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    DEA and Insurance

    On this page, we have provided all the information about DEA and Insurance that may be interesting and useful to users. This page contains the following sections:

    1. Background

    2. Key papers

    3. New interesting papers

    4. Related subject

    5. Statistics

    6. References

    Highlights:

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    BACKGROUND

    Insurance, a financial concept designed to manage risks, seeks to provide security for economic growth or to hedge against uncertain loss (Kaffash, 2019). Insurance industry extends the productivities and services with providing safety and confidence. These companies have positive effects on economics growth of the country. Efficiency measurement in the insurance companies increases the quality of their activities and also assists them to identify and solve the problems (Pawar, 2015). Data envelopment analysis (DEA) is a technique that is widely applied to measure the relative efficiency of a set of production systems. Fecher, Kessler, Perelman, and Pestieau (1993) is the first study that applies DEA in evaluating the performance of insurance firms. Thereafter, many researchers studied insurance business by using DEA techniques. Cummins and Weiss (2000), Cummins and Weiss (2013), Eling and Luhnen (2010), Liu, Lu, Lu, and Lin (2013a) and Kaffash, Azizi, Huang and Zhu (2019) reviewed the efficiency of insurance firms for which frontier efficiency methods are used.
    Types of Insurance: Life insurance and non-life insurance.


    Frequently used inputs:
    Labor, Number of employees/specialist
    Capital, Capital debt
    Equity, Equity capital
    Materials and business services

    Frequently used outputs:
    Premiums
    Short- and long-tailed personal lines
    Losses and incurred losses
    Investment income/gain, return on investment

    KEY PAPERS
    This section introduces key papers in the DEA and insurance. These papers have had a significant impact on the DEA and its application in insurance sector.

    Productive Performance of the French Insurance Industry
    Authors: E. Fecher, D. Kessler, S. Perelman, P. Pestieau
    Journal: The Journal of Productivity Analysis
    Published: 1993
    Abstract: The purpose of this paper is to provide for both life and non-life insurance an assessment of the relative productive performance of French companies.
    We use parametric and nonparametric approaches to construct a frontier to be used as a yardstick of productive efficiency. Our data basis covers 84 life and 243 non-life companies for the period 1984-1989. The main findings show a high correlation between parametric and nonparametric results and a wide dispersion in the rates of inefficiency across companies. This dispersion can be reduced when controlling for variations in scale, ownership, distribution, reinsurance, and claims ratios.

     

     

     

     

    Efficiency decomposition in two-stage data envelopment analysis: An application to non-life insurance companies in Taiwan
    Authors: Chiang Kao , Shiuh-Nan Hwang
    Journal: European Journal of Operational Research
    Published: 2008
    Abstract: The efficiency of decision processes which can be divided into two stages has been measured for the whole process as well as for each stage independently by using the conventional data envelopment analysis (DEA) methodology in order to identify the causes of inefficiency. This paper modifies the conventional DEA model by taking into account the series relationship of the two sub-processes within the whole process. Under this framework, the efficiency of the whole process can be decomposed into the product of the efficiencies of the two sub-processes. In addition to this sound mathematical property, the case of Taiwanese non-life insurance companies shows that some unusual results which have appeared in the independent model do not exist in the relational model. In other words, the relational model developed in this paper is more reliable in measuring the efficiencies and consequently is capable of identifying the causes of inefficiency more accurately. Based on the structure of the model, the idea of efficiency decomposition can be extended to systems composed of multiple stages connected in series.

     

    Frontier Efficiency Methodologies to Measure Performance in the Insurance Industry: Overview, Systematization, and Recent Developments
    Authors: Martin Eling and Michael Luhnen
    Journal: The International Association for the Study of Insurance Economics
    Published: 2010
    Abstract: The purpose of this paper is to provide an overview on frontier efficiency measurement in the insurance industry, a topic of great interest in the academic literature during the last several years. We provide a comprehensive survey of 95 studies with a special emphasis on innovations and recent developments. We review different econometric and mathematical programming approaches to efficiency measurement in insurance and discuss the choice of input and output factors. Furthermore, we categorise the 95 studies into 10 different areas of application and discuss selected results. While there is a broad consensus with regard to the choice of methodology and input factors, our review reveals large differences in output measurement. Significant need for future research can be identified, for example, with regard to analysis of organisational forms, market structure and risk management, especially in the international context.

     

    Consolidation and efficiency in the US life insurance industry
    Authors: J. David Cummins, Sharon Tennyson, Mary A. Weiss
    Journal: Journal of Banking & Finance
    Published: 1999
    Abstract: This paper examines the relationship between mergers and acquisitions, efficiency, and scale economies in the US life insurance industry. We estimate cost and revenue efficiency over the period 1988±1995 using data envelopment analysis (DEA). The Malmquist methodology is used to measure changes in efficiency over time. We find that acquired firms achieve greater efficiency gains than firms that have not been involved in mergers or acquisitions. Firms operating with non-decreasing returns to scale (NDRS) and financially vulnerable firms are more likely to be acquisition targets. Overall, mergers and acquisitions in the life insurance industry have had a beneficial effect on efficiency

    NEW INTERESTING PAPERS

    The using of the DEA technique in the insurance sector is increasing over time. This section introduces new articles that present a new method or significant results in this area.

