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An overview of bankruptcy prediction models for corporate firms: A Systematic literature review
16 references·16 citing·35 second hopsampled
An overview of bankruptcy prediction models for corporate firms: A Systematic literature review (2019)An overview of bankruptcy prediction mode…Predicting financial distress and corporate failure: A review from the state-of-the-art definitions, modeling, sampling, and featuring approaches (2013)Predicting financial distress…Systematic reviews: CRD's guidance for undertaking reviews in health care (2010)Systematic reviews: CRD's gui…A Review of Bankruptcy Prediction Studies: 1930 to Present (2006)A Review of Bankruptcy Predic…Corporate Financial Distress and Bankruptcy (2005)Corporate Financial Distress …Bankruptcy prediction using support vector machine with optimal choice of kernel function parameters (2005)Bankruptcy prediction using s…35 years of studies on business failure: an overview of the classic statistical methodologies and their related problems (2005)35 years of studies on busine…Assessing the Probability of Bankruptcy (2004)Assessing the Probability of …An application of support vector machines in bankruptcy prediction model (2004)An application of support vec…Analyzing the Past to Prepare for the Future: Writing a Literature Review (2002)Analyzing the Past to Prepare…A survey of business failures with an emphasis on prediction methods and industrial applications (1996)A survey of business failures…Corporate distress diagnosis: Comparisons using linear discriminant analysis and neural networks (the Italian experience) (1994)Corporate distress diagnosis:…Bankruptcy prediction using neural networks (1994)Bankruptcy prediction using n…Forecasting with neural networks (1993)Forecasting with neural netwo…Managerial Applications of Neural Networks: The Case of Bank Failure Predictions (1992)Managerial Applications of Ne…Financial Ratios and the Probabilistic Prediction of Bankruptcy (1980)Financial Ratios and the Prob…FINANCIAL RATIOS, DISCRIMINANT ANALYSIS AND THE PREDICTION OF CORPORATE BANKRUPTCY (1968)FINANCIAL RATIOS, DISCRIMINAN…Assessing Firm ESG Performance Through Corporate Survival: The Moderating Role of Firm Size (2025)Assessing Firm ESG Performanc…Machine learning techniques in bankruptcy prediction: A systematic literature review (2024)Machine learning techniques i…Advancing Bankruptcy Forecasting With Hybrid Machine Learning Techniques: Insights From an Unbalanced Polish Dataset (2024)Advancing Bankruptcy Forecast…The evaluation of bankruptcy prediction models based on socio-economic costs (2023)The evaluation of bankruptcy …Eagle Strategy Arithmetic Optimisation Algorithm with Optimal Deep Convolutional Forest Based FinTech Application for Hyper-automation (2023)Eagle Strategy Arithmetic Opt…Comparative Analysis of Machine Learning Models for Bankruptcy Prediction in the Context of Pakistani Companies (2023)Comparative Analysis of Machi…Bankruptcy prediction in the post-pandemic period: A case study of Visegrad Group countries (2023)Bankruptcy prediction in the …Bankruptcy Prediction Using Machine Learning Techniques (2022)Bankruptcy Prediction Using M…An intelligent bankruptcy prediction model using a multilayer perceptron (2022)An intelligent bankruptcy pre…Undersampling bankruptcy prediction: Taiwan bankruptcy data (2021)Undersampling bankruptcy pred…Explanatory Factors of Business Failure: Literature Review and Global Trends (2021)Explanatory Factors of Busine…Company bankruptcy prediction framework based on the most influential features using XGBoost and stacking ensemble learning (2021)Company bankruptcy prediction…Bankruptcy prediction for private firms in developing economies: a scoping review and guidance for future research (2021)Bankruptcy prediction for pri…Application of fuzzy Bayesian approach on bankruptcy causes for container liner industry (2021)Application of fuzzy Bayesian…An Optimal Model of Financial Distress Prediction: A Comparative Study between Neural Networks and Logistic Regression (2021)An Optimal Model of Financial…Determinants and Predictors of SMEs’ Financial Failure: A Logistic Regression Approach (2020)Determinants and Predictors o…Case Study Research: Design and Methods (1984)The theory of planned behavior (1991)Measuring inconsistency in meta-analyses (2003)The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate health care interventions: explanation and elaboration (2009)PICO, PICOS and SPIDER: a comparison study of specificity and sensitivity in three search tools for qualitative systematic reviews (2014)PROBAST: A Tool to Assess the Risk of Bias and Applicability of Prediction Model Studies (2018)Financial Ratios As Predictors of Failure (1966)Conditional logit analysis of qualitative choice behavior (1972)Methodological Issues Related to the Estimation of Financial Distress Prediction Models (1984)The Effect of Audit Quality on Earnings Management* (1998)Forecasting Bankruptcy More Accurately: A Simple Hazard Model (2001)ZETATM analysis A new model to identify bankruptcy risk of corporations (1977)The effects of government ownership on bank lending (2003)Bankruptcy prediction in banks and firms via statistical and intelligent techniques – A review (2006)Information Systems Success: The Quest for the Dependent Variable (1992)Strategies for Theorizing from Process Data (1999)Review : Knowledge Management and Knowledge Management Systems: Conceptual Foundations And Research Issues1,2 (2001)Does Gamification Work? -- A Literature Review of Empirical Studies on Gamification (2014)Literature review as a research methodology: An overview and guidelines (2019)Opinion Paper: “So what if ChatGPT wrote it?” Multidisciplinary perspectives on opportunities, challenges and implications of generative conversational AI for research, practice and policy (2023)The Pricing of Options and Corporate Liabilities (1973)Multi-period corporate default prediction with stochastic covariates (2006)Forecasting Default with the Merton Distance to Default Model (2008)The impact of corporate social responsibility on the cost of bank loans (2010)Forecasting with artificial neural networks: (1998)Neural network credit scoring models (2000)Application of data mining techniques in customer relationship management: A literature review and classification (2008)Using neural network ensembles for bankruptcy prediction and credit scoring (2007)Consumer credit-risk models via machine-learning algorithms (2010)Ensemble boosted trees with synthetic features generation in application to bankruptcy prediction (2016)A boosted decision tree approach using Bayesian hyper-parameter optimization for credit scoring (2017)Managerial incentives and risk-taking☆ (2005)How does financial reporting quality relate to investment efficiency? (2009)Financial distress and bankruptcy prediction among listed companies using accounting, market and macroeconomic variables (2013)Financial ratios and corporate governance indicators in bankruptcy prediction: A comprehensive study (2016)
this work references cited by second hop· second hop is a sample of the most-cited connections

