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PREDICTING FINANCIAL DISTRESS IN NURSING HOMES: AN APPLICATION OF THE ALTMAN Z-SCORE MODEL

机译:养老院中的财务困境预测:Altman Z-SCORE模型的应用

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摘要

From 2000 through 2013, there have been 1,223 nursing home closures. Nursing home closures have a negative impact on the displaced resident’s health and the local community (i.e. lost jobs). There are multiple factors that attribute to a nursing home closure; however, financial performance plays a significant role.The purpose of this paper is to examine the probability of nursing home failure via the Altman’s Z-Score bankruptcy prediction model. The Altman Z-score model is a discriminant function derived from a multiple discriminant analysis (MDA). The MDA generates a weighted linear function of the financial ratios that ‘‘best’’ discriminates between the group of firms in financial distress and those not in financial distress. Financial ratios include income and balance sheet ratios to assess the organization’s liquidity, profitability, efficiency and insolvency. This study will require the establishment and validation of new weight coefficients in order to properly predict if the organization is financially healthy or risky. This study utilized facility level data from the Medicare Cost Reports from 2000 to 2013. The sample size will be approximately 15,600 facilities per year. Hospital-based skilled nursing facilities, government facilities and nursing homes that receive no Medicare will be excluded from the study.The validated Altman’s Z-score model for nursing homes can serve as a tool for policymakers to identify nursing homes under financial distress. This can facilitate interventions targeting nursing homes that are at risk of closure.
机译:从2000年到2013年,关闭了1,223个疗养院。疗养院的关闭对流离失所者的健康和当地社区产生了负面影响(即失业)。养老院的关闭有多种因素。但是,财务绩效起着重要作用。本文的目的是通过Altman的Z-Score破产预测模型来检查养老院倒闭的可能性。 Altman Z评分模型是从多重判别分析(MDA)派生的判别函数。 MDA生成财务比率的加权线性函数,“最佳”可区分陷入财务​​困境的公司和未陷入财务困境的公司。财务比率包括收入比率和资产负债表比率,以评估组织的流动性,获利能力,效率和破产能力。这项研究将需要建立和验证新的权重系数,以便正确预测组织的财务状况或风险。这项研究利用了2000年至2013年医疗保险成本报告中的设施水平数据。样本规模每年约为15600处设施。该研究不包括以医院为基础的熟练护理机构,政府机构和没有获得医疗保险的疗养院。经过验证的Altman的Z-score疗养院模型可以用作决策者识别财务困境中的疗养院的工具。这可以促进针对面临关闭风险的疗养院的干预措施。

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