     

    Efficiency and profitability in the global insurance industry
    Authors: M. Elinga, R. Jiab
    Journal: Pacific-Basin Finance Journal

    Published: 2019
    Abstract: We examine the relationship between firm efficiency (E) and profitability (P) with a global dataset of over 5000 insurance companies. Consistent with previous studies in banking and insurance, we document a significantly positive correlation between the efficiency measures and profitability measures. Beyond the extant evidence, we find significant industry dependency in the E-P relationship driven by industry idiosyncrasies, whereas efficiency is more critical to the profitability of life insurers than to that of nonlife insurers. We also show that the E-P relationship is nonlinear: the marginal impact of efficiency on profitability decreases as the insurer's efficiency is close to the best practice.

     

    Fixed cost allocation based on the principle of efficiency invariance in two-stage systems
    Authors: Q. An , P. Wang , A. Emrouznejad , J. Hu
    Journal: European Journal of Operational Research
    Published: 2019

    Abstract: Fixed cost allocation among groups of entities is a prominent issue in numerous organisations. Addressing this issue has become one of the most important topics of the data envelopment analysis (DEA) methodology. In this study, we propose a fixed cost allocation approach for basic two-stage systems based on the principle of efficiency invariance and then extend it to general two-stage systems. Fixed cost allocation in cooperative and noncooperative scenarios are investigated to develop the related allocation plans for two-stage systems. The model of fixed cost allocation under the overall condition of efficiency invariance is first developed when the two stages have a cooperative relationship. Then, the model of fixed cost allocation under the divisional condition of efficiency invariance wherein the two stages have a noncooperative relationship is studied. Finally, the validation of the proposed approach is demonstrated by a real application of 24 nonlife insurance companies, in which a comparative analysis with other allocation approaches is included.

     

     

    Modeling Investments in the Dynamic Network Performance of
    Insurance Companies

    Authors: K.Tone , Q. Long Kweh , W. Lu , I. Wei Kiong Ting
    Journal: Omega
    Published: 2018

    Abstract: This study proposes a dynamic two-stage network data envelopment analysis (DEA) model with and without carry-over variables to evaluate corporate performance. Carry-over variables are those continuously held from one term to another, reflecting dynamic components. Apart from considering dynamic aspects, the DEA model called dynamic slacksbased measure with network structure can address various inputs and outputs at both stages and multiple intermediates that link the two stages. We demonstrate the applicability of the proposed model under the assumption of variable returns to scale to the performance evaluation of 30 insurance companies in Malaysia from 2008 to 2016. Specifically, we gauge resource management and investment efficiencies as the two production stages of insurance companies. While investment asset is considered the carry-over variable, investment income is treated as one of the ultimate outputs. Results indicate that the discriminatory power of the overall performance is high when we consider investments, particularly investment assets, as a carry-over variable. Moreover, we employ a multi-criteria decision analysis to compare all insurance companies in a common setting, including each ratio of liquidity, profitability, and leverage. The decision to include these ratios is made after performing regression analyses. This study entails practical implications for insurers and policy makers in terms of resource management and investment after considering investments and relevant performance ratios.

     

    Authors: Kaffash S., Roza Azizi, Ying Huang, Joe Zhu
    Journal: European Journal of Operational Research
    Published: 2019
    Abstract: Recently in the insurance sector, efficiency measurement of insurance firms has attracted great interest from investors, financial market analysts, insurance regulators, and researchers alike. Among several performance assessment approaches, Data Envelopment Analysis (DEA) has become one of the tools that have been commonly adopted to evaluate firms in various fields. Given the increasing interest in ap- plying DEA to assessing relative efficiency or performance of insurance firms and that there has been a growing body of literature on DEA applications in the insurance industry since the last comprehensive published review in the field (i.e., Cummins and Weiss, 2013), an updated survey of DEA applications focusing on the insurance industry is necessary. In this study, we review and analyze 132 DEA application studies in the insurance industry published from 1993 through July 2018, covering both applications and methodologies. Regarding the applications, we show that the impact of recent changes such as Insurtechs, market transparency, and micro-insurance institutions on the efficiency of insurance firms has not yet been touched. As to methodologies, we pinpoint that the newly-developed DEA approaches such as shared resources dynamic network DEA, modified directional distance function, satisficing DEA, and fuzzy DEA lack in the extant literature. Through the analyses, we highlight the existing gaps in the DEA applications in the insurance industry for future research.
     

    STATISTICS

    In this section, we list a series of selected descriptive statistics involving the numbers and distributions of papers, journals and keywords of DEA and insurance related articles in the past years.
     
     
    1. Statistics involving publications by year

    The following chart shows the distribution of DEA and insurance articles published by year. The greatest number of articles is in 2010 and 2014.

      

      

     

    2. Statistics involving publications by journal
    The following chart shows ten journals that have published the greatest number of DEA and insurance papers in the past years. Journals such as European journal of operational research, GENEVA papers on risk and insurance-issues and practice , and Journal of banking and finance are the most utilized.

