings in Working Capital Financing: Evidence from Indian Manufacturing Firms
by Daitri Tiwary and Samit Paul
J. Risk Financial Manag. 2023, 16(11), 468; https://doi.org/10.3390/jrfm16110468 - 31 Oct 2023
Cited by 5 | Viewed by 5311
Abstract
Determinants and levels of working capital financing (WCF) in the manufacturing sector have been empirically proven to impact firm profitability across emerging as well as developed nations. With time, firms adjust toward financing their working capital requirement (WCR), although the speed of adjustment, [...] Read more.
Determinants and levels of working capital financing (WCF) in the manufacturing sector have been empirically proven to impact firm profitability across emerging as well as developed nations. With time, firms adjust toward financing their working capital requirement (WCR), although the speed of adjustment, financing constraints, and bargaining power are subject to variations. In this study, we estimate the effect of bank credit and firm foreign currency borrowing on working capital financing with three distinct models for manufacturing firms in India. We examine the relationship between short-term foreign currency borrowings and WCF. Further, we investigate if the internal capital market affects WCF in the form of business group affiliation; lastly, we assess the impact of bank dependency and financial distress on WCF. We conclude that the debt–equity ratio becomes relevant, whereas firm characteristics such as age, size, and asset tangibility become irrelevant. Our original contribution to the literature is the finding that even smaller emerging market firms with well-managed, low debt exposure have improved access to WCF. Our results support that financial distress negatively impacts WCF but deviates from macroeconomic fundamentals, such as the GDP growth rate. This indicates deterioration in the health of Indian manufacturing, as a capital-intensive sector. Bank dependency remains significant, wherein smaller firms and those without a dividend pay-out continue to have longer cash conversion cycles and less efficient WCR. As a unique finding, we note foreign currency borrowings significantly contribute to WCF in the case of less developed credit markets in emerging economies such as India. Full article
(This article belongs to the Special Issue Emerging Markets II)
18 pages, 3722 KB  
Article
Forecasting Agricultural Financial Weather Risk Using PCA and SSA in an Index Insurance Model in Low-Income Economies
by Adriana L. Abrego-Perez, Natalia Pacheco-Carvajal and Maria C. Diaz-Jimenez
Appl. Sci. 2023, 13(4), 2425; https://doi.org/10.3390/app13042425 - 13 Feb 2023
Cited by 12 | Viewed by 4752
Abstract
This article presents a novel methodology to assess the financial risk to crops in highly weather-volatile regions. We use data-driven methodologies that use singular value decomposition techniques in a low-income economy. The risk measure is first derived by applying data-driven frameworks, a Principal [...] Read more.
This article presents a novel methodology to assess the financial risk to crops in highly weather-volatile regions. We use data-driven methodologies that use singular value decomposition techniques in a low-income economy. The risk measure is first derived by applying data-driven frameworks, a Principal Component Analysis (PCA), and Singular Spectrum Analysis (SSA) to productive coffee crops in Colombia (163 weather stations) during 2010–2019. The objective is to understand the future implications that index insurance tools will have on strategic economic crops in the country. The first stage includes the identification of the PCA components at the country level. The risk measure, payouts-in-exceedance ratio, or POER, is derived from an analysis of the most volatile-weather-producing regions. It is obtained from a linear index insurance model applied to the extracted singular-decomposed tendencies through SSA on first-component data. The financial risk measure due to weather volatilities serves to predict the future implications of the payouts-in-exceedance in both seasons—wet and dry. The results show that the first PCA component contributes to forty percent of the total variance. The seasonal forecast analysis for the next 24 months shows increasing additional payouts (PO), especially during the wet season. This is caused by the increasing average precipitation tendency component with POERs of 18 and 60 percent in the first and second years. The findings provide important insights into designing agricultural hedging insurance instruments in low-income economies that are reliant on the export of strategic crops, as is the case of Colombian coffee. Full article
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19 pages, 390 KB  
Article
Determinants of Dividend Policy: The Case of the Casablanca Stock Exchange
by Reda Louziri and Khadija Oubal
J. Risk Financial Manag. 2022, 15(12), 548; https://doi.org/10.3390/jrfm15120548 - 24 Nov 2022
Cited by 12 | Viewed by 14260
Abstract
This article investigates the determinants of dividend policy on the Casablanca stock exchange. The variables tested were based on the main theories of dividend policy, and the fixed effect model was used to test panel data over a period of 16 years from [...] Read more.
