• Title/Summary/Keyword: Non-Life Insurance

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Evaluating Efficiency of Life Insurance Companies Utilizing DEA and Machine Learning

  • Han Kook;Kim, Jae-Kyung
    • Proceedings of the Korea Inteligent Information System Society Conference
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    • 2000.04a
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    • pp.365-373
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    • 2000
  • Data Envelopment Analysis (DEA), a non-parametric productivity analysis tool, has become an accepted approach for assessing efficiency in a wide range of fields. Despite of its extensive applications and merits, some features of DEA remain bothersome. DEA offers no guideline about to which direction relatively inefficient DMUs improve since a reference set of an inefficient DMU, several efficient DMUs, hardly provides a stepwise path for improving the efficiency of the inefficient DMU.In this paper, we aim to show that DEA can be used to evaluate the efficiency of life insurance companies while overcoming its limitation with the aids of machine learning methods.

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Review of measurement of prostate specific antigen: in the aspect of insurance medicine (전립선암 선별을 위한 PSA 측정의 보험의학적 의미)

  • Park, Kwang-Il
    • The Journal of the Korean life insurance medical association
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    • v.29 no.1
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    • pp.16-21
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    • 2010
  • The measurement of prostate specific antigen (PSA) in screening for prostate cancer is recently performed as a routine check-up in clinical medicine and insurance medicine. Several factors may affect serum PSA levels. As prostate size increases with increasing age, the PSA concentration also rises. Increasing body mass index (BMI) is associated with a lower mean PSA concentration. Inhibitors of 5-alpha-reductase such as finasteride and dutasteride produce a 50 percent or greater decrease in serum PSA during the first three months of therapy, which persists as long as the drug is continued. Men who are regularly taking non-steroidal antiinflammatory drugs (NSAIDs) or acetaminophen have lower PSA levels. Emerging concepts regarding PSA testing that may help refine the interpretation of an elevated concentration include: PSA density, PSA velocity, and Free versus complexed or bound PSA. With many insurance companies, PSA level has become part of a standard battery of blood tests, along with HIV, cholesterol, liver enzymes, and other predictors of premature death. But, there is no clear proof of benefit, so we have to monitor the value of PSA test as a prostate cancer screening test in insurance medicine.

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A study on the reinforcing competitiveness plan for insurer from PB market (PB 시장에서의 보험사 경쟁력 강화방안 연구)

  • Kwak, Bong-Hwan;Ham, Young-Jin
    • International Commerce and Information Review
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    • v.9 no.2
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    • pp.41-64
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    • 2007
  • A life insurance industry's market is reaching a state of saturation recently, and the competition is as time goes by intense among the non-life insurance industry. Consequently, the insurance companies must grope a new source of revenue and develop a new business model for a stability growth. At the forked road, the insurance companies must group the existing and new customers in order to find the royal customers, and develop a new service with them. Accordingly, it is the time to study the advance of PB field and the royal customer management that will maintain and expand the new relations with them. Besides, the PB was the service to begin in needs of the specific group, but now it is regarded as a new source of high profit in the age of universal financial service among the financial circles. As a consequence, the PB marketing is introduced in haste, and such trend seems to be continued. Therefore, the plans that help the domestic insurance company reflect the characteristic of the insurance and expand the scope of business into the scope of property management according to the needs of customers under a universal financial service trend will be studied.

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An Investigation of the Efficiency of Insurance Companies in Vietnam - Using Data Envelopment Analysis and Malmquist Index

  • NGUYEN, Bao Ngoc;NGUYEN, Phuong Anh
    • The Journal of Asian Finance, Economics and Business
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    • v.9 no.7
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    • pp.261-271
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    • 2022
  • Over the last 20 years, the insurance industry in Vietnam has been rapidly growing with an average annual growth rate of 21%, one of the most active markets in Southeast Asia, raising the question of efficiency to managers, investors, and regulators. This article is one of the first research works using Data Envelopment Analysis combined with the Malmquist index over the period from 2016 to 2020 for 37 insurance firms in Vietnam to investigate the efficiency of this sector. The value-added approach is employed with total equity and operating expenses as inputs, finance income, and gross written premium as outputs. The findings reveal that most of Vietnam's insurance companies are operating quite effectively, and the non-life sector is more efficient than the life sector. There is also a regression in efficiency change, while there is a progression in technological change and total factor productivity change during the period examined. The goal of this research is to give a fundamental understanding of the overall efficiency of insurance firms in Vietnam, and help managers, investors, policyholders, and government agencies make better decisions regarding self-assessment, M&A activities, deregulation... Consequently, the insurance sector could improve in terms of efficiency and develop sustainably over time.

