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ON DE FINETTI'S OPTIMAL IMPULSE DIVIDEND CONTROL PROBLEM UNDER CHAPTER 11 BANKRUPTCY
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作者 王文元 明瑞星 胡亦钧 《Acta Mathematica Scientia》 SCIE CSCD 2024年第1期215-233,共19页
Motivated by recent advances made in the study of dividend control and risk management problems involving the U.S.bankruptcy code,in this paper we follow[44]to revisit the De Finetti dividend control problem under the... Motivated by recent advances made in the study of dividend control and risk management problems involving the U.S.bankruptcy code,in this paper we follow[44]to revisit the De Finetti dividend control problem under the reorganization process and the regulator's intervention documented in U.S.Chapter 11 bankruptcy.We do this by further accommodating the fixed transaction costs on dividends to imitate the real-world procedure of dividend payments.Incorporating the fixed transaction costs transforms the targeting optimal dividend problem into an impulse control problem rather than a singular control problem,and hence computations and proofs that are distinct from[44]are needed.To account for the financial stress that is due to the more subtle concept of Chapter 11 bankruptcy,the surplus process after dividends is driven by a piece-wise spectrally negative Lévy process with endogenous regime switching.Some explicit expressions of the expected net present values under a double barrier dividend strategy,new to the literature,are established in terms of scale functions.With the help of these expressions,we are able to characterize the optimal strategy among the set of admissible double barrier dividend strategies.When the tail of the Lévy measure is log-convex,this optimal double barrier dividend strategy is then verified as the optimal dividend strategy,solving our optimal impulse control problem. 展开更多
关键词 spectrally negative Lévy process Chapter 11 bankruptcy De Finetti's dividend problem double barrier strategy impulse control
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A“Going Concern”and the Need to Fully Integrate Economics in the Business School Curriculum
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作者 Samuel E.Enajero 《Journal of Modern Accounting and Auditing》 2024年第1期14-19,共6页
In response to the recommendation by the American Assembly of Collegiate Schools of Business(AACSB,2002),which urged business schools to embark on interdisciplinary programs to facilitate boundary-spanning teaching an... In response to the recommendation by the American Assembly of Collegiate Schools of Business(AACSB,2002),which urged business schools to embark on interdisciplinary programs to facilitate boundary-spanning teaching and learning,many colleges have conducted one form of curriculum integration or the other.Many of these team-taught course integrations,however,concentrate on core business courses without reaching out to related courses in other disciplines.Moreover,due to some factors,the informational contents of management disclosures in annual reports and audit unqualified opinions may not align with the future viability of an enterprise.Using a“going concern concept”,this paper demonstrates how the addition of economics in business school curriculum integration could produce well-rounded business graduates.Economics concepts could unambiguously support the tests that cast doubts on firms’ability to continue operations. 展开更多
关键词 audit opinion bankruptcy financial condition going concern shutdown point
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Re-estimation and comparisons of alternative accounting based bankruptcy prediction models for Indian companies
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作者 Bhanu Pratap Singh Alok Kumar Mishra 《Financial Innovation》 2016年第1期59-86,共28页
Background:The suitability and performance of the bankruptcy prediction models is an empirical question.The aim of this paper is to develop a bankruptcy prediction model for Indian manufacturing companies on a sample ... Background:The suitability and performance of the bankruptcy prediction models is an empirical question.The aim of this paper is to develop a bankruptcy prediction model for Indian manufacturing companies on a sample of 208 companies consisting of an equal number of defaulted and non-defaulted firms.Out of 208 companies,130 are used for estimation sample,and 78 are holdout for model validation.The study reestimates the accounting based models such as Altman EI(Journal of Finance 23:19189-209,1968)Z-Score,Ohlson JA(Journal of Accounting Research 18:109-131,1980)Y-Score and Zmijewski ME(Journal of Accounting Research 22:59-82,1984)X-Score model.The paper compares original and re-estimated models to explore the sensitivity of these models towards the change in time periods and financial conditions.Methods:Multiple Discriminant Analysis(MDA)and Probit techniques are employed in the estimation of Z-Score and X-Score models,whereas Logit technique is employed in the estimation of Y-Score and the newly proposed models.The performance of all the original,re-estimated and new proposed models are assessed by predictive accuracy,significance of parameters,long-range accuracy,secondary sample and Receiver Operating Characteristic(ROC)tests.Results:The major findings of the study reveal that the overall predictive accuracy of all the three models improves on estimation and holdout sample when the coefficients are re-estimated.Amongst the contesting models,the new bankruptcy prediction model outperforms other models.Conclusions:The industry specific model should be developed with the new combinations of financial ratios to predict bankruptcy of the firms in a particular country.The study further suggests the coefficients of the models are sensitive to time periods and financial condition.Hence,researchers should be cautioned while choosing the models for bankruptcy prediction to recalculate the models by looking at the recent data in order to get higher predictive accuracy. 展开更多