     

      

    3. Statistics involving keywords used

    The following table lists the most popular keywords by number of publications.

    REFERENCES

    133. Economies of Scope, Organizational Form, and Insolvency Risk: Evidence from the Takaful Industry
    Khalid Al Amri, J. David Cummins, Mary A. Weiss
    Journal of International Financial Markets, Institutions and Money, In press, journal pre-proof Available online
    2020
    Keywords:

    132. The efficiency and productivity of Public Services Hospital in Indonesia
    Irwandy, Amal C. Sjaaf, …Harimat Hendrawan
    Enfermería Clínica
    2020
    Keywords:

    131. Efficiency and profitability in the global insurance industry
    Martin Eling, Ruo Jia
    Pacific-Basin Finance Journal
    2019
    Keywords:

    130. Fixed cost allocation based on the principle of efficiency invariance in two-stage systems
    Qingxian An, Ping Wang, …Junhua Hu
    European Journal of Operational Research
    2020
    Keywords:


    129. A survey of data envelopment analysis applications in the insurance industry 1993–2018
    Sepideh Kaffash, Roza Azizi, …Joe Zhu
    European Journal of Operational Research
    2020
    Keywords:

    128. Inefficiency identification for closed series production systems
    Chiang Kao
    European Journal of Operational Research
    2019
    Keywords:

    127. Modeling investments in the dynamic network performance of insurance companies
    Kaoru Tone, Qian Long Kweh, …Irene Wei Kiong Ting
    Omega
    2019
    Keywords:

    126. Measuring and decomposing the gender pay gap: A new frontier approach
    Carla A. F. Amado, Sérgio P. Santos, José M. S. São José
    European Journal of Operational Research
    2018
    Keywords:

    125. Governance mechanisms and efficiency: Evidence from an alternative insurance (Takaful) market
    Yusuf Karbhari, Ibrahim Muye, …Marwa Elnahass
    Journal of International Financial Markets, Institutions and Money
    2018
    Keywords:

    124. Performance analysis of takaful and conventional insurance companies in Saudi Arabia.
    Akhtar, M. H.
    Benchmarking: An International Journal, 25 (2), 677-695.
    2018
    Keywords:

    123. Multi-attribute assessment of the financial performance of non-life insurance companies: Empirical evidence from Europe.
    Doumpos, M. , Galariotis, E. , Nocera, G. , & Zopounidis, C.
    Financial decision aid using multiple criteria (pp. 1–17). Springer .
    2018
    Keywords:

    122. Business failure, efficiency, and volatility: Evidence from the European insurance industry.
    Eling, M. , & Jia, R.
    International Review of Financial Analysis, 59 , 58–76 .
    2018
    Keywords:

    121. Measuring human, physical and structural capital efficiency performance of insurance companies.
    Nourani, M. , Chandran, V. , Kweh, Q. L. , & Lu, W.
    Social Indicators Research, 137 (1), 281–315 .
    2018
    Keywords:

    120. Two-stage network DEA: Who is the leader?
    Haitao Li, Chialin Chen, …Joe Zhu
    Omega
    2018
    Keywords:

    119. Data envelopment analysis application in sustainability: The origins, development and future directions.
    Zhou, H. , Yang, Y. , Chen, Y. , & Zhu, J.
    European Journal of Operational Research, 264 (1), 1–16 .
    2018
    Keywords:

    118. Evaluating operation and coordination efficiencies of parallel-series two-stage system: A data envelopment analysis approach
    Jianfeng Ma, Lin Chen
    Expert Systems with Applications
    2018
    Keywords:

    117. The structure of the global reinsurance market: An analysis of efficiency, scale, and scope
    Christian Biener, Martin Eling, Ruo Jia
    Journal of Banking & Finance
    2017
    Keywords:

    116. Target intermediate products setting in a two-stage system with fairness concern
    Qingxian An, Haoxun Chen, …Liang Liang
    Omega
    2017
    Keywords:

    115. Technology gaps and capacity issues in African insurance companies: Selected country evidence.
    Barros, C. P. , & Wanke, P.
    Journal of International Development, 29 (1), 117-133.
    2017
    Keywords:

    114. Under pressure: How the business environment af- fects productivity and efficiency of European life insurance companies.
    Eling, M. , & Schaper, P.
    European Journal of Operational Research, 258 (3), 1082–1094 .
    2017
    Keywords:

    113. Data envelopment analysis in financial services: A citations network analysis of banks, insurance companies and money market funds.
    Kaffash, S. , & Marra, M.
    Annals of Operations Research, 253 (1), 307–344 .
    2017
    Keywords:

    112. Business excellence: The managerial and value-creation efficiencies of the insurance companies.
    Nourani, M. , Devadason, E. S. , Kweh, Q. L. , & Lu, W.
    Total Quality Management & Business Excellence, 28 (7-8), 879–896 .
    2017
    Keywords:

    111. Solvency surveillance and financial crisis: Evidence from the Spanish insurance industry.
    Rubio-Misas, M. , & Fernández-Moreno, M.
    Spanish Journal of Finance and Accounting/Revista Española De Financiación y Contabilidad, 46 (3), 272–297 .
    2017
    Keywords:

