公司破产预测数据集
数据来源:互联网公开数据
标签:公司破产预测,财务指标,台湾经济,机器学习,分类算法,商业分析,风控管理
数据概述:
本数据集收录了1999年至2009年间台湾企业的财务数据,旨在预测企业的破产风险。数据集包含企业的多种财务指标,如总资产回报率、毛利率、净利润率等,以及企业的破产状态(是或否)。这些数据为研究企业破产预测提供了详实的基础。
数据用途概述:
该数据集适用于企业风险管理、金融分析、机器学习模型训练等多种场景。企业可利用此数据评估自身的财务健康状况,识别潜在的破产风险;金融机构可借助数据进行信用评估;研究人员可使用数据训练和优化破产预测模型,提高预测准确性。此外,数据集也适合用于教育培训,帮助学习者掌握企业破产预测方法。
举例:
数据集包含以下字段:Bankrupt?(破产状态),ROA(C)(总资产回报率C),ROA(A)(总资产回报率A),ROA(B)(总资产回报率B),Operating Gross Margin(营业毛利率),Realized Sales Gross Margin(实际销售毛利率),Operating Profit Rate(营业利润率),Pre-tax net Interest Rate(税前净利率),After-tax net Interest Rate(税后净利率),Non-industry income and expenditure/revenue(非行业收入与支出/收入),Continuous interest rate(持续净利率),Operating Expense Rate(营业费用率),Research and development expense rate(研发费用率),Cash flow rate(现金流率),Interest-bearing debt interest rate(有息债务利率),Tax rate(税率),Net Value Per Share(每股净资产),Revenue Per Share(每股销售收入),Operating Profit Per Share(每股营业利润),Per Share Net profit before tax(每股税前净利润),Realized Sales Gross Profit Growth Rate(实际销售毛利润增长率),Operating Profit Growth Rate(营业利润增长率),After-tax Net Profit Growth Rate(税后净利润增长率),Regular Net Profit Growth Rate(经常性净利润增长率),Continuous Net Profit Growth Rate(持续净利润增长率),Total Asset Growth Rate(总资产增长率),Net Value Growth Rate(净资产增长率),Total Asset Return Growth Rate Ratio(总资产回报增长率比率),Cash Reinvestment %(现金再投资率),Current Ratio(流动比率),Quick Ratio(速动比率),Interest Expense Ratio(利息费用率),Total debt/Total net worth(总负债/净资产比率),Debt ratio %(负债率),Net worth/Assets(净资产/总资产比率),Long-term fund suitability ratio(长期资金适宜比率),Borrowing dependency(借款依赖度),Contingent liabilities/Net worth(或有负债/净资产比率),Operating profit/Paid-in capital(营业利润/资本),Net profit before tax/Paid-in capital(税前净利润/资本),Inventory and accounts receivable/Net value(存货及应收账款/净资产),Total Asset Turnover(总资产周转率),Accounts Receivable Turnover(应收账款周转率),Average Collection Days(平均收款天数),Inventory Turnover Rate(存货周转率),Fixed Assets Turnover Frequency(固定资产周转频率),Net Worth Turnover Rate(净资产周转率),Revenue per person(人均销售收入),Operating profit per person(人均营业利润),Allocation rate per person(人均固定资产),Working Capital to Total Assets(流动资本/总资产),Quick Assets/Total Assets(速动资产/总资产),Current Assets/Total Assets(流动资产/总资产),Cash/Total Assets(现金/总资产),Quick Assets/Current Liability(速动资产/流动负债),Cash/Current Liability(现金/流动负债),Current Liability to Assets(流动负债/总资产),Operating Funds to Liability(营运资金/负债),Inventory/Working Capital(存货/流动资本),Inventory/Current Liability(存货/流动负债),Current Liabilities/Liability(流动负债/负债),Working Capital/Equity(流动资本/净资产),Current Liabilities/Equity(流动负债/净资产),Long-term Liability to Current Assets(长期负债/流动资产),Retained Earnings to Total Assets(留存收益/总资产),Total income/Total expense(总收入/总费用),Total expense/Assets(总费用/总资产),Current Asset Turnover Rate(流动资产周转率),Quick Asset Turnover Rate(速动资产周转率),Working capital Turnover Rate(流动资本周转率),Cash Turnover Rate(现金周转率),Cash Flow to Sales(现金流量/销售收入),Fixed Assets to Assets(固定资产/总资产),Current Liability to Liability(流动负债/负债),Current Liability to Equity(流动负债/净资产),Equity to Long-term Liability(净资产/长期负债),Cash Flow to Total Assets(现金流量/总资产),Cash Flow to Liability(现金流量/负债),CFO to Assets(经营现金流/总资产),Cash Flow to Equity(现金流量/净资产),Current Liability to Current Assets(流动负债/流动资产),Liability-Assets Flag(负债超过资产标志),Net Income to Total Assets(净利润/总资产),Total assets to GNP price(总资产/GNP价格),No-credit Interval(无信用间隔),Gross Profit to Sales(毛利润/销售收入),Net Income to Stockholder's Equity(净利润/股东权益),Liability to Equity(负债/净资产),Degree of Financial Leverage(财务杠杆度),Interest Coverage Ratio(利息保障倍数),Net Income Flag(净利润负标志),Equity to Liability(净资产/负债)。