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題名:考量景氣循環與產業因素下的財務危機預警模型--邏輯斯迴歸與DEA-DA方法的應用
書刊名:風險管理學報
作者:徐中琦 引用關係劉皇佑
作者(外文):Shyu, JonchiLiou, Huang-you
出版日期:2010
卷期:12:2
頁次:頁157-183
主題關鍵詞:財務危機預警模型-邏輯斯迴歸與DEA-DA景氣循環電子業營建業Financial distress prediction model-logistic regression and DEA-DABusiness cycleElectronic industryConstruction industry
原始連結:連回原系統網址new window
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  • 被引用次數被引用次數:期刊(1) 博士論文(0) 專書(0) 專書論文(0)
  • 排除自我引用排除自我引用:1
  • 共同引用共同引用:8
  • 點閱點閱:15
財務危機預警模型藉由企業財務及非財務資訊判別企業是否有財務危機之疑慮,本研究另將景氣與產業因子納入邏輯斯迴歸與DEA-DA模型中以期建構更準確的預警模型。實證結果顯示在所有情況下,採用DEA-DA建構的模型皆可提供較佳的準確度。同時,考量景氣好壞與產業因素後確可提高預警模型的準確度。當景氣下降時,企業需要特別注意應收帳款週轉率與償債能力的變化。而當景氣上升時,企業則愈需要注重資產管理的效率、董監持股率與台灣企業信用風險指標(TCRI)。對不同的產業而言,電子業除了需重視償債能力與資產周轉率外,並應強化公司治理及制定適當的分紅配股制度;營建業平時要注意董監質押比率及償債能力,愈接近危機發生時,尤其要注意獲利能力的變化。
Financial distress prediction model is generally using financial and nonfinancial information to observe the operation condition of a company, and discriminate whether a company is financial distress entity or not. This study takes consideration of the economic condition and industrial factors into logistic regression and DEA-DA models to construct a financial distress prediction model. The empirical results reveal that the DEA-DA model predicts the distress event better than logistic regression model during the economic downturn and upturn. In addition, the empirical results also suggest that considering economic condition and industrial factors can improve the accuracy of financial distress prediction models. In the period of economic recession, firms should pay more attention to the turnover of accounts receivable and solvency for avoiding the occurrence of financial distress. However, in the facing of economic expansion period, firms must focus on the issues of operation efficiency, percentage of equity ownership held by directors and Taiwan Corporate Credit Risk Index (TCRI). For the electronic industry, firms should emphasize how to reinforce the corporate governance and how to set up the appropriate stock option plan in addition to the solvency capacity and asset turnover ratio issues. With regard to the construction industry, firms should pay more attention to the percentage of equity ownership held by directors and solvency capacity during the normal period. Furthermore, they should watch carefully for the changes of profitability and TCRI at financial distress time.
期刊論文
1.Charitous, A.、Neophytou, E.、Charalambous, C.(2004)。Predicting Corporate Failure: Empirical Evidence for the UK。European Accounting Review,13(3),465-497。  new window
2.Keasey, K.、R. Watson(1987)。Non-Financial Symptoms and the Prediction of Small Company Faliure。Journal of Business Finance & Accounting,14,335-354。  new window
3.Pongsatat, S.,、J. Ramage、H. Lawrence(2004)。Bankruptcy Prediction for Large and Small Firms in Asia: A Comparison of Ohlson and Altman。The International Journal of Accounting Studies,1,1-13。  new window
4.Robertson, D.K. and、R.B. Tress(1985)。Bankruptcy Costs: Evidence from Smallfirm Liquidations, Australian。Journal of Management,10,49-60。  new window
5.Sueyoshi, T. and、Y. Kirihara(1998)。Efficiency Measurement and Strategic Classification of Japanese Banking Institutions。International journal of systems science,29,1249-1263。  new window
6.Tseng, F.M.、Y.C. Hu(2009)。Comparing Four Bankruptcy Prediction Models: Logit, Quadratic Interval Logit, Neural and Fuzzy Neural Networks。Expert Systems with Applications,37,1846-1853。  new window
7.Williams, W.H.、M.L. Goodman(1971)。A Statistical Grouping of Corporations by their Financial Characteristic。Journal of Financial and Quantitative Analysis,6,1095-1104。  new window
8.黃博怡、張大成、江欣宜(2006)。考慮總體經濟因素之企業危機預警模型。金融風險管理季刊,2(2),75-89。  延伸查詢new window
9.Kyung, S. T.、Chang, N.、Lee, G.(1999)。Dynamics of Modeling in Data Mining: Interpretive Approach to Bankruptcy Prediction。Journal of Management Information Systems,16(1),63-86。  new window
10.Grice, John S.、Ingram, Robert W.(2001)。Tests of the Generalizability of Altman's Bankruptcy Prediction Model。Journal of Business Research,54(1),53-61。  new window
11.Horrigan, J. O.(1965)。Some Empirical Bases of Financial Ratio Analysis。The Accounting Review,40(3),558-568。  new window
12.Daily, C. M.、Dalton, D. R.(1994)。Corporate Governance and the Bankrupt Firm: An Empirical Assessment。Strategic Management Journal,15(8),643-654。  new window