    110. Efficiency-solvency linkage of indian general insurance companies: A robust non-parametric approach.
    Sinha, R. P.
    Eurasian Economic Review, 7 (3), 353–370 .
    2017
    Keywords:

    109. A note on two-stage network DEA model: Frontier projection and duality
    Sungmook Lim, Joe Zhu
    European Journal of Operational Research
    2016
    Keywords:

    108. The determinants of efficiency and productivity in the Swiss insurance industry.
    Biener, C. , Eling, M. , & Wirfs, J. H.
    European Journal of Operational Research, 248 (2), 703-714.
    2016
    Keywords:

    107. Integration and efficiency convergence in European life insurance markets.
    Cummins, J. D., & Rubio-Misas, M.
    SSRN Electronic Journal. doi: 10.2139/ssrn. 2965742.
    2016
    Keywords:

    106. Efficiency and productivity in the US property-liability insurance industry: Ownership structure, product and distribution strategies.
    Cummins, J. D. , & Xie, X.
    Data envelopment analysis (pp. 113–163). Springer .
    2016
    Keywords:

    105. The impacts of risk-management committee characteristics and prestige on efficiency.
    Wu, Y. , Kweh, Q. L. , Lu, W. , & Azizan, N. A.
    Journal of the Operational Research Society, 67 (6), 813–829 .
    2016
    Keywords:

    104. Incorporating risk into bank efficiency: A satisficing DEA approach to assess the Greek banking crisis.
    Tsolas, I. E. , & Charles, V.
    Expert Systems with Applications, 42 (7), 3491–3500 .
    2015
    Keywords:

    103. Intellectual capital based performance improve- ment, study in insurance firms.
    Zakery, A. , & Afrazeh, A.
    Journal of Intellectual Capital, 16 (3), 619–638 .
    2015
    Keywords:

    102. Restricting weight flexibility in fuzzy two-stage DEA
    Shiang-Tai Liu
    Computers & Industrial Engineering
    2014
    Keywords:

    101. Efficiency determinants and capacity issues in Angolan insurance companies.
    Barros, C. P. , Dumbo, S. , & Wanke, P.
    South African Journal of Economics, 82 (3), 455-467.
    2014
    Keywords:

     

     100. Insurance companies in Mozambique: A two-stage DEA and neural networks on efficiency and capacity slacks. 

    Barros, C. P. , & Wanke, P.
    Applied Economics, 46 (29), 3591-3600.
    2014
    Keywords:

    99. Intellectual capital and productivity of Malaysian general insurers.
    Chen, F. , Liu, Z. , & Kweh, Q. L.
    Economic Modelling, 36 , 413-420 .
    2014
    Keywords:

    98. Cost efficiency and board composition under different takaful insurance business models.
    Kader, H. A. , Adams, M. , Hardwick, P. , & Kwon, W. J.
    International Review of Financial Analysis, 32 , 60–70 .
    2014
    Keywords:

    97. Efficiency measure of insurance v/s takaful firms us- ing DEA approach: A case of Pakistan.
    Khan, A. , & Noreen, U.
    Islamic Economic Studies, 130 (1155), 1–19 .
    2014
    Keywords:

    96. Dynamic efficiency: Intellectual capital in the Chinese non-life insurance firms.
    Long Kweh, Q. L. , Lu, W. , & Wang, W.
    Journal of Knowledge Management, 18 (5), 937–951 .
    2014
    Keywords:

    95. Intellectual capital and performance in the Chinese life insurance industry.
    Lu, W. , Wang, W. , & Kweh, Q. L.
    Omega, 42 (1), 65–74 .
    2014
    Keywords:

    94. Insurer performance and intermediary remuneration: The impact of abandonment of contingent commissions.
    Ma, Y. , Pope, N. , & Xie, X.
    The Geneva Papers on Risk and Insurance: Issues and Practice, 39 (2), 373–388 .
    2014
    Keywords:

    93. Contingent commissions, insurance intermediaries, and insurer performance.
    Ma, Y. , Pope, N. , & Xie, X.
    Risk Management and Insurance Review, 17 (1), 61–81 .
    2014
    Keywords:

    92. Two-stage DEA method in identifying the exogenous factors of insurers’ risk and investment management efficiency.
    Yakob, R. , Yusop, Z. , Radam, A. , & Ismail, N.
    Journal of Sains Malaysian, 43 (9), 1439–1450 .
    2014
    Keywords:

    91. Intellectual capital and performance in the Chinese life insurance industry
    Wen-Min Lu, Wei-Kang Wang, Qian Long Kweh
    Omega
    2014
    Keywords:

    90. Environment-adjusted total-factor energy efficiency of Taiwan's service sectors
    Chin-Yi Fang, Jin-Li Hu, Tze-Kai Lou
    Energy Policy
    2013
    Keywords:

    89. Multi-period efficiency and Malmquist productivity index in two-stage production systems
    Chiang Kao, Shiuh-Nan Hwang
    European Journal of Operational Research
    2013
    Keywords:

    88. Health insurance reform and efficiency of township hospitals in rural China: An analysis from survey data
    Martine Audibert, Jacky Mathonnat, …Anning Ma
    China Economic Review
    2013
    Keywords:

