This article examines how a just society must address the needs of its imprudent members. I defend compulsory insurance as an answer to this question. It has been assumed that compulsory insurance can only be justified on paternalistic grounds. I argue that this assumption is incorrect, and defend non-paternalistic compulsory insurance. To display the merits of NPCI, I identify a trilemma that arises for views about how to address the needs of the imprudent, including libertarian and so-called (...) ‘ luck -egalitarian’ views. I then suggest that NPCI enables us to escape the trilemma. (shrink)

In his final years, Josiah Royce worked to develop his theories of community and interpretation in practical directions. In particular, he developed an account of insurance as a special community of interpretation, and proposed the creation of an international board of insurance as a deterrent for war. Rather than evaluating Royce’s policy recommendations, this paper explores how his conception of insurance clarifies his account of interpretation. For Royce, insurance provides the best model for communal interpretation thus (...) far because an insurer seeks to prevent loss in the face of risky action, in addition to adjudicating between competing claims. This paper concludes with some reflections on how the problem of moral hazard can inform a Roycean conception of philosophy. (shrink)

The study of community is an integral part of pragmatist thought, as is the continual reminder to reconstruct and re-evaluate our theories in light of changing conditions. A contemporary, literal, and significant source of changing conditions is anthropogenic global climate change, conjoined with a general increase in concern for non-human life. Already, a great deal of work has been done on applying pragmatist conceptions and insights to these issues.1 However, other pragmatist resources remain to be marshaled. One such resource is (...) Josiah Royce’s philosophy of insurance, which, while primarily offered as a way of preventing international conflicts, also concerned the mitigation of natural calamities, such as.. (shrink)

The paper takes a look at insurance customer dishonesty as a special case of consumer ethics, understood as a way of situation handling, as a moral choice between right and wrong, such as between self-interest vs. common-interest, in other words, a “moral temptation”. After briefly raising the question if different schools, of moral philosophy would conceptualize such moral temptations differently, the paper presents ‘moral psychology’ as a frame of reference, with a focus on cognitive moral development, moral attitude and (...) moral neutralization. Conceptualization questions can’t be answered finally without thinking at the same time of empirical research design and instrument design decisions, e.g. choosing between experiment vs. questionnaire studies, designing suitable moral temptation situations as an experiment vs. questionnaires with scenario vignettes. The paper discusses then experiences from a 2004 pilot survey, with a main focus on a few insurance dishonesty scenarios with follow-up questions. The paper has an open end, i.e. outlines desirable future theoretical, empirical and practical work with insurance customer dishonesty. (shrink)

Public insurance is commonly assimilated with redistributive tools mobilized by the welfare state in the pursuit of an egalitarian ideal. This view contains some truth, since the result of insurance, at a given moment, is the redistribution of resources from the lucky to unlucky. However, Joseph Heath considers that the principle of efficiency provides a better normative explanation and justification of public insurance than the egalitarian account. According to this view, the fact that the state is involved (...) in the provision of specific insurance is explained and justified by the greater efficiency of the state, in comparison with markets, in addressing market failures such as moral hazard or adverse selection. Our argument is that while insurance, intrinsically and idealistically, may diverge from a redistributive scheme, it is nevertheless difficult to deny that insurance has nothing to do with equality. More precisely, we argue that insurance may be understood as an egalitarian tool if our understanding of equality is broadened to include relational equality. Our paper aims to briefly recap the debates surrounding public insurance as a redistributive tool, advancing the idea that public insurance may be a relational egalitarian tool. It then presents a number of relational arguments in favor of the involvement of the state in the provision of specific forms of insurance, arguments that have been overlooked given the domination of luck egalitarian approaches in these debates. (shrink)

Spanish legislation on insurance and reinsurance mediation stipulates that intermediary can only receive commissions and fees for the management of their policies and prohibits any other form of remuneration. However, it is possible that financial intermediaries who manage larger risks wait until the end of the legal deadline to settle with insurance companies. This common practice in the insurance market hides additional remuneration in defiance of the law. It also means that the risk is not covered within (...) the prescribed period and would, involve a commercial payment to the client, and, on the other hand, affect sustainable claims management. (shrink)

Insurance fraud and abuse—international concerns—are inherent in the proposition of insurance and prevalent in insurer–insured interactions. While the subject of considerable industry and regulatory attention, this little-researched area of consumer behavior and consumer ethics represents persistent social policy questions and problems at multiple levels. This article addresses the issue by first defining insurance fraud and its origins in contract, as well as consumer- and insurer-management. The authors conclude by re-envisioning the problem as one of co-creation by the (...) consumer-insured and insurer personnel, proposing a framework for its study and resolution. (shrink)