References

  • 1968FINANCIAL RATIOS, DISCRIMINANT ANALYSIS AND THE PREDICTION OF CORPORATE BANKRUPTCY14,869 cited
  • 2002Analyzing the Past to Prepare for the Future: Writing a Literature Review7,440 cited
  • 1980Financial Ratios and the Probabilistic Prediction of Bankruptcy6,005 cited
  • 2010Systematic reviews: CRD's guidance for undertaking reviews in health care3,245 cited
  • 2004Assessing the Probability of Bankruptcy1,357 cited
  • 1992Managerial Applications of Neural Networks: The Case of Bank Failure Predictions1,121 cited
  • 1994Corporate distress diagnosis: Comparisons using linear discriminant analysis and neural networks (the Italian experience)1,059 cited
  • 2005Bankruptcy prediction using support vector machine with optimal choice of kernel function parameters872 cited
  • 2004An application of support vector machines in bankruptcy prediction model809 cited
  • 200535 years of studies on business failure: an overview of the classic statistical methodologies and their related problems795 cited
  • 2005Corporate Financial Distress and Bankruptcy759 cited
  • 1994Bankruptcy prediction using neural networks722 cited
  • 1996A survey of business failures with an emphasis on prediction methods and industrial applications591 cited
  • 1993Forecasting with neural networks432 cited

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  • 2006A Review of Bankruptcy Prediction Studies: 1930 to Present397 cited
  • 2013Predicting financial distress and corporate failure: A review from the state-of-the-art definitions, modeling, sampling, and featuring approaches394 cited
  • Cited by

    • 2022Bankruptcy Prediction Using Machine Learning Techniques110 cited
    • 2024Machine learning techniques in bankruptcy prediction: A systematic literature review62 cited
    • 2020Determinants and Predictors of SMEs’ Financial Failure: A Logistic Regression Approach58 cited
    • 2021Company bankruptcy prediction framework based on the most influential features using XGBoost and stacking ensemble learning47 cited
    • 2021Undersampling bankruptcy prediction: Taiwan bankruptcy data47 cited
    • 2021An Optimal Model of Financial Distress Prediction: A Comparative Study between Neural Networks and Logistic Regression47 cited
    • 2023The evaluation of bankruptcy prediction models based on socio-economic costs44 cited
    • 2022An intelligent bankruptcy prediction model using a multilayer perceptron41 cited
    • 2023Eagle Strategy Arithmetic Optimisation Algorithm with Optimal Deep Convolutional Forest Based FinTech Application for Hyper-automation41 cited
    • 2023Bankruptcy prediction in the post-pandemic period: A case study of Visegrad Group countries37 cited
    • 2024Advancing Bankruptcy Forecasting With Hybrid Machine Learning Techniques: Insights From an Unbalanced Polish Dataset32 cited
    • 2021Bankruptcy prediction for private firms in developing economies: a scoping review and guidance for future research29 cited
    • 2023Comparative Analysis of Machine Learning Models for Bankruptcy Prediction in the Context of Pakistani Companies28 cited
    • 2021Explanatory Factors of Business Failure: Literature Review and Global Trends25 cited
    • 2021Application of fuzzy Bayesian approach on bankruptcy causes for container liner industry24 cited
    • 2025Assessing Firm ESG Performance Through Corporate Survival: The Moderating Role of Firm Size23 cited