簡易檢索 / 詳目顯示

研究生: 賴宛宜
論文名稱: 廠商的財務狀態與投資行為 -- 以多變量方法做分類
指導教授: 黃朝熙
口試委員:
學位類別: 碩士
Master
系所名稱: 科技管理學院 - 經濟學系
Department of Economics
論文出版年: 2009
畢業學年度: 97
語文別: 中文
論文頁數: 52
中文關鍵詞: 財務限制廠商投資區別分析聚集分析
相關次數: 點閱:3下載:0
分享至:
查詢本校圖書館目錄 查詢臺灣博碩士論文知識加值系統 勘誤回報
  • 在研究廠商投資行為與其財務限制之相關性的文獻中,Fazzari, Hubbard, and Petersen (1988)以廠商股利發放的多寡衡量廠商財務限制的嚴重程度,將股利發放較低的廠商視為面對較嚴重的財務限制,其發現,此類廠商之投資會對內部現金流量產生較為敏感的波動。Kaplan和Zingales (1997)使用量化與質化的變數以區別廠商財務限制的程度,得出的結論卻恰與FHP (1988)相反,其實證結果認定,財務限制較嚴重的廠商,其投資較不會隨著內部現金流量的波動而大幅變動。
    本文為解決上述廠商對於財務限制區分上的紛爭,採用羅吉斯區別分析法(logistic discriminant analysis)預測廠商財務限制的程度。本文以下一期廠商是否會發放現金股利以及下一期廠商發放現金股利之變動當作財務限制的先驗準則變數,再以負債對淨值比、借款依存度等數個當期的財務變數做為預測廠商是否會受到財務限制之變數,最後可以估計出各廠商不會發生財務限制之事後機率。
    結果發現,不論是預測下一期是否會發放股利或者是預測下一期股利發放會呈現增加、不變或減少,預測力皆達70%以上。於此,本文再利用聚集分析法(cluster analysis)將當期財務變數所得出的事後機率做分組,客觀地將機率以實際的距離大小做分組。本文將此事後機率各分為兩組以及三組,而在其投資方程式的結果中皆發現,財務限制較為嚴重的廠商其投資行為對於內部現金流量的波動會產生較大的敏感度,其結論與FHP (1988)相符。


    廠商的財務狀態與投資行為 — 以多變量方法做分類 目 錄 目錄 .................................................................................................................................. I 表次 .................................................................................................................................. III 圖次 .................................................................................................................................. IV 第一章 緒論 ..................................................................................................................... 1 第一節 研究背景與動機 ................................................................................... 1 第二節 研究方法與架構 ................................................................................... 3 第二章 文獻回顧 ............................................................................................................. 4 第三章 研究設計與模型介紹 ......................................................................................... 8 第一節 概述區別分析 ...................................................................................... 10 第二節 區別分析之數學原理 .......................................................................... 11 2.1 兩群組區別分析之數學原理推導 ..................................................... 11 2.2 羅吉斯區別分析法 ............................................................................. 13 2.3 估計係數值 ......................................................................................... 15 2.4 配適觀察值 ......................................................................................... 16 2.5 測試係數之顯著性 ............................................................................. 17 2.6 檢驗模型之配適程度 ......................................................................... 18 第三節 概述聚集分析 .................................................................................... 20 第四節 投資方程式 ........................................................................................ 22 第四章 樣本資料與實證結果 ........................................................................................ 23 第一節 樣本資料與變數敘述 ........................................................................ 23 第二節 預測股利發放與否之實證結果 ........................................................ 27 2.1 將事後機率分為兩組 ......................................................................... 31 2.2 將事後機率分為三組 ......................................................................... 33 第三節 預測股利發放之變動 ........................................................................ 35 3.1 將事後機率分為兩組 ......................................................................... 40 3.2 將事後機率分為兩組 ......................................................................... 41 第四節 綜合討論實證結果並比較 ................................................................ 43 第五章 結論 .................................................................................................................... 47 附錄 .................................................................................................................................. 49 參考文獻 .......................................................................................................................... 50 表 次 表格1. 股利發放與否之五財務變數在兩組間的敘述統計量 .................................. 27 表格2. 股利發放與否之羅吉斯迴歸式 ...................................................................... 28 表格3. 股利發放與否之兩組事後機率以及其敘述統計量 ……………..………… 32 表格4. 股利發放與否之兩群組投資方程式 .............................................................. 32 表格5. 股利發放與否之三組事後機率以及其敘述統計量 ...................................... 34 表格6. 股利發放與否之三群組投資方程式 .............................................................. 34 表格7. 股利發放變動之五財務變數在兩群組的敘述統計量...................................... 36 表格8. 股利發放變動之羅吉斯迴歸式 ...................................................................... 37 表格9. 股利發放變動之兩組事後機率以及其敘述統計量 ……………………….. 40 表格10. 股利發放變動之兩群組投資方程式 ............................................................ 41 表格11. 股利發放變動之三組事後機率以及其敘述統計量 .................................... 42 表格12. 股利發放變動之三群組投資方程式 ............................................................ 42 表格13. 預測下期股利發放與否之投資方程式 ….................................................... 43 表格14. 預測下期股利發放變動之投資方程式 ........................................................ 44 表格15. 預測下期股利發放與否之投資方程式,均分事後機率 ............................ 46 表格16. 預測下期股利發放變動之投資方程式,均分事後機率 ............................ 46 圖 次 圖表1. 本文研究流程 .................................................................................................... 9 圖表2. 準則變數之分組流程 ……………………………………......……………….. 24 圖表3. 發放股利與否之sensitivity/specificity plot ………………......……………… 30 圖表4. 股利發放變動之sensitivity/specificity plot …………………......…………… 38