关键词 bankruptcy prediction Indian manufacturing companies MDA LOGIT PROBIT Unstable coefficient Predictive accuracy Receiver operating characteristic Long range accuracy
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Incorporating Anglo-American Reorganization Provisions in Bankruptcy Law: A 10-year Lesson From Thailand
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作者 Supruet Thavomyutikam Natthinee Sereechettapong 《Chinese Business Review》 2013年第3期151-162,共12页
This paper examines the appropriateness of the adoption of Anglo-American type of reorganization provisions into national bankruptcy law using Thailand as a sample. It argues that such adoption shall be cautious. Sinc... This paper examines the appropriateness of the adoption of Anglo-American type of reorganization provisions into national bankruptcy law using Thailand as a sample. It argues that such adoption shall be cautious. Since Thailand started to accommodate such provisions, reorganization, apparently, has limited usefulness--benefitting only large-scale debtors because it does not fit with the nature of Thai business culture, i.e., the borrowing-lending relationship and less-than-arm's length business connections. On average, only every one in 200 bankruptcy cases employs reorganization; the rest goes for liquidation but the average outstanding debt in reorganization is over 30 times higher than liquidation. Interestingly, the adjudication rate of reorganization is faster than those of liquidation. Debtors' strategic use of the law and the procedural bias are suspected. Debt restructuring led by the central bank in cooperation with commercial banks, instead, is overwhelmingly more successful, equally efficient, and effective because any ailing firm can renegotiate its borrowing contract rather easily in the low transaction cost environment. Debt restructuring outperformed reorganization roughly 800 and two times in terms of cases and debt amount respectively. Thus, the adoption of non-indigenous provisions shall be made prudently. This argument applies towards the standardization of insolvency legislation. Standardizing bankruptcy procedures shall be made carefully and national economic conditions including local business nature and uniqueness are worth examined before any enactment or amendment. Otherwise, benefits of international trade and investment would be achieved at the expense of economic efficiency. 展开更多
关键词 REORGANIZATION bankruptcy INSOLVENCY Thailand standardization of law debt restructuring
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Economic Bankruptcy of the Industries in Mato Grosso,Brazil
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作者 Dilamar Dallemole Jose Ramos Pires Manso Katiane Toldi 《Chinese Business Review》 2020年第2期55-71,共17页
Data from the Commercial Registry of the Mato Grosso State(JUCEMAT)indicate that the number of bankrupted industries exceeded 16 thousand between 2006 and 2016.This is a high number,to the point of questioning which p... Data from the Commercial Registry of the Mato Grosso State(JUCEMAT)indicate that the number of bankrupted industries exceeded 16 thousand between 2006 and 2016.This is a high number,to the point of questioning which particularities are related with the economic bankruptcy in the State.The objective of this study is precisely to analyse the profile of these industries that closed their activities in Mato Grosso,considering the estimated survival rate for the extraction and transformation segments.Also,based on the underlying indicators of factor analysis,the crucial factors for the economic bankruptcy of micro and small enterprises in the state are delineated.The main results point to the generalized consequences arising from the main economic crises,with more aggressive effects for the microenterprises of sand,gravel,and cobble extraction.Aggravated problems included also the food and logging industries,the main activities of the local economy,with more pronounced impacts in the South,Southeast,North and Central-North regions of Mato Grosso.The survival rate declined considerably between 2006 and 2008 and,despite recovery in the following period,it has not yet recovered its best performance.In the case of micro and small transformation industries,the results point to a group with limited managerial capacity and lack of strategic planning before the execution of the main stages of production and commercialization. 展开更多
关键词 economic bankruptcy survival rate factor analysis extraction and transformation industries Mato Grosso
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Fixed Assets Valuation in the Condition of Bankruptcy Risk: The Role of Estimates
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作者 Kinga Bauer 《Journal of Modern Accounting and Auditing》 2014年第6期652-666,共15页
