Apply Logit analysis in bankruptcy prediction

被引:0
作者
Zhou, Ying [1 ]
Elhag, Taha M. S. [1 ]
机构
[1] Univ Manchester, Sch Mech Aerosp & Civil Engn, Dept Management Projects, G Floor,Pariser Bldg,POB 88, Manchester M60 1QD, Lancs, England
来源
NEW ADVANCES IN SIMULATION, MODELLING AND OPTIMIZATION (SMO '07) | 2007年
关键词
Logit analysis; bankruptcy prediction; financial distress analysis; business failure; statistical analysis;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Signs of a potential business bankruptcy are evident well before actual bankruptcy occurs. For managers, creditors, and all other concerned parties this lag allows time to take remedial action. Therefore, building models, which signal approaching financial failure, have been an important part of corporate finance literature, in order to help management refocus their energy, revaluate their corporate strategy and eliminate losses. This paper reviews the literature of bankruptcy prediction and the decision process of Logit analysis. Setting the optimized cut-off point process is employed in this study; and in-sample t test is chosen to examine the selected predictors. A four-variable Logit model, resulting from a forward-stepwise selection procedure, were built up in this study, it correctly predicted 81% with 92% type I error, 70% type II error from 100 matched-samples I year prior to bankruptcy.
引用
收藏
页码:302 / +
页数:3
相关论文
共 22 条
  • [1] FINANCIAL RATIOS, DISCRIMINANT ANALYSIS AND PREDICTION OF CORPORATE BANKRUPTCY
    ALTMAN, EI
    [J]. JOURNAL OF FINANCE, 1968, 23 (04) : 589 - 609
  • [2] [Anonymous], 1989, Applied Logistic Regression
  • [3] Predicting corporate bankruptcy: where we stand?
    Aziz, M. Adnan
    Dar, Humayon A.
    [J]. CORPORATE GOVERNANCE-THE INTERNATIONAL JOURNAL OF BUSINESS IN SOCIETY, 2006, 6 (01): : 18 - +
  • [4] BEAVER W, 1966, J ACCOUNT RES, V62, P179
  • [5] CHARLES T, 2003, COMP EXAMINATION BAN
  • [6] Chi L. C., 2006, AUSTR J MANAGE, V31, P17, DOI DOI 10.1177/031289620603100102
  • [7] COATS PK, 1993, FINANCIAL MANAGEMENT
  • [8] Cohen J., 1988, POWERSTATISTICALSCIE, DOI 10.4324/9780203771587
  • [9] DISCRIMINANT ANALYSIS OF PREDICTORS OF BUSINESS FAILURE
    DEAKIN, EB
    [J]. JOURNAL OF ACCOUNTING RESEARCH, 1972, 10 (01) : 167 - 179
  • [10] INTRODUCING RECURSIVE PARTITIONING FOR FINANCIAL CLASSIFICATION - THE CASE OF FINANCIAL DISTRESS
    FRYDMAN, H
    ALTMAN, EI
    KAO, DL
    [J]. JOURNAL OF FINANCE, 1985, 40 (01) : 269 - 291