An Analysis on the Difference of Death Rates Between the Insured with Medical Examination and the Insured Without Medical Examination (생명보험(生命保險) 유진사(有診査) 및 무진사가입자(無診査加入者)의 사망(死亡)에 관한 고찰(考察))

  • Kwon, Tae-Hee
    • The Journal of the Korean life insurance medical association
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    • v.1 no.1
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    • pp.88-95
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    • 1984
  • In Korea, life insurance policies are sold to the policy holders by insuring either the insureds undergo a medical examination at a clinic or the insureds' report their history of diseases ever experienced that replaces the medical examination. This study aimed to measure the level of death rates for the insureds between those who received medical examination and those who did not receive medical examination, and to examine differences of the rates in terms of the insureds' characteristics such as age, sex, cause of death and duration. A total number of 32,358 insureds were selected for the population of this study from the D. Life Insurance Company located in Seoul City. Out of the 32,358 insureds, 2,997 received medical examination and the rest of 29,381 did not received any medical examination. Results of analysis are summarized as follows: 1. Death rate per 100,000 insureds for the all was 19.3 in the first year, 96.3 in the second year, 143.8 in the third year 93.4 in the fourth year. For the group of medical examination received, the rate was zero in the first year, 41.3 in the second year, 55.4 in the third year and 268.8 in the fourth year, and for the group of non-medically examined the rate was 21.3 in the first year, 101.9 in the second year, 152.2 in the third year and 76.8 in the fourth year. The levels of death rates between the insureds with medical examsination and the inureds without medical examination were non-significant in the differences by duration except the levels of the third year, which indicated the death rate of non-medically examined group was higher than that of the medically examined group. 2. 73.0 per cent of the total deaths observed during the insured period were caused by various diseases and the rest of 27.0 per cent deaths were due to accidents. For the group of medical examination received, 55.6 per cent deaths were caused by diseases, and for the group of nonmedically examined, 74.7 per cent of deaths were due to diseases. 3. cancer was the most frequent cause which accounted for 22.0 per cent of the total deaths. Proportion of deaths due to cancer from the group of medical examination received was 22.2 per cent, and the corresponding rate for the group of non-medically examined also showed high rate of 22.0 per cent.

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Analysis on the Efficiency and Productivity Change of Non-Life Insurance Industry between Pre-Execution and Post-Execution of Capital Market Law (자본시장통합법 시행 전후의 손해보험산업의 효율성 및 생산성 변화 분석)

  • Kang, Ho-Jung
    • The Journal of the Korea Contents Association
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    • v.11 no.12
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    • pp.403-412
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    • 2011
  • The execution of capital market law causes severe competition by promoting restructuring of financial industry. This study analyze efficiency and productivity change of the Korean Non-Life Insurance industry between pre-execution and pre-execution of capital market law using DEA model and Malmquist Index. Additionally, this study finds determinants of efficiency using tobit regression. The main results of this study can by summarized as follows. First, the efficiency with post-execution was increased comparing with pre-execution of capital market law significantly. Second, the productivity with post-execution was increased comparing with pre-execution of capital market law significantly. Third, significant determinants of technical efficiency and pure technical efficiency are weight of life planner. operation rate of assets respectively. And significant determinant of scale efficiency are firm size, operation rate of assets, weight of life planner.

The Strategies for the Sustainable Management of Insurance Companies (보험회사의 지속가능경영 전략에 관한 연구)

  • Jung, Se-Chang;Seon, Hwan-Kyu
    • Communications for Statistical Applications and Methods
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    • v.18 no.1
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    • pp.119-130
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    • 2011
  • This paper measures and analyzes the performance of insurance companies in Korea in respect to sustainable development and suggest strategic implications based on the analysis. The correlation, regression, ANOVA, and t-test are employed. The results of this study are summarized as follows. First, it shows tat social index is important in the life insurance industry; however, the environmental index, is important in the non-life insurance industry. Second, the result gained by regressing the size and financial soundness on the performance of sustainable development demonstrates that the size variable is statistically significant. It suggests that size is a necessary condition for sustainable development. Finally, ANOVA shows that the small and medium sized companies have a significantly poor performance compared to the large companies concerning the social index and reputation index in the life insurance industry. The small and medium sized companies in the non-life insurance industry exhibit a significantly poor performance compared to the large companies in respect to all the indexes, except for the social index. Therefore, the small and medium sized companies make every endeavor in the poor indexes to improve performance.