One of the most important issues relating to the economic activity of an enterprise is a reliable valuation of assets. It is also one of the key elements in the condition of bankruptcy risk. The aim of this paper is t... One of the most important issues relating to the economic activity of an enterprise is a reliable valuation of assets. It is also one of the key elements in the condition of bankruptcy risk. The aim of this paper is to present the results of the author's empirical research concerning the usefulness of the estimates in the valuation of fixed assets held by the enterprises facing bankruptcy. The empirical research was carried out on a group of 100 companies on which courts declared bankruptcy in 2011 in Poland. The study sample constitutes 14% of the population and is a significant representation of the phenomenon. For comparisons of the carrying amounts and the estimated values, the assets recognized in the balance sheet under "property, plant, and equipment (PPE)" were selected. During the first stage of the research, the significance of PPE in bankruptcy proceedings was confirmed by comparing the share of their value within the estate with the costs of the proceedings recorded as a percentage of the value of the debtor's estate. In the next stage of the research, comparisons between the carrying amounts and the estimated values were made. Simple regression models were constructed. The research results confirm that in the case of a substantial doubt about an entity's ability to continue as a going concern, the informative value of financial statements is limited and the estimates of the fixed assets value are of fundamental importance. 展开更多
关键词 VALUATION bankruptcy ESTIMATES fixed assets
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Bankruptcy Prediction for Chinese Firms: Comparing Data Mining Tools With Logit Analysis
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作者 Wikil Kwak Xiaoyan Cheng +3 位作者 Jinlan Ni Yong Shi Guan Gong Nian Yan 《Journal of Modern Accounting and Auditing》 2014年第10期1030-1037,共8页
China's capital market is different from that of the US in economic, political, and socio-cultural ways. China's dynamic and fast growing economy for the past decade entails some structural changes and weaknesses an... China's capital market is different from that of the US in economic, political, and socio-cultural ways. China's dynamic and fast growing economy for the past decade entails some structural changes and weaknesses and as a consequence, there are some business failures. We propose bankruptcy prediction models using Chinese firm data via several data mining tools and traditional logit analysis. We used Chinese firm data one year prior to bankruptcy and our results suggest that the financial variables developed by Altman (1968) and Ohlson (1980) perform reasonably well in determining business failures of Chinese firms, but the overall prediction rate is low compared with those of the US or other countries' studies. The reasons for this low prediction rate may be structural weaknesses resulting from China's fast growth and immature capital market. 展开更多
关键词 China bankruptcy data mining logit analysis
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A Statistical Analysis of Reliability of Audit Opinions as Bankruptcy Predictors
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作者 Carlo Caserio Delio Panaro Sara Trucco 《Journal of Modern Accounting and Auditing》 2014年第9期917-931,共15页
This research measures the reliability of audit firms in predicting bankruptcy for United States (US) listed financial institutions. The object of analysis is the going concern opinion (GCO), widely considered as ... This research measures the reliability of audit firms in predicting bankruptcy for United States (US) listed financial institutions. The object of analysis is the going concern opinion (GCO), widely considered as a bankruptcy warning signal to stakeholders. The sample is composed of 42 US listed financial companies that filed for Chapter 11 between 1998 and 2011. To highlight the differences between bankrupting and healthy firms, a matching sample composed of 42 randomly picked healthy US listed financial companies is collected. We concentrate on financial institutions, whereas the existing literature pays considerably greater attention to the industrial sector. This research imbalance is remarkable and particularly unexpected in the wake of recent financial scandals. Literature points out two main approaches on bankruptcy prediction: (1) purely mathematical; and (2) approaches based on a combination of auditor knowledge, expertise, and experience. The use of data mining techniques allows us to benefit from the best features of both approaches. Statistical tools used in the analysis are: Logit regression, support vector machines (SVMs), and an AdaBoost meta-algorithm. Findings show a quite low reliability of GCOs in predicting bankruptcy. It is likely that auditors consider further information in supporting their audit opinions, aside from financial-economic ratios. The scant predictive ability of auditors might be due to critical relationships with distressed clients, as suggested by recent literature. 展开更多
关键词 bankruptcy financial institutions going concern opinion (GCO) data mining
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The Prediction of Bankruptcy in a Construction Industry of Russian Federation
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作者 Elena Makeeva Ekaterina Neretina 《Journal of Modern Accounting and Auditing》 2013年第2期256-271,共16页