13.Hawawini, Gabriel、Subramanian, Venkat、Verdin, Paul(2003)。Is Performance Driven by Industry-or Firm-specific Factors? A New Look at the Evidence。Strategic Management Journal,24(1),1-16。  new window
14.Altman, Edward I.(1984)。A further empirical investigation of the bankruptcy cost question。Journal of Finance,39(4),1067-1089。  new window
15.Blum, M. P.(1974)。Failing Company Discriminant Analysis。Journal of Accounting Research,12(1),1-25。  new window
16.Gentry, J. A.、Newbold, P.、Whitford, D. T.(1985)。Classifying Bankrupt Firms with Funds Flow Components。Journal of Accounting Research,23(1),146-160。  new window
17.Sueyoshi, T.(1999)。DEA-discriminant Analysis in the View of Goal Programming。European Journal of Operational Research,115(3),564-582。  new window
18.Sueyoshi, T.(2001)。Extended DEA-Discriminant Analysis。European Journal of Operational Research,131(2),324-351。  new window
19.Sueyoshi, T.(2004)。Mixed integer programming approach of extended DEA-discriminant analysis。European Journal of Operational Research,152(1),45-55。  new window
20.Ohlson, James A.(1980)。Financial Ratios and the Probabilistic Prediction of Bankruptcy。Journal of Accounting Research,18(1),109-131。  new window
21.林淑萍、黃劭彥、蔡昆霖(20070600)。企業危機預警模式之研究--DEA-DA、邏輯斯迴歸與類神經網路之應用。會計與公司治理,4(1),35-56。new window  延伸查詢new window
22.Altman, Edward I.(1968)。Financial Ratios, Discriminant Analysis and the Prediction of Corporate Bankruptcy。The Journal of Finance,23(4),589-609。  new window
23.Beaver, W.H.(1966)。Financial Ratios as Predictors of Failure。Journal of Accounting Research,4,72-102。  new window
24.Lee, T. S.、Y. H. Yeh.(2004)。Corporate governance and financial distress: evidence from Taiwan。Corporate Governance: An International Review,12,378-388。  new window
25.Nam, J. H.、Jinn, T.,(2000)。Bankruptcy Prediction: Evidence from Korean Listed Companies during the IMF Crisis。Journal of International Financial Management and Accounting,11(3),178-197。  new window
26.Lennox, C.(1999)。Identifying failing companies: A re-evaluation of the logit, probit and DA approaches。Journal of Economics and Business,51(4),347-364。  new window
27.Amato, L.、Wilder, R.(1990)。Firm and industry effects in industrial economics。Southern Economic Journal,57,93-105。  new window
28.McGurr, P. T.、DeVaney S. A.(1998)。Predicting business failure of retail firms: An analysis using mixed industry models。Journal of Business Research,43,169-176。  new window
29.Mensah, Y. M.(1984)。An examination of the stationarity of multivariate bankruptcy prediction models: A methodological study。Journal of Accounting Research,22,380-395。  new window
30.Richardson, F. M.、Kane, G. D.、Lobingier, P.(1998)。The impact of recession on the prediction of corporate failure。Journal of Business Finance and Accounting,25,167-186。  new window
31.Ang, J.、Chua, J.、McConnell, J.(1982)。The administrative costs of corporate bankruptcy: A note。Journal of Finance,37,219-226。  new window
32.Hoi, S.(2007)。The influence of the business cycle on bankruptcy probability。International Transactions in Operational Research Societies,14,75-90。  new window
33.Keasey, K.、McGuinness, P.(1990)。The failure of UK industrial firms for the period 1976-1984: Logistic analysis and entropy measures。Journal of Business Finance & Accounting,17,119-135。  new window
34.Sueyoshi, T.、Goto, M.(2009)。DEA-DA for bankruptcy-based performance assessment: Misclassification analysis of Japanese construction industry。European Journal of Operational Research,199,576-594。  new window
35.Platt, H. D.、Platt, M. B.(1990)。Development of a class of stable predictive variables: The case of bankruptcy prediction。Journal of Business Finance & Accounting,17,31-51。  new window
36.Deakin, E.(1972)。A Discriminant Analysis of Predictors of Business Failure。Journal of Accounting Research,10,167-179。  new window
學位論文
1.林群凱(2005)。上市公司財務危機預警模式--以非財務資訊及不同預測模型建構(碩士論文)。國立成功大學。  延伸查詢new window
2.劉彥麟(2002)。考量股權結構因素與總體經濟景氣循環因素建構台灣股票公開上市公司財務危機預警模式之研究(碩士論文)。屏東科技大學。  延伸查詢new window
圖書
1.Winakor, Arthur H.、Smith, Raymond F.(1935)。Changes in the financial structure of unsuccessful industrial corporations。University of Illinois, Bureau of Business Research。  new window
2.Fitzpatrick, P.(1932)。A Comparison of the Ratios of Successful Industrial Enterprises with those of Failed Companies。Washington:The Accountants Publishing Company。  new window
3.Merwin, C.(1942)。Financing Small Corporations: In Five Manufacturing, 1926-1936 Industries。National Bureau of Economic Research。  new window
 
 
 
 
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