Disc and underwriting - A proposal of life underwriter in terms of insurance benefits - (디스크질환과 언더라이팅 -보장급부를 중심으로 고찰한 생명보험 언더라이터의 제안-)

  • Byun, Hye-Jin
    • The Journal of the Korean life insurance medical association
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    • v.27 no.2
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    • pp.96-106
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    • 2008
  • Herniate disc disease is one of the biggest problem in claim of insurance as well as in medical. Herniate disc disease have recently increased, and it is ranked 8th in claim reasons recently. As an underwriter and physical therapist, I want to study interrelationship of insurance and disc disease. I think it is necessary to know about knowledge of medical, so this study is given some space to structure of spine, cause of herniated disc disease, role of disc, methods of classification of disable (McBride method and AMA method), and spine disability stage. disc surgery is divided laparoscope disc surgery and spine surgery. I analysis it some factors- gender, age, occupation, re-surgery, and state of after surgery - through searching medical papers. I suggest below conclusion to underwriter because it can be useful to make questionnaire, and underwriter can expect prognosis. conclusion The negative factors of disc surgery (compare to other cases) were as follows: 1. endoscope disc surgery: $20{\sim}40year$ old man, hospitalization period more than 5 days. 2. spine surgery: $45{\sim}70year$ old woman, hospitalization period more than 15 days. 3. re-surgery experience: exist 4. working condition: a person who draws a small income, non-regular worker, working period is less than 1 year. 5. method of surgery: pedicle screw fixation. spine fusion surgery, artificial disc surgery. 6. post surgery condition: appearance of muscle weakness, paralysis, reference pain, lordosis, kyphosis, and complication. smoker or take a drink.

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Health-Related Characteristics that Affect the Prevalence of Osteoporosis in Elderly Women

  • Yim, Eun-Sil;Lee, Kwang-Ok;Kim, Kyung-Ha
    • Journal of East-West Nursing Research
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    • v.16 no.2
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    • pp.172-178
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    • 2010
  • Purpose: We examined the relationship between the health-related issues of elderly women and bone density and identified specific factors that affect the prevalence of osteoporosis to provide basic data for developing a health care program on osteoporosis prevention. Methods: This study is a secondary data analysis of 118,903 66-yr-old women who received a health examination conducted by the National Health Insurance Corporation in 2008. Multiple logistic regression analysis was used to identify factors affecting the prevalence of osteoporosis. Results: The prevalence of osteoporosis was 46.8%, whereas the prevalence of osteopenia was 38.4% among elderly women in this study. Statistically significant differences were observed between the osteoporosis and non-osteoporosis group in terms of smoking (p<.001), exercise (p<.001), obesity (p<.001), waist circumference (p<.001), depression (p<.001), falling experience (p<.05), and the cognitive function risk (p<.05). Based on the multiple logistic regression results, the risk for osteoporosis was high in those who were under-weight, smoked, or were depressed. In contrast, moderate or high level obesity showed a negative relationship with osteoporosis. Conclusion: The prevalence of osteopenia and osteoporosis was 85.2%. Therefore, there is a need to develop health care programs pertaining to osteoporosis intervention and prevention for elderly women. Because smoking, non-exercise, and obesity are main osteoporosis risk factors, it is highly recommended that some sound practical life programs and psychological support programs be considered for this population.

Bayes Risk Comparison for Non-Life Insurance Risk Estimation (손해보험 위험도 추정에 대한 베이즈 위험 비교 연구)

  • Kim, Myung Joon;Woo, Ho Young;Kim, Yeong-Hwa
    • The Korean Journal of Applied Statistics
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    • v.27 no.6
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    • pp.1017-1028
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    • 2014
  • Well-known Bayes and empirical Bayes estimators have a disadvantage in respecting to overshink the parameter estimator error; therefore, a constrained Bayes estimator is suggested by matching the first two moments. Also traditional loss function such as mean square error loss function only considers the precision of estimation and to consider both precision and goodness of fit, balanced loss function is suggested. With these reasons, constrained Bayes estimators under balanced loss function is recommended for non-life insurance pricing.; however, most studies focus on the performance of estimation since Bayes risk of newly suggested estimators such as constrained Bayes and constrained empirical Bayes estimators under specific loss function is difficult to derive. This study compares the Bayes risk of several Bayes estimators under two different loss functions for estimating the risk in the auto insurance business and indicates the effectiveness of the newly suggested Bayes estimators with regards to Bayes risk perspective through auto insurance real data analysis.