The problem of the firm bankruptcy prediction was investigated by foreign researchers in the 1930s and it still remains relevant. Since the publishing of Altman's (1968) major work, based on multiple discriminant a... The problem of the firm bankruptcy prediction was investigated by foreign researchers in the 1930s and it still remains relevant. Since the publishing of Altman's (1968) major work, based on multiple discriminant analysis (MDA), this methodological area has considerably changed. Taking into consideration that new data have appeared in the course of time, companies' average size has changed, and the accounting standards have changed (Altman, Haldeman, & Narayanan, 1977), methods and models should be renewed so as to be appropriate for current situation. The purpose of this paper1 is to reveal factors causing bankruptcy and use models appropriate for prediction bankruptcy in the area of a construction industry during the financial crisis. This investigation has been carried out on the basis of logit and probit analysis. The main reasons of bankruptcy revealed in the course of this investigation are the following: (1) non-optimal capital structure formation; (2) ineffective liquidity management; (3) decrease in assets profitability; and (4) decrease in short-term assets turnover. The most reliable indicators which give warning of bankruptcy ahead of others are financial instability and liquidity ratios. 展开更多
关键词 bankruptcy prediction construction industry logit and probit analysis
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First Bankruptcy Case Settled Publicly
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作者 Wei Jie 《China's Foreign Trade》 1999年第4期17-18,共2页
关键词 CASE First bankruptcy Case Settled Publicly
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CHINA CARRIES OUT ENTERPRISE BANKRUPTCY IN A PLANNED WAY
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《China's Foreign Trade》 2002年第4期12-14,共3页
关键词 CHINA CARRIES OUT ENTERPRISE bankruptcy IN A PLANNED WAY WTO
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Research on the Performance of Listed Companies' Bankruptcy Reorganization -Taking HULUDAO ZINC INDUSTRY CO.,LTD. as an Example
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作者 SONG Qinqin 《International English Education Research》 2018年第2期52-54,共3页
Bankruptcy Reorganization is a legal system to regenerate enterprises that meet the requirements of bankruptcy but have the ability to survive. Since the implementation of Bankruptcy law in 2007?to the end of 2016, t... Bankruptcy Reorganization is a legal system to regenerate enterprises that meet the requirements of bankruptcy but have the ability to survive. Since the implementation of Bankruptcy law in 2007?to the end of 2016, there are already 75 listed companies in the bankruptcy reorganization process to rectify the operation. Bankruptcy Reorganization is becoming an important way for some enterprises to get rid of their difficulties. However, whether the enterprises after the bankruptcy reorganization can really get reborn is worth further study. This article uses HULUDAO ZINC INDUSTRY CO.,LTD. as an example, examines the financial performance and market performance of the company before and after the bankruptcy reorganization, and verifies the effect of the bankruptcy reorganization system in order to provide guidance and suggestions for improving the system of bankruptcy reorganization of the listed companies. 展开更多
关键词 Listed company bankruptcy Reorganization PERFORMANCE
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The Simple Math Error That Can Lead To Bankruptcy
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《数理天地(高中版)》 2020年第3期48-49,共2页
Fifteen years ago,the people of Italy experienced a strange kind of mass hysteria known as"53 fever".The madness centered on the country’s lottery.Players can choose between 11 different wheels,based in cit... Fifteen years ago,the people of Italy experienced a strange kind of mass hysteria known as"53 fever".The madness centered on the country’s lottery.Players can choose between 11 different wheels,based in cities such as Bari,Naples or Venice.Once you have picked which wheels to play,you can then bet on a selection of numbers between 1 and90.Your winnings depend on how much you initially bet,how many numbers you picked and how many you got right.Sometime in 2003,however,the number 53 simply stopped coming up on the Venice wheel-leading punters to place increasingly big bets on the number in the certainty that it must soon make a reappearance.By early 2005,53 fever had apparently led thousands to their financial ruin,the pain of which resulted in a spate of suicides.The hysteria only died away when it finally came up in the 9 February draw,after182 no-shows and four billion euros worth of bets. 展开更多
关键词 SIMPLE MATH bankruptcy
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The joint impact of bankruptcy costs, fire sales and cross-holdings on systemic risk in financial networks 被引量:1
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作者 Stefan Weber Kerstin Weske 《Probability, Uncertainty and Quantitative Risk》 2017年第1期192-229,共38页
The paper presents a comprehensive model of a banking system that integrates network effects,bankruptcy costs,fire sales,and cross-holdings.For the integrated financial market we prove the existence of a price-payment... The paper presents a comprehensive model of a banking system that integrates network effects,bankruptcy costs,fire sales,and cross-holdings.For the integrated financial market we prove the existence of a price-payment equilibrium and design an algorithm for the computation of the greatest and the least equilibrium.The number of defaults corresponding to the greatest price-payment equilibrium is analyzed in several comparative case studies.These illustrate the individual and joint impact of interbank liabilities,bankruptcy costs,fire sales and cross-holdings on systemic risk.We study policy implications and regulatory instruments,including central bank guarantees and quantitative easing,the significance of last wills of financial institutions,and capital requirements. 展开更多