What level of government subsidy of higher education is justified, in what form, and for what reasons? We answer these questions by applying the hypothetical insurance approach, originally developed by Ronald Dworkin in his work on distributive justice. On this approach, when asking how to fund and deliver public services in a particular domain, we should seek to model what would be the outcome of a hypothetical insurance market: we stipulate that participants lack knowledge about their specific resources (...) and risks, and ask what insurance contracts they would take out to secure different types of benefit and protection in the domain in question. The great benefit of the hypothetical insurance approach is that it allows us to take apparently intractable questions about interpersonal distribution and transform them into questions about intrapersonal distributions: that is, questions about how an individual would choose to distribute risks and resources across the various lives that they might end up living, in light of their individual ambitions and preferences. Applying this approach to higher education, we argue that the UK model of higher education funding in which the costs of an individual's higher education are shared between general taxation and the individual herself, with the latter element to be paid retrospectively through an income-contingent state-backed loan, is vindicated as just. In particular, we argue that it is more just than alternatives such as a graduate tax, full funding through general taxation, and full privatisation. (shrink)

Catastrophe insurance differs from regular insurance in that individual claims are correlated and insurers have to pay more clients at once, which creates a liquidity strain. In this paper, I show two related findings: first, that when customers know their claims are correlated, this correlation can cause positive-sloping demand at low prices, and second, that because of this, a catastrophe insurance market can fail. Market failure is a stable equilibrium, which provides a better understanding of the frequent (...) failures in catastrophe insurance markets. (shrink)

We examine the relationship between social insurance contributions and earnings management for publicly listed firms in China. Our empirical results show that the social insurance contributions burden significantly reduces the degree of earnings management by reducing the level of free cash flow. Additionally, the negative relation between social insurance contributions burden and earnings management is more pronounced when the internal and external social insurance pressures are high and when the firms are large non-state-owned enterprises. We also (...) discuss the heterogeneity among firms for different financing constraints, external financing environment, regional marketization, and internal and external corporate governance. Finally, we further find that under the dual collecting system, although the social security administration is a better collecting agency, the local tax bureau acting with full responsibility is more effective than the collecting system. (shrink)

In the 1990s, large insurance companies failed in virtually every major market, prompting a fierce and ongoing debate about how to better protect policyholders. Drawing lessons from the failures of four insurance companies, When Insurers Go Bust dramatically advances this debate by arguing that the current approach to insurance regulation should be replaced with mechanisms that replicate the governance of non-financial firms.Rather than immediately addressing the minutiae of supervision, Guillaume Plantin and Jean-Charles Rochet first identify a fundamental (...) economic rationale for supervising the solvency of insurance companies: policyholders are the "bankers" of insurance companies. But because policyholders are too dispersed to effectively monitor insurers, it might be efficient to delegate monitoring to an institution--a prudential authority. Applying recent developments in corporate finance theory and the economic theory of organizations, the authors describe in practical terms how such authorities could be created and given the incentives to behave exactly like bankers behave toward borrowers, as "tough" claimholders. (shrink)

The aim of this article is to refute Ronald Dworkin's claim that the provision of an equal opportunity to insure against risks is sufficient to render differences in people's circumstances that are the result of luck consistent with his theory of equality of resources. Section I addresses bad luck in the circumstances of individuals in the form of mental or physical incapacitation resulting from the vicissitudes of nature. Section II addresses bad luck which is the result of the choices of (...) other individuals to give or bequeath. (shrink)

Many countries have imposed strict regulations on the genetic information to which insurers have access. Commentators have warned against the emerging body of legislation for different reasons. This paper demonstrates that, when confronted with the argument that genetic information should be available to insurers for health insurance underwriting purposes, one should avoid appeals to rights of genetic privacy and genetic ignorance. The principle of equality of opportunity may nevertheless warrant restrictions. A choice-based account of this principle implies that it (...) is unfair to hold people responsible for the consequences of the genetic lottery, since we have no choice in selecting our genotype or the expression of it. However appealing, this view does not take us all the way to an adequate justification of inaccessibility of genetic information. A contractarian account, suggesting that health is a condition of opportunity and that healthcare is an essential good, seems more promising. I conclude that if or when predictive medical tests (such as genetic tests) are developed with significant actuarial value, individuals have less reason to accept as fair institutions that limit access to healthcare on the grounds of risk status. Given the assumption that a division of risk pools in accordance with a rough estimate of people's level of (genetic) risk will occur, fairness and justice favour universal health insurance based on solidarity. (shrink)

Health insurance exchanges can organize the market for health insurance by connecting small businesses and individuals into larger insurance pools. HIEs have been proposed as a possible means of making insurance more accessible, increasing competition among health plans, and promoting choice of insurer. President Obama's campaign proposal and various congressional leaders have proposed establishing insurance exchanges through federal legislation. However, whether the federal or state government, or even a private entity, can organize an insurance (...) exchange to connect health insurance sellers and buyers under the law is the question explored in this paper. Specifically, the paper addresses legal restraints or limitations to such an exchange at the federal, state or private entity level, and offers solutions. Although exchanges implicate many design and policy issues regardless of whether they are implemented at a federal, state, or private entity level, the paper concludes that are no absolute legal bars to the establishment of health insurance exchanges. (shrink)

Madison Kilbride recently argued that insurance ) should cover in vitro fertilisation with preimplantation genetic testing services for couples at high risk of having a child affected with a genetic condition. She argues that IVF-PGT meets CMS’s definition of ‘medically necessary care’, where such care includes ‘services or supplies needed to diagnose or treat an illness, injury, condition, disease or its symptoms’. Kilbride argues that IVF-PGT satisfies this definition in two ways: as a diagnostic tool and as a treatment. (...) Contradicting Kilbride, however, I argue that IVF-PGT provides neither diagnosis nor treatment under CMS’s definition. Thus, as long as we accept CMS’s definition of medically necessary care—which Kilbride does, explicitly—it follows that IVF-PGT does not count as medically necessary care. Still, there may be other reasons to conclude that IVF-Preimplantation genetic testing should be covered, and so, it would be a mistake to reject Kilbride’s conclusion altogether. The problem is simply that Kilbride’s argument—that the procedure should be covered because it is medically necessary per CMS’s definition—is not sound. I conclude by discussing a number of other genetic services that are not currently being covered despite the fact that they do seem to satisfy CMS’s definition of ‘medically necessary diagnosis or treatment’. These services, I argue, should be provided under CMS before we consider expanding coverage to include elective procedures such as IVF-PGT. (shrink)

Microinsurance is the provision of insurance services to the poor, usually in developing countries. One of the key criteria of poverty is vulnerability even to minor events. In such cases, even micro coverage can make a major difference, yet still be funded by an affordable contribution by the insured. Like any kind of insurance, microinsurance can cover different risks to life, health, farming, property among other things. Our paper sketches how one could address and develop microinsurance business ethics. (...) First, we introduce microinsurance to the business ethics community and business ethics to the microinsurance community. Our draft of microinsurance ethics is then developed from two angles: as a holistic understanding of ideals and possible ethical conflicts in key stakeholder relationships and by distinguishing eight challenges when targeting the poor and when marketing microinsurance. As an open ending, the article suggests a three-stage action research design focusing on how microinsurance could (and should) internalize ethics, respecting rather than neglecting national- and local-cultural conditions. (shrink)

Environmental politics needs more than piecemeal institutional efforts and more than calls for a set of 'new' values. It needs a realistic, comprehensive, and effective policy programme. Such a programme can be derived from a conjunction of Hardin's work on the 'tragedy of the commons' and Beck's analysis of the 'risk society', and involves exploiting the possibilities for the internalisation of risk provided by the insurance and reinsurance industries. Such exploitation requires tailored changes to the politico-legal environment, enforcing strict (...) liability for the production of risk, permitting any and all agents adversely effected by such negative externalities to initiate action for damages. The aim is not to clog up social and economic life with endless legal disputation, but through such a threat to ensure that environmentally significant investment and productive strategies are actively constrained by actuarially calculated strategies for risk internalisation. (shrink)

Reviews issues in the ethics of access to health insurance based on health problems due to genetic inheritance.

Les professeurs Macey et Miller analysent la relation entre l’assurance des dépôts et l’ inadé quation dans la structure des échéances des actifs et passifs des banques commerciales. Après avoir critiqué l’hypothèse traditionnelle concernant la réglementation, d’après laquelle les banques sont incitées à financer les actifs à long terme par des passifs à court terme parce que l’assurance des dépôts garantie par l’Etat stimule le crédit des banques et subventionne les passifs à court terme, ils utilisent l’analyse économique des décisions (...) publiques pour soutenir qu’une version modifiée de l’hypothèse de la réglementation est la meilleure explication de la déstructuration des échéances des actifs et passifs bancaires.Finalement, ils considèrent que soutenir l’hypothèse de la réglementation n’entraîne pas l’ acceptation du modèle d’assurance des dépôts garantie par l’Etat tel qu’il existe aux Etats-Unis aujourd’hui.Professors Macey and Miller explore the relationship between deposit insurance and the mismatch in the term structure of commercial banks’ assets and liabilities. After criticizing the traditional regulatory hypothesis, which posits that banks have incentives to fund long-term assets with short-term liabilities because government-sponsored deposit insurance enhances bank credit and subsidizes short-term liabilities, they use public choice theory to argue that a modified version of the regulatory hypothesis is the best explanation for the mismatch in the term structure of banks’ assets and liabilities. Finally, they argue that embracing the regulatory hypothesis does not imply acceptance of the government-sponsored deposit insurance scheme as it exists in the U.S. today. (shrink)

Theorists of the welfare state increasingly recognize that social insurance programs are not well-justified by distributive egalitarianism—meaning concern for equality considered as a pattern in the distribution of some good. However, recent work by several relational egalitarian theorists suggests that these programs may be justified on relational egalitarian grounds. Relational egalitarians hold that the proper object of egalitarian concern is the way that citizens relate to one another. In this paper, I review the problems facing a distributive egalitarian justification (...) for social insurance before considering and rejecting three relational egalitarian justifications. I close by offering a justification for these programs grounded in efficiency, not equality. (shrink)

Many widely divergent accounts of luck have been offered or employed in discussing an equally wide range of philosophical topics. We should, then, expect to find some unified philosophical conception of luck of which moral luck, epistemic luck, and luck egalitarianism are species. One of the attempts to provide such an account is that offered by Duncan Pritchard, which he refers to as the modal account. This view commits us to calling an event lucky when it obtains in this world, (...) but fails to obtain in a wide class of nearby possible worlds. In support of this account, Pritchard argues that a theory of luck ought to capture the fact that luck comes in degrees and that luck is closely associated with risk. I argue against this claim by suggesting that an understanding of luck grounded in considerations of probability is better able to satisfy these demands, and that the probability theory better explains exemplary cases of luck like those brought up by Pritchard. (shrink)

The debate on whether insurance companies should be allowed to use results of individuals’ genetic tests for underwriting purposes has been both lively and increasingly relevant over the past two decades. Yet there appears to be no widely agreed upon resolution regarding appropriate and effective regulation. There exists today a gamut of recommendations and actual practices addressing this phenomenon ranging from laissez-faire to voluntary industry moratoria to strict legal prohibition. One obvious reason for such a variance in views and (...) approaches is that there are competing bases for evaluating the outcomes of restricting insurers’ use of such information. For example, an outright ban on the use of genetic test results may seem the best method for protecting against unfair discrimination, while allowing their use may seem to be the best way to foster efficiency in the market for insurance. However, there is also a lack of understanding about how restricting the use of genetic information would play out in the market through the so-called phenomenon of adverse selection. Using economic analysis, we discuss how the type of adverse selection that occurs in insurance markets affects various arguments both in favour and against an outright ban on insurers’ use of genetic tests for pricing insurance. We review arguments based on moral principles . Practical concerns from the insurance industry based on actuarial principles and economic efficiency are also compared. Each perspective is shown to lead to a range of conflicting recommendations about how genetic information should be regulated and these conclusions depend critically on whether one conducts the analysis from the ex ante temporal perspective , from the interim temporal perspective , or from the ex post temporal perspective. (shrink)

While a number of jurisdictions internationally prohibit insuring companies to be able to use genetic information in their risk classification, a voluntary code of practice permits insurers the limited use of predictive genetic test results in the UK. Jonathan Pugh1 offers a pluralist justice-based argument in support of the UK practice. Pugh’s position is developed to avoid what he sees as flaws with the current debate on insurers’ access to genetic information, including an alleged reliance on idealised assumptions about the (...) predictive power of genetic test results, revisionary implications for the provision of insurance suggested in the debate and failings of commentators to engage adequately with a conception of justice that undergirds the status quo approach in the UK. Pugh suggests that a quasi-libertarian approach to justice is implicit within the terms of the present Code and should be phrased as a principle of equity. Further, he argues that basic egalitarian and non-comparative concerns should be captured in broad principles: equal access and need. This leaves him with three principles that should be balanced in order to guide protection insurance policy. When the argument is applied to review …. (shrink)

It is difficult for prioritarians to explain the degree to which justice requires redress for misfortune in a way that avoids imposing unreasonably high costs on more advantaged individuals whilst also economising on intuitionist appeals to judgment. An appeal to hypothetical insurance may be able to solve the problems of cost and judgment more successfully, and can also be defended from critics who claim that resource egalitarianism is best understood to favour the ex post elimination of envy over individual (...) endowments. (shrink)

The overriding goal of health reform is to provide every American affordable access to adequate health care. Yet in every national effort to date, the focal means to this end has always been health insurance. Massachusetts is congratulated for having achieved nearly universal insurance coverage, and congressional Democrats are aiming for the same. But what if they don't succeed? Even in Massachusetts, 167,000 residents remain uninsured. Is it still possible to provide adequate access to medical care for those (...) without insurance? If so, shouldn't we reframe social goals to achieve universal access through any means possible, whether or not insurance is involved? (shrink)

Genetic testing raises concerns that individuals will be denied health insurance (and thus, effectively, access to health care), or that employers will screen to eliminate potentially costly workers. Although we as a society do not yet concur on the degree to which private businesses have a responsibility to promote social justice, several different policy alternatives might allow us to weigh the interests of insurers, as businesses, against the interests of citizens in a responsible manner.

In this paper, we recommend expanding infertility insurance mandates to people who may become infertile because of cancer treatments. Such an expansion would ensure cancer patients can receive fertility preservation technology (FPT) prior to commencing treatment. We base our proposal for extending coverage to cancer patients on the infertility mandate in Massachusetts because it is one of the most inclusive. While we use Massachusetts as a model, our arguments and analysis of possible routes to coverage can be applied to (...) all states' seeking inclusive coverage for infertility treatment. Furthermore, our proposal can also be applied to people with other diseases who may be rendered infertile by treatment. (shrink)

This “Legal Solutions in Health Reform” paper identifies and analyzes the legal issues raised by health insurance exchanges. Like all Legal Solutions papers, it does not purport to provide a concrete proposal as to how health insurance exchanges should be organized or even whether they should play a role in health care reform. Rather, it attempts simply to describe the legal issues that health insurance exchanges raise, and to propose alternative solutions to legal problems where useful. More (...) specifically, it analyzes and offers alternative solutions to the legal problems raised by proposals to establish insurance exchanges by the federal government, by state governments, and by private entities or associations. Because the focus of this project and paper is on legal issues, discussion of policy and design issues is attenuated. Nevertheless, some attention to policy issues is unavoidable because law is the realization of policy. (shrink)

Experts discuss the economic, legal, and social issues surrounding the use of genetic testing in determining eligibility for life insurance. Insurance companies routinely use an individual's medical history and family medical history in determining eligibility for life insurance; this is part of the process of medical underwriting. Insurers have also long used genetic information, often derived from family history, in underwriting. But rapid advances in gene identification and genetic testing are changing the way we look at genetic (...) information. Should the results of genetic testing (which might identify a predisposition toward disease not related to medical history) be available to life insurance medical underwriters? Few if any life insurers currently require genetic testing, but there are no laws or regulations prohibiting its use. Genetics and Life Insurance examines the complex economic, legal, and social issues surrounding the use of genetic information in life insurance underwriting. The contributors are legal scholars, representatives of the life insurance industry (including an actuary and an insurance physician), a geneticist, a genetic counselor, a philosopher, and a consumer advocate. They explore all aspects of an issue that has only recently drawn the attention of policymakers and the public. The book opens with a report on the results of a public opinion poll on genetics and life insurance. Succeeding chapters present the insurer perspective, a discussion of the economics of risk selection in life insurance, background information on the process of underwriting, a scientific analysis of genetic risks and mortality rates, a philosophical discussion of fairness and genetic underwriting, the viewpoints of consumers and genetics counselors, a comparison of different international policy approaches to the issue, and a legal analysis of antitrust implications when insurers collaborate in setting standards for medical underwriting. In the final chapter the editor addresses various policy options, examining the pros and cons of each one and assessing their political feasibility. (shrink)

It is difficult for prioritarians to explain the degree to which justice requires redress for misfortune in a way that avoