Distributional properties of some financial ratios in insurance
نویسنده
چکیده
This paper presents a distributional analysis of some financial ratios in the insurance industry. Although previous studies have established a reasonably good understanding of the frequency distributions of financial ratios, to date most of our knowledge has been derived from cross-sectoral studies, or from the manufacturing sector in particular. This paper aims to contribute to the literature by further applying and extending this knowledge into the financial services sector. The focus is on four key profitability ratios: the combined ratio, the expense ratio, the loss ratio and return on assets. A sample of 115 global insurance conglomerates, 64 from the United States and 55 from the EU, is used to test the effects of an outlier-removal procedure and data transformation on the normality of the distributions. The study successfully applies a modest normalisation procedure for all four ratios, highlights the dangers of conducting parametric tests on non-normal data series, and finds that lognormal transformation is beneficial just for the Return on Assets ratio.
منابع مشابه
Modeling Catastrophes and Their Impact on Insurance Portfolios
The authors propose a general individual catastrophe risk model that allows damage ratios to be random functions of the catastrophe intensity. They derive some distributional properties of the insured risks and of the aggregate catastrophic loss under this model. Through the model and ruin probability calculations, they formally illustrate the well-known fact that the catastrophe risk cannot be...
متن کاملHow Does Monetary Policy Affect Household Income Distribution?
Over the last decades the research on monetary policy has largely concentrated on the impact of monetary authorities’ decisions on inflation and the fine-tuning of the macroeconomic, so that distributional effects of monetary policy which are non-trivial has been ignored. A view that has become increasingly popular since the financial crisis 2008 is that expansionary monetary policy can exacerb...
متن کاملSOME COMPUTATIONAL RESULTS FOR THE FUZZY RANDOM VALUE OF LIFE ACTUARIAL LIABILITIES
The concept of fuzzy random variable has been applied in several papers to model the present value of life insurance liabilities. It allows the fuzzy uncertainty of the interest rate and the probabilistic behaviour of mortality to be used throughout the valuation process without any loss of information. Using this framework, and considering a triangular interest rate, this paper develops closed...
متن کاملAnnuitization with Mortality Heterogeneity
This article examines the distributional implications of mandatory longevity insurance when mortality heterogeneity exists in the population. Previous research has demonstrated the significant financial redistribution that occurs under alternative annuity programs in the presence of differential mortality across groups. This article embeds that analysis into a life-cycle framework that allows f...
متن کاملBankruptcy Prediction: Dynamic Geometric Genetic Programming (DGGP) Approach
In this paper, a new Dynamic Geometric Genetic Programming (DGGP) technique is applied to empirical analysis of financial ratios and bankruptcy prediction. Financial ratios are indeed desirable for prediction of corporate bankruptcy and identification of firms’ impending failure for investors, creditors, borrowing firms, and governments. By the time, several methods have been attempted in...
متن کامل