关键词 systemic risk Financial contagion Financial network Cross-holdings Fire sales bankruptcy costs
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OPTIONS-GAME ANALYSIS FOR FIRM WITH INSURED DEBT
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作者 梅正阳 李楚霖 《Acta Mathematica Scientia》 SCIE CSCD 2005年第2期243-247,共5页
The strategic model for insured bond of firm is a new model which is developed based on options pricing model and game theory. When firm’s bond was insured against bankruptcy, some interesting results about endogenou... The strategic model for insured bond of firm is a new model which is developed based on options pricing model and game theory. When firm’s bond was insured against bankruptcy, some interesting results about endogenous bankruptcy and optimal capital structure are obtained. 展开更多
关键词 Insured bond endogenous bankruptcy optimal capital structure
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Health expenditures and personal bankruptcies
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作者 Aparna Mathur 《Health》 2012年第12期1305-1316,共12页
Using household-level data from the Panel Study of Income Dynamics, we estimate the extent to which medical expenses are responsible for driving households to bankruptcy. Our results suggest that an increase of 10 per... Using household-level data from the Panel Study of Income Dynamics, we estimate the extent to which medical expenses are responsible for driving households to bankruptcy. Our results suggest that an increase of 10 percent in medical debts would cause a 27 percent increase in the filing propensity of households with primarily medical debt, and an approximately 36 percent increase in filing propensity of households where medical debts co-exist with primarily credit card debts. Studying the post-bankruptcy scenario, we find that filers are 19 percent less likely to own a home even several years after the filing, compared to non-filers. However, the consequences are less adverse for medical filers i.e. those who filed due to high medical bills compared to other filers. 展开更多
关键词 PERSONAL bankruptcy MEDICAL DEBTS PROBIT MODEL
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Predicting Business Insolvency: The Latvian Experience
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作者 Ruta Sneidere Inta Bruna 《Journal of Modern Accounting and Auditing》 2011年第5期487-497,共11页
This paper presents investigations of bankruptcy predicting models which can be useful for external users of a financial statement. Only the methods of financial analysis for insolvency prediction, useful on the basis... This paper presents investigations of bankruptcy predicting models which can be useful for external users of a financial statement. Only the methods of financial analysis for insolvency prediction, useful on the basis of financial statements, were investigated. The paper studied the influence of insolvency on the development of the Latvian Economy, including such relevant points: dynamics of number of insolvency cases in Latvia, data of the payment discipline of debts, tax liabilities of the insolvent companies, dynamics of unemployment support payments. Empirical investigations shows that only Altman's Z'" and Fulmer's H models demonstrate accuracy above 80% in all analyzed business sectors and they are applicable for Latvian companies. The other models are useful to some particular business sector. 展开更多
关键词 INSOLVENCY bankruptcy predicting model financial report
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Understanding Reputational Crisis: Evidence From the European Banking Sector
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作者 Stefano Dell'Atti Antonella Iannuzzi +1 位作者 Giusy Cavallaro Annarita Trotta 《Journal of Modern Accounting and Auditing》 2012年第2期247-266,共20页
This paper presents a comparative qualitative analysis of reputational crisis of four European banks, and explores how in recent years these companies have faced the manifestation of reputational risk. To achieve this... This paper presents a comparative qualitative analysis of reputational crisis of four European banks, and explores how in recent years these companies have faced the manifestation of reputational risk. To achieve this, the research follows three related steps: (1) to carry out a review of the literature on reputational risk in the banking sector aimed to identify the relationships between causes, effects, stakeholders, and key qualitative-quantitative variables involved during the reputational crisis of a bank; (2) to propose a conceptual framework for management of reputational risk (and reputational crisis) in banking; (3) to test this framework with the results of an empirical analysis, carried out through the observation of key variables of some reputational crisis of intemational banks. The main results show that: (1) the banks are not yet prepared to accurately manage a reputational crisis or to prevent them; (2) the reputational crisis is determined by several internal and external factors; (3) the conduct of the managers and the corporate communication are very important to overcome a reputational crisis. Finally, this research provides indications that will help banks to better manage their corporate reputation and prevent reputational crisis. 展开更多
关键词 reputational risk reputational crisis reputational crisis management bankruptcy financial/bankingsector
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Prediction Ability of Cash Flows, Net Income (NI), and Auditors
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作者 Tae G. Ryu Barbara Uliss 《Journal of Modern Accounting and Auditing》 2014年第2期147-154,共8页
The accounting information should help investors and creditors evaluate the amounts, timing, and uncertainty of firms' future cash receipts and disbursements. The Financial Accounting Standards Board (FASB) contend... The accounting information should help investors and creditors evaluate the amounts, timing, and uncertainty of firms' future cash receipts and disbursements. The Financial Accounting Standards Board (FASB) contends that accrual-based historical earnings are superior to cash flows in predicting future cash flows. But, Bowen, Burgstahler, and Daley (1986) showed that traditional measures of cash flows (net income (NI) plus depreciation and working capital from operations) appear to be better predictors of future cash flows than accrual accounting earnings. Since then, many researchers have articulated the importance of accounting data, especially cash flows and NI, in the predictive and forecasting processes. In this study, we empirically re-examined the ability of cash flows from operating activities (CFO) and accrual-based NI in predicting firms' bankruptcy. In the past, the results of this type of research were mixed. Differently from previous research, we focus on the timing of predictive ability, i.e., which indicator, cash flows or NI, is faster in predicting a firm's bankruptcy. We also investigate the timing of auditors' issuance of a going-concern opinion. The preliminary results show that the accrual-based NI is more accurate and faster than either CFO or audit opinion in predicting firms' failures. On average, NI signals a firm's bankruptcy 2.41 years before the bankruptcy filing, while CFO signals 1.48 years before filing. Auditors issued a going-concern opinion, another signal for firms' failure, to only 16 out of 41 bankrupt firms one year before bankruptcy, and no auditor issued the going-concern opinion two years before bankruptcy. 展开更多
关键词 prediction ability of bankruptcy net income (NI) cash flows from operating activities (CFO) auditopinion
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Static Model Classification Status: Taking Into Account Emerging External Factors
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作者 Perminov G. I. 《Journal of Modern Accounting and Auditing》 2013年第6期798-807,共10页
Analysis of the problem of predicting bankruptcy shows that foreign and domestic models included only internal factors of enterprises. But the same indicators of internal factors in the rapidly changing external envir... Analysis of the problem of predicting bankruptcy shows that foreign and domestic models included only internal factors of enterprises. But the same indicators of internal factors in the rapidly changing external environment can lead to bankruptcy, and not in others. External factors are the most dangerous, because the possible influence on them is minimal and the impact of their implementation can be devastating. This paper focuses on the same factors to assess the impact of the macroeconomic indicators (extemal factors) on the parameters of static models predicting a local approximation of the crisis at the plant. To accomplish the purpose, a Spark set of 100 companies was compiled, including 50 companies which officially declared bankruptcy in the period of 2000-2009 and 50 stable operating companies with a random sample of the same time period. External factors were extracted from the Joint Economic and Social Data Archive1 The author compared two data sets: (1) microeconomic indicators--money to the total liabilities, retained earnings to total assets, net profit to revenue, Earnings Before Interest and Taxes (EBIT) to assets, net income to equity, net profit to total liabilities, current liabilities to total assets, the totality of short-term and long-term loans to total assets, current assets to current liabilities, assets to revenue, equity to total assets, and current assets to revenue; and (2) external factors--index of real gross domestic product (GDP), industrial production index, the index of real cash incomes, an index of real investments, consumer price index, the refinancing rate, unemployment rate, the price of electricity, gas prices, oil price, gas price, dollar to ruble, ruble euro Standard & Poor (S&P) index, the Russian Trading System (RTS) index, and region. The aim of the comparison results paging classes "insolvent" and "non-bankrupt" is achieved using two methods: classification and discrimination. In both methods, computational procedures are realized with the use of algorithms linear regression, artificial neural network, and genetic algorithm. In the 2-m model, data set includes both internal and external factors. The results showed that the inclusion of only the microeconomic indicators, excluding external factors, impedes models about two times. 展开更多
关键词 bankruptcy prediction external factors methods of classification and discrimination
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