{"cited_by_count":354108,"description":"This cluster of papers focuses on the development and comparison of machine learning models, including neural networks, support vector machines, and ensemble methods, for predicting bankruptcy and assessing credit risk. The research explores various techniques for financial distress prediction, credit scoring, and risk assessment in both corporate and consumer contexts.","display_name":"Financial Distress and Bankruptcy Prediction","domain_id":"2","external_ids":{"openalex":"https://openalex.org/T11653","wikipedia":"https://en.wikipedia.org/wiki/Bankruptcy_prediction"},"field_id":"14","id":"T11653","keywords":[{"display_name":"bankruptcy prediction","id":"bankruptcy-prediction","score":0.8513,"url":"https://openalex.org/keywords/bankruptcy-prediction"},{"display_name":"financial distress","id":"financial-distress","score":0.3785,"url":"https://openalex.org/keywords/financial-distress"},{"display_name":"Altman Z-score","id":"altman-z-score","score":0.7753,"url":"https://openalex.org/keywords/altman-z-score"},{"display_name":"financial distress prediction","id":"financial-distress-prediction","score":0.8686,"url":"https://openalex.org/keywords/financial-distress-prediction"},{"display_name":"credit risk assessment","id":"credit-risk-assessment","score":0.3944,"url":"https://openalex.org/keywords/credit-risk-assessment"},{"display_name":"credit scoring","id":"credit-scoring","score":0.483,"url":"https://openalex.org/keywords/credit-scoring"},{"display_name":"default prediction","id":"default-prediction","score":0.6902,"url":"https://openalex.org/keywords/default-prediction"},{"display_name":"bankruptcy prediction models","id":"bankruptcy-prediction-models","score":0.8136,"url":"https://openalex.org/keywords/bankruptcy-prediction-models"},{"display_name":"loan default prediction","id":"loan-default-prediction","score":0.7484,"url":"https://openalex.org/keywords/loan-default-prediction"},{"display_name":"bankruptcy risk","id":"bankruptcy-risk","score":0.2109,"url":"https://openalex.org/keywords/bankruptcy-risk"},{"display_name":"Springate model","id":"springate-model","score":0.9496,"url":"https://openalex.org/keywords/springate-model"},{"display_name":"Zmijewski model","id":"zmijewski-model","score":0.9693,"url":"https://openalex.org/keywords/zmijewski-model"},{"display_name":"credit risk modeling","id":"credit-risk-modeling","score":0.2029,"url":"https://openalex.org/keywords/credit-risk-modeling"},{"display_name":"corporate financial distress","id":"corporate-financial-distress","score":0.4318,"url":"https://openalex.org/keywords/corporate-financial-distress"},{"display_name":"early warning model","id":"early-warning-model","score":0.369,"url":"https://openalex.org/keywords/early-warning-model"},{"display_name":"probability of default","id":"probability-of-default","score":0.2406,"url":"https://openalex.org/keywords/probability-of-default"},{"display_name":"corporate bankruptcy prediction","id":"corporate-bankruptcy-prediction","score":0.9083,"url":"https://openalex.org/keywords/corporate-bankruptcy-prediction"},{"display_name":"default probability","id":"default-probability","score":0.2002,"url":"https://openalex.org/keywords/default-probability"},{"display_name":"credit scoring models","id":"credit-scoring-models","score":0.612,"url":"https://openalex.org/keywords/credit-scoring-models"},{"display_name":"bank failure prediction","id":"bank-failure-prediction","score":0.5778,"url":"https://openalex.org/keywords/bank-failure-prediction"},{"display_name":"Grover model","id":"grover-model","score":0.959,"url":"https://openalex.org/keywords/grover-model"},{"display_name":"corporate financial health","id":"corporate-financial-health","score":0.298,"url":"https://openalex.org/keywords/corporate-financial-health"},{"display_name":"credit risk classification","id":"credit-risk-classification","score":0.5105,"url":"https://openalex.org/keywords/credit-risk-classification"},{"display_name":"financial failure prediction","id":"financial-failure-prediction","score":0.8968,"url":"https://openalex.org/keywords/financial-failure-prediction"},{"display_name":"financial risk prediction","id":"financial-risk-prediction","score":0.4043,"url":"https://openalex.org/keywords/financial-risk-prediction"}],"legacy_keywords":["Bankruptcy Prediction","Credit Scoring","Machine Learning","Financial Distress","Neural Networks","Support Vector Machines","Ensemble Learning","Risk Assessment","Predictive Modeling","Financial Crisis"],"openalex_id":"https://openalex.org/T11653","source_created_date":"2024-01-23T15:27:11","source_updated_date":"2026-10-17T03:02:00","subfield_id":"1402","url":"/topics/T11653","works_api_url":"https://api.openalex.org/works?filter=topics.id:T11653","works_count":55654,"label":"Financial Distress and Bankruptcy Prediction","provider":"openalex","revision":"aa977e2b5716203f","taxonomy_revision":"f050b5d4780b1289","title":"Financial Distress and Bankruptcy Prediction","kind":"topic-directory","aeo_cohort":"topic-directory","catalogue_revision":"f050b5d4780b1289","numeric_address":"36182782405536376","address_version":"morton4x16-v1","coordinates":[2,14,1402,11653],"answer_status":"Directory metadata; local answer requires separate source review","truth_status":"Subject descriptor, not a factual answer or a demonstrated knowledge gap","reviewed_answer":null}