    87. Analyzing firm performance in the insurance industry using frontier efficiency and productivity methods.
    Cummins, J. D. , & Weiss, M. A.
    Handbook of insurance (pp. 795–861). Springer.
    2013
    Keywords:

    86. An efficiency comparison of the non-life insurance industry in the BRIC countries.
    Huang, W. , & Eling, M.
    European Journal of Operational Research, 226 (3), 577–591 .
    2013
    Keywords:

    85. Banks and insurance companies efficiency indicators in the period of financial crisis: The case of the republic of Croatia.
    Jur ˇcevi ´c, B. , & Žaja, M. M.
    Economic Research-Ekonomska Istraživanja, 26 (1), 203–224 .
    2013
    Keywords:

    84. Analysis of hospital technical efficiency in China: Effect of health insurance reform
    Hsin-Hui Hu, Qinghui Qi, Chih-Hai Yang
    China Economic Review
    2012
    Keywords:

    83. The efficiency evaluation of property insurance companies based on two-stage correlative DEA models.
    Bai-qing, S. , Yi-xing, X. , & Wen-tao, C.
    In Proceedings of the 2012 international conference on management science and engineering (ICMSE) (pp. 699-712).
    2012
    Keywords:

    82. Organization and efficiency in the international insurance industry: A cross-frontier analysis.
    Biener, C. , & Eling, M.
    European Journal of Operational Research, 221 (2), 454–468 .
    2012
    Keywords:

    81. Reinsurance counterparty relationships and firm performance in the US property-liability insurance industry.
    Cummins, J. , Feng, Z. , & Weiss, M.
    Fullerton: California State University Working Paper .
    2012
    Keywords:

    80. Cost efficiency measures with trapezoidal fuzzy numbers in data envelopment analysis based on ranking functions: Application in insurance organization and hospital.
    Ebrahimnejad, A.
    International Journal of Fuzzy System Applications, 2 (3), 51–68 .
    2012
    Keywords:

    79. Dupes or incompetents? An examination of management’s impact on firm distress.
    Leverty, J. T. , & Grace, M. F.
    Journal of Risk and Insurance, 79 (3), 751–783 .
    2012
    Keywords:

    78. An analysis on the efficiency of takaful and insurance companies in Malaysia: A non-parametric approach.
    Md Saad, N.
    Review of Integrative Business & Economics Research, 1 (1), 33–56 .
    2012
    Keywords:

    77. Efficiencies of two-stage systems with fuzzy data
    Chiang Kao, Shiang-Tai Liu
    Fuzzy Sets and Systems
    2011
    Keywords:

    76. Market structure, efficiency, and performance in the European property-liability insurance industry.
    Berry-Stölzle, T. , Weiss, M. , & Wende, S.
    Temple University Working paper.
    2011
    Keywords:

    75. The productivity of european life insurers: Best-practice adoption vs. innovation.
    Bertoni, F. , & Croce, A.
    The Geneva Papers on Risk and Insurance: Issues and Practice, 36 (2), 165-185.
    2011
    Keywords:

    74. The performance of micro-insurance programs: A data envelopment analysis.
    Biener, C. , & Eling, M.
    Journal of Risk and Insurance, 78 (1), 83-115.
    2011
    Keywords:

    73. The impact of CEO turnover on property–li- ability insurer performance.
    He, E. , Sommer, D. W. , & Xie, X.
    Journal of Risk and Insurance, 78 (3), 583–608 .
    2011
    Keywords:

    72. Corporate governance and efficiency: Evidence from US property–liability insurance industry.
    Huang, L. , Lai, G. C. , McNamara, M. , & Wang, J.
    Journal of Risk and Insurance, 78 (3), 519–550 .
    2011
    Keywords:

    71. Risk-adjusted efficiency of the insurance industry: Evidence from China.
    Huang, W. , & Paradi, J. C.
    The Service Industries Journal, 31 (11), 1871–1885 .
    2011
    Keywords:

    70. Life insurer efficiency and state regulation: Evidence of optimal firm behavior.
    Pottier, S. W.
    Journal of Regulatory Economics, 39 (2), 169–193 .
    2011
    Keywords:

    69. Corporate social responsibility in the international insurance industry.
    Scholtens, B.
    Sustainable Development, 19 (2), 143–156 .
    2011
    Keywords:

    68. Demutualization, control and efficiency in the US life insurance industry.
    Xie, X. , Lu, W. , Reising, J. , & Stohs, M. H.
    The Geneva Papers on Risk and Insurance: Issues and Practice, 36 (2), 197–225 .
    2011
    Keywords:

    67. Efficiency in the Greek insurance industry.
    Barros, C. P. , Nektarios, M. , & Assaf, A.
    European Journal of Operational Research, 205 (2), 431-436.
    2010
    Keywords:

    66. Distribution channel strategy and efficiency performance of the life insurance industry in Taiwan.
    Chen, M. S. , & Chang, P. L.
    Journal of Financial Services Marketing, 15 (1), 62-75.
    2010
    Keywords:

    65. Economies of scope in financial services: A DEA efficiency analysis of the US insurance industry.
    Cummins, J. D. , Weiss, M. A. , Xie, X. , & Zi, H.
    Journal of Banking & Finance, 34 (7), 1525–1539.
    2010
    Keywords:

    64. Efficiency in the international insurance industry: A cross-country comparison.
    Eling, M. , & Luhnen, M.
    Journal of Banking & Finance, 34 (7), 1497–1509 .
    2010
    Keywords:

    63. Frontier efficiency methodologies to measure performance in the insurance industry: Overview, systematization, and recent developments.
    Eling, M. , & Luhnen, M.
    The Geneva Papers on Risk and Insurance: Issues and Practice, 35 (2), 217–265 .
    2010
    Keywords:

    62. The demise of the mutual organizational form: An investigation of the life insurance industry.
    Erhemjamts, O. , & Leverty, J. T.
    Journal of Money, Credit and Banking, 42 (6), 1011–1036 .
    2010
    Keywords:

    61. The impact of corporate governance on the efficiency performance of the Thai non-life insurance industry.
    Hsu, W. , & Petchsakulwong, P.
    The Geneva Pa- pers on Risk and Insurance: Issues and Practice, 35 (1), S28–S49 .
    2010
    Keywords:

    60. The cost efficiency of takaful insurance companies.
    Kader, H. A. , Adams, M. , & Hardwick, P.
    The Geneva Papers on Risk and Insurance: Issues and Practice, 35 (1), 161–181 .
    2010
    Keywords:

    59. The robustness of output measures in property-liability insurance efficiency studies.
    Leverty, J. T. , & Grace, M. F.
    Journal of Banking & Finance, 34 (7), 1510–1524 .
    2010
    Keywords:

    58. Single market effects on productivity in the German insurance industry
    Mahlberg, B. , & Url, T.
    Journal of Banking & Finance, 34 (7), 1540–1548 .
    2010
    Keywords:

    57. Comparing single-and multichannel distribution strategies in the German life insurance market: An analysis of cost and profit efficiency
    Trigo-Gamarra, L. , & Growitsch, C.
    Schmalenbach Business Review, 62 (4), 401–417 .
    2010
    Keywords:

    56. Are publicly held firms less efficient? Evidence from the US proper- ty-liability insurance industry.
    Xie, X.
    Journal of Banking & Finance, 34 (7), 1549–1563 .
    2010
    Keywords:

    55. An integrated performance evaluation of financial holding companies in Taiwan
    Shih-Fang Lo, Wen-Min Lu
    European Journal of Operational Research
    2009
    Keywords:

    54. Additive efficiency decomposition in two-stage DEA
    Yao Chen, Wade D. Cook, …Joe Zhu
    European Journal of Operational Research
    2009

    53. Efficiency decomposition in network data envelopment analysis: A relational model
    Chiang Kao
    European Journal of Operational Research
    2009

    52. Using GRA and DEA to compare efficiency of bancassurance sales with an insurer’s own team.
    Chiang-Ku, F. , Shu-Wen, C. , & Cheng-Ru, W.
    Journal of Grey System, 21 (4), 395-406.
    2009
    Keywords:

    51. Market values and efficiency in US insurer acquisitions and divestitures.
    Cummins, J. D. , & Xie, X.
    Managerial Finance, 35 (2), 128–155 .
    2009
    Keywords:

    50. Determinants of efficiency and productivity in German proper- ty-liability insurance: Evidence for 1995–2006.
    Luhnen, M.
    The Geneva Papers on Risk and Insurance: Issues and Practice, 34 (3), 483–505 .
    2009
    Keywords:

    49. A DEA analysis of risk, cost, and revenues in insurance.
    Segovia-Gonzalez, M. , Contreras, I. , & Mar-Molinero, C.
    Journal of the Operational Research Society, 60 (11), 1483–1494 .
    2009
    Keywords:

    48. Mergers and acquisitions in the US property-liability insurance industry: Productivity and efficiency effects.
    Cummins, J. D. , & Xie, X.
    Journal of Banking & Finance, 32 (1), 30–55 .
    2008
    Keywords:

    47. Efficiency decomposition in two-stage data envelopment analysis: An application to non-life insurance companies in Taiwan.
    Kao, C. , & Hwang, S.
    Euro- pean Journal of Operational Research, 185 (1), 418–429 .
    2008
    Keywords:

    46. The effect of regulation on comparative advantages of different organizational forms: evidence from the German property-liability insurance industry
    Wende, S. , Berry-Stölzle, T. R. , & Lai, G. L.
    University of Cologne Working Paper .
    2008
    Keywords:

    45. Simultaneous analysis of production and investment performance of Canadian life and health insurance companies using data envelopment analysis
    Desheng Wu, Zijiang Yang, …Liang Liang
    Computers & Operations Research
    2007
    Keywords:

    44. Ownership and efficiency in the German life insurance market: A DEA bootstrap approach.
    Diboky, F. , & Ubl, E.
    In Proceedings of the 34th seminar of the European group of risk and insurance economists (EGRIE) .
    2007
    Keywords:

    43. The impact of deregulation on the German and UK life insurance markets: An analysis of efficiency and productivity between 1991–2002 .
    Hussels, S. , & Ward, D. R.
    Cranfield University Working Paper, SOM Research Paper Series 4/07 .
    2007
    Keywords:

    42. Efficiency and demutualization: Evidence from the US life insurance industry in the 1980s and 1990s.
    Jeng, V. , Lai, G. C. , & McNamara, M. J.
    Journal of Risk and Insurance, 74 (3), 683–711 .
    2007
    Keywords:

    41. Service innovation efficiency evaluation on non-life insurance industry in Taiwan.
    Lin, C. , Yang, H. , & Liou, D.
    In Proceedings of the 2007 IEEE inter- national conference on industrial engineering and engineering management (pp. 1955–1959) .
    2007
    Keywords:

    40. On technical efficiency of China’s insurance industry after WTO accession.
    Shujie, Y. , Zhongwei, H. , & Genfu, F.
    China Economic Review, 18 (1), 66–86 .
    2007
    Keywords:

    39. Deregulation, consolidation, and efficiency: Evidence from the Spanish insurance industry.
    Cummins, J. D. , & Rubio-Misas, M.
    Journal of Money, Credit, and Banking, 38 (2), 323-355.
    2006
    Keywords:

    38. A two-stage DEA model to evaluate the overall performance of Canadian life and health insurance companies
    Zijiang Yang
    Mathematical and Computer Modelling
    2006
    Keywords:

    37. Efficiency changes around US life insurer demutualizations.
    Erhemjamts, O. , & Leverty, J. T.
    working paper .
    2006
    Keywords:

    36. Measuring managerial efficiency in non-life insurance companies: An application of two-stage data envelopment analysis.
    Hwang, S. , & Kao, T.-L.
    International Journal of Management, 23 (3), 699–720 .
    2006
    Keywords:

    35. Evaluating the efficiency and productivity of insurance companies with a malmquist index: A case study for Portugal.
    Barros, C. P. , Barroso, N. , & Borges, M. R.
    Geneva Papers on Risk And Insurance: Issues and Practice, 30 (2), 244–267.
    2005
    Keywords:

    34. Evaluating cost efficiency and returns to scale in the Life Insurance Corporation of India using data envelopment analysis
    Kaoru Tone, Biresh K. Sahoo
    Socio-Economic Planning Sciences
    2005
    Keywords:

    33. Financial intermediary versus production approach to efficiency of marketing distribution systems and organizational structure of insurance companies.
    Brockett, P. L. , Cooper, W. W. , Golden, L. L. , Rousseau, J. J. , & Wang,Y.
    Journal of Risk and Insurance, 72 (3), 393-412.
    2005
    Keywords:

    32. Ownership structure, agency costs, specialization, and efficiency: Analysis of keiretsu and independent insurers in the Japanese nonlife insurance industry.
    Jeng, V. , & Lai, G. C.
    Journal of Risk and Insurance, 72 (1), 105–158 .
    2005
    Keywords:

    31. Hospital ownership and operating efficiency: Evidence from Taiwan
    Hsihui Chang, Mei-Ai Cheng, Somnath Das
    European Journal of Operational Research
    2004
    Keywords:

    30. Health care regulation and the operating efficiency of hospitals: Evidence from Taiwan
    Hsihui ChangWen-Jing ChangShu-Hsing Li
    Journal of Accounting and Public Policy
    2004
    Keywords:

    29. The effect of organizational structure on efficiency: Evidence from the Spanish insurance industry
    J. David Cummins, Maria Rubio-Misas, Hongmin Zi
    Journal of Banking & Finance
    2004
    Keywords:

    28. Evaluating solvency versus efficiency performance and different forms of organization and marketing in US property––liability insurance companies
    Patrick L Brockett, William W Cooper, …Yuying Wang
    European Journal of Operational Research
    2004
    Keywords:

    27. A comparison of HMO efficiencies as a function of provider autonomy.
    Brockett, P. L. , Chang, R. E. , Rousseau, J. J. , Semple, J. H. , & Yang, C.
    Journal of Risk and Insurance, 71 (1), 1–19 .
    2004
    Keywords:

    26. The effect of organizational struc- ture on efficiency: Evidence from the Spanish insurance industry.
    Cummins, J. D. , Rubio-Misas, M. , & Zi, H.
    Journal of Banking & Finance, 28 (12), 3113–3150 .
    2004
    Keywords:

    25. Firm performance in the Chinese insurance industry.
    Leverty, T., Lin, Y., & Zhou, H.
    Wharton Working Paper.
    2004
    Keywords:

    24. How deregulation shapes market structure and industry efficiency: The case of the Italian motor insurance industry.
    Turchetti, G. , & Daraio, C.
    The Geneva Papers on Risk and Insurance: Issues and Practice, 29 (2), 202–218
    2004
    Keywords:

    23. Corporate governance and cost efficiency in the United Kingdom life insurance industry
    Hardwick, P. , Adams, M. B. , & Hong, Z.
    Swansea: European Business Management School, University of Wales
    2003
    Keywords:

    22. Effects of the single market on the Austrian insurance industry.
    Mahlberg, B. , & Url, T.
    Empirical Economics, 28 (4), 813–838 .
    2003
    Keywords:

    21. Optimal capital utilization by financial firms: Evidence from the property-liability insurance industry.
    Cummins, J. D. , & Nini, G. P.
    Journal of Financial Ser- vices Research, 21 (1-2), 15-53.
    2002
    Keywords:

    20. Size and efficiency in European long-term insurance companies: An international comparison.
    Diacon, S. R. , Starkey, K. , & O’Brien, C.
    The Geneva Pa- pers on Risk and Insurance: Issues and Practice, 27 (3), 4 4 4–466 .
    2002
    Keywords:

    19. Using DEA and survival analysis for measuring performance of branches in New Zealand’s accident compensation corporation.
    Meimand, M. , Cavana, R. , & Laking, R.
    Journal of the Operational Research Society, 53 (3), 303–313 .
    2002
    Keywords:

    18. Cost efficiency in Australian general insurers: A non-parametric approach.
    Worthington, A. C. , & Hurley, E. V.
    The British Accounting Review, 34 (2), 89-108
    2002
    Keywords:

    17. The efficiency of UK general insurance companies
    Diacon, S.
    Centre for Risk & Insurance Studies. The University of Nottingham CRIS Discussion Paper Series
    2001
    Keywords:

    16. Efficiency and productivity change of non-life insurance companies in japan.
    Fukuyama, H. , & Weber, W. L.
    Pacific Economic Review, 6 (1), 129–146 .
    2001
    Keywords:

    15. Non-parametric pro- duction frontier approach to the study of efficiency of non-life insurance com- panies in Greece.
    Noulas, A. G. , Lazaridis, J. , Hatzigayios, T. , & Lyroudi, K.
    Journal of Financial Management & Analysis, 14 (1), 19 .
    2001
    Keywords:

    14. Analyzing firm performance in the insurance industry using frontier efficiency and productivity methods. In G. Dionne (Ed.).
    Cummins, J. , & Weiss, M.
    Handbook of insurance : 22. Dordrecht: Springer Huebner International Series on Risk, Insurance, And Economic Security .
    2000
    Keywords:

    13. The effect of liberalization and deregulation on life insurer efficiency
    Boonyasai, T. , Grace, M. F. , & Skipper, H. D., Jr
    Atlanta, GA: Center for Risk Management and Insurance Research, Georgia State University Working Paper 02-2 .
    1999
    Keywords:

    12. Efficiency and competitiveness in the US life insurance industry: Corporate, product, and distribution strategies.
    Carr, R. M. , Cummins, J. D. , & Regan, L.
    Changes in the life insurance industry: Efficiency, technology and risk management (pp. 117–157). Springer.
    1999
    Keywords:

    11. Efficiency in the US life insurance industry: Are insurers minimizing costs and maximizing revenues?
    Verlag . Cummins, J. D.
    Changes in the life insurance industry: Efficiency, technology and risk management (pp. 75–115). Springer .
    1999
    Keywords:

    10. Consolidation and efficiency in the US life insurance industry.
    Cummins, J. D. , Tennyson, S. , & Weiss, M. A.
    Journal of Banking & Finance, 23 (2), 325–357.
    1999
    Keywords:

    9. Life insurance mergers and acquisitions.
    Cummins, J. D. , Tennyson, S. , & Weiss, M. A.
    Changes in the life insurance industry: Efficiency, technology and risk management (pp. 159–185). Springer.
    1999
    Keywords:

    8. Organizational form and efficiency: The coexistence of stock and mutual property-liability insurers.
    Cummins, J. D. , Weiss, M. A. , & Zi, H.
    Management Science, 45 (9), 1254-1269.
    1999
    Keywords:

    7. Regulation and efficiency in European insurance markets.
    Rees, R. , & Kessner, E.
    Economic Policy, 14 (29), 364–397 .
    1999
    Keywords:

    6. DEA evaluations of the efficiency of organizational forms and distribution systems in the US property and liability insurance industry.
    Brockett, P. L. , Cooper, W. W. , Golden, L. L. , Rousseau, J. J. , & Wang, Y.
    International Journal of Systems Science, 29 (11), 1235-1247.
    1998
    Keywords:

    5. Determinants of Hospital Efficiency: the Case of Central Government-owned Hospitals in Taiwan
    Hsi-hui Chang
    Omega
    1998
    Keywords:

    4. Data transformations in DEA cone ratio envelopment approaches for monitoring bank performances
    P. L. Brockett, A. Charnes, …D. B. Sun
    European Journal of Operational Research
    1997
    Keywords:

    3. Efficiency and productivity of the insurance indus- try in the OECD countries.
    Donni, O. , & Fecher, F.
    The Geneva Papers on Risk and Insurance: Issues and Practice, 22 (4), 523–535 .
    1997
    Keywords:

    2. Investigating productive efficiency and productivity changes of Japanese life insurance companies.
    Fukuyama, H.
    Pacific-Basin Finance Journal, 5 (4), 481–509 .
    1997
    Keywords:

    1. Productive performance of the French insurance industry.
    Fecher, F. , Kessler, D. , Perelman, S. , & Pestieau, P.
    Journal of Productivity Analysis, 4 (1-2), 77–93 .
    1993
    Keywords:



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