    Akerlof, George,1970, The market for lemons: Quality uncertainty and the market mechanism, Quarterly Journal of Economics 84, 488-500
    Altman, Edward I., 1968, Financial ratios, discriminant analysis and the prediction of corporate bankruptcy, Journal of Finance 23, 589-609
    Beaver, William H., 1966, Financial ratios as predictors of failure, Journal of Accounting Research 4, 71-111
    Boyes, William J., Dennis L. Hoffman, and Stuart A. Low,1989, An econometric analysis of the bank credit scoring problem, Journal of Econometrics 40, 3-14.
    Cleary, Sean, 1999, The relationship between firm investment and financial status, Journal of Finance, 54, 673-692
    Cox, Trevor F., 2004, An introduction to multivariate data analysis, Hoddder Arnold (a number of the Hodder Headline Group)
    Devereux, Micheal, and Fabio Schiantarelli, 1989, Investment, financial factors, and cash flow: Evidence from UK panel data, NBER Working Paper 3116
    Durand, David, 1941, Risk elements in consumer installment financing, National Bureau of Economic Research, 105-142
    Ees, Hans Van, and Harry Garresten, 1994, Liquidity and business investment: Evidence from Dutch panel data, Journal of Macroeconomics, 613-627
    Everitt, Brian S., and Graham Dunn, 2001, Applied multivariate data analysis (second edition), Arnold (a number of the Hodder Headline Group)
    Fazzari, Steven, M., R. Glenn Hubbard, and Bruce C. Peterson, 1988, Financing constraints and corporate investment, Brookings Papers on Economic Activity 1, 141-195
    Fazzari, Steven, M., R. Glenn Hubbard, and Bruce C. Peterson, 2000, Investment-cash flow sensitivity are useful: A comment on Kaplan and Zingales, Quarterly Journal of Economics 115, 695-705
    Hoshi, Takeo, Anil Kashyap, and David Scharfstein, 1991, Corporate structure, liquidity, and investment: Evidence from Japanese industrial groups, The Quarterly Journal of Economics 106, 33-60
    Hosmer, David W., Stanley Lemeshow, 2000, Applied logistic regression (second edition), Wiley Interscience Publication
    Hu, Xiaoqiang and Fabio Schiantarelli, 1998, Investment and capital market imperfections: A switching regression approach using U.S. firm panel data, The Review of Economics and Statistics 80, 466-479
    Hung-Jen, Wang, 2003, A stochastic frontier analysis of financing constraints on investment: The case of financial liberalization in Taiwan, Journal of Business and Economics, 406-419
    James H. Myers and Edward W. Forgy, 1963, The development of numerical credit evaluation systems, Journal of the American Statistical Association 58, 799-806
    Johnson, Richard A., and Dean W. Wichern, 2007, Applied multivariate statistical analysis (sixth edition), Pearson Education International
    Kaplan, Steven N., and Luigi Zingales, 1997, Do investment-cash flow sensitivities provide useful measures of financing constraints? , Quarterly Journal of Economics 112, 169-215
    Kaplan, Steven N., and Luigi Zingales, 2000, Investment-cash flow sensitivities are not valid measures of financing constraints, Quarterly Journal of Economics 115, 707-712
    Modigliani, Franco, and Metron H. Miller, 1958, The cost of capital, corporation finance, and the theory of investment, American Economic Review 48, 261-297
    Moyen, Nathalie, 2004, Investment-cash flow sensitivities: Constrained versus unconstrained firms, Journal of Finance, 59, 2061-2092
    Myers, Stewart C., and Nicholas S. Majluf, 1984, Corporate financing and investment decision when firms have information that investors do not have, Journal of Financial Economics 13, 187-221
    Oliner, Stephen D., and Glenn D. Rudebusch, 1989, Internal finance and investment: Testing the role of asymmetric information and agency costs, Economic Activity Section Working Paper 101, Board of Governors of the Federal Reserve System
    Schaller, Huntley, 1993, Asymmetric information, liquidity constraints, and Canadian investment, The Canadian Journal of Economics 26, 552-574
    Sharma, Subhash, 1996, Applied multivariate techniques, Wiley Interscience Publication
    Walter, James E., 1959, A discriminant function for earnings-price ratios of large industrial corporations, The Review of Economics and Statistics 41, 44-52
    Zelterrman, Daniel, 2006, Models for discrete data (revised edition), Oxford University Press

    王泓仁, 2000, 估計台灣地區個體廠商之Tobin’s Q, 經濟論文叢刊, 28卷, 149-176
    林怡真, 1995, 因素分析對羅吉斯迴歸預測力之影響-在財務歸類模式上之應用, 國立交通大學管理科學研究所碩士論文
    張耿豪, 2006, 財務限制與廠商投資:台灣廠商的實證研究, 國立清華大學經濟學系碩士論文
    陳順宇, 2004, 多變量分析(三版), 華泰書局
    陳肇榮, 1983, 運用財務比率預測財務危機之實証研究, 國立政治大學企業管理研究所博士論文
    黃俊英, 1995, 多變量分析(五版), 中國經濟企業研究所
    鄧家駒, 2004, 多變量分析, 華泰文化事業公司
    鄧福鋒, 2006, 財務危機企業之分類研究-以上市電子公司為例, 銘傳大學管理研究所碩士論文

    無法下載圖示 全文公開日期 本全文未授權公開 (校內網路)
    全文公開日期 本全文未授權公開 (校外網路)
    全文公開日期 本全文未授權公開 (國家圖書館:臺灣博碩士論文系統)
    QR CODE