This article investigates the determinants of dividend policy on the Casablanca stock exchange. The variables tested were based on the main theories of dividend policy, and the fixed effect model was used to test panel data over a period of 16 years from 2003 to 2018. The eight independent variables tested were profitability, firm size, retained earnings, firm age, leverage, growth opportunities, price to earnings (P/E) and a dummy variable introduced for financial companies. To corroborate the results, two proxies were used to test the dependent variable: dividend yield and payout ratio. The results led to the identification of three significant determinants of dividend policy, which are firm age, growth opportunities and firm size. The negative correlation between the variables of firm size and firm age with dividend policy is explained by signaling theory. On the other hand, the negative correlation between growth opportunities and dividend payments is predicted by different theories, such as agency theory, financial flexibility theory and life cycle theory. This study provides insights for investors, analysts and researchers into dividend policy determinants on the Casablanca stock exchange based on firms’ characteristic variables. Full article
(This article belongs to the Special Issue Empirical Corporate Finance)
10 pages, 272 KB  
Article
Do ADR Firms Have Different Dividend Policies Than U.S. Firms? A Comparative Study
by Shenghui Tong, James Murtagh and Richard Proctor
Int. J. Financial Stud. 2022, 10(1), 14; https://doi.org/10.3390/ijfs10010014 - 18 Feb 2022
Cited by 3 | Viewed by 4015
Abstract
This paper examines and compares the dividend policies of American depository receipt (ADR) firms and U.S. firms and identifies the factors that determine these policies for both types of companies. We find that ADR firms have higher dividend yields than U.S. firms, while [...] Read more.
This paper examines and compares the dividend policies of American depository receipt (ADR) firms and U.S. firms and identifies the factors that determine these policies for both types of companies. We find that ADR firms have higher dividend yields than U.S. firms, while U.S. firms have higher stock repurchase ratios than ADR firms. Results from univariate comparisons and multivariate analysis show that the determining factors of dividend payout and stock repurchases differ between these two types of firms. This finding holds for the robustness check conducted in this study. This paper provides further evidence regarding dividend policies of ADR firms and sheds light on the differences in dividend policies between non-U.S. firm and U.S. firms. Full article
38 pages, 979 KB  
Article
Impact of Elimination of Dividend Distribution Tax on Indian Corporate Firms Amid COVID Disruptions
by Anshu Agrawal
J. Risk Financial Manag. 2021, 14(9), 413; https://doi.org/10.3390/jrfm14090413 - 1 Sep 2021
Cited by 6 | Viewed by 13702
Abstract
Economic fallouts from COVID-19 have been unprecedented across all industries, with a handful of exceptions. The present study attempts to capture the impact of dividend distribution tax elimination, introduced through the Indian Finance Act 2020, on corporate dividend behavior in India. It explores [...] Read more.
Economic fallouts from COVID-19 have been unprecedented across all industries, with a handful of exceptions. The present study attempts to capture the impact of dividend distribution tax elimination, introduced through the Indian Finance Act 2020, on corporate dividend behavior in India. It explores the determinants of dividend payouts, changing payout decisions, dividend behavior of regular payers, and the prevalence of factors associated with changing payouts. Out of the top 1000 firms, based on their market capitalization at the Bombay Stock Exchange, 509 non-financial firms pursuing consistent dividend payments from 2015 to 2019 are analyzed. The study also examines the dividend behavior of regular payers exhibiting a stable or step-up payout from 2015 to 2019. COVID’s impact on the firm’s financial performance and sentiments seems to dominate, suppressing investors’ expectations of enhanced payouts associated with dividend distribution tax advantages, with considerable reductions in payouts and omissions shown by regular and irregular payers in 2020 and 2021 vis-à-vis the preceding years. The findings signify that the dividend payouts of sample firms are positively associated with the firms’ size, MBV ratio, and past dividends, and negatively allied with free cash flows and the EBITDA margin. Regular payers are observed to be more sensitive to past dividends. The study lends credence to the conservatism and prevalence of signaling and catering theories in the dividend behavior of Indian corporate firms. Full article
(This article belongs to the Special Issue Economic and Financial Implications of COVID-19)
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15 pages, 812 KB  
Article
Establishing a Dynamic Capital Structure Model for Company Sustainability Performance Using Data Mining Techniques
by Mu-Jung Huang, Kuo-Chih Cheng, Ching-Ju Huang, Kun-Meng Lin, Huo-Ming Wang, Cheng-Kuo Chuang and Ming-Cheng Wu
Sustainability 2021, 13(11), 6026; https://doi.org/10.3390/su13116026 - 27 May 2021
Cited by 3 | Viewed by 4468
Abstract
In order to reconsider the changes of adjustment speed caused by the recapitalization cost, this research adopted dynamic capital structure theory with adjustment speed as one of the independent variables to analyze the relationship between capital structure and company performance. Instead of applying [...] Read more.
In order to reconsider the changes of adjustment speed caused by the recapitalization cost, this research adopted dynamic capital structure theory with adjustment speed as one of the independent variables to analyze the relationship between capital structure and company performance. Instead of applying the commonly used regression models, this research used the decision tree C4.5 algorithm and association rules of priori algorithm. Taking the predictive models created by the decision tree as the main result and supporting it with association rules which help to explain the relationships between capital structure and company performance, this research shows how capital structure influences company performance. As the result presents, a company tends to have better performance when its debt ratio is low, and Tobin’s Q and ROA will turn worse as the ratio gets higher. However, maybe because of the financial leverage, ROE will not decrease when the ratio is high but will increase instead. In addition, this research found out that adjustment speed is negatively related to company performance, meaning that even though a company is more flexible in adjusting itself, it might still perform badly since it is deviating from its optimum leverage. This research found that not only capital structure, but other variables such as price-earnings ratio, research and development expense ratio, and dividend payout ratio also determine a company’s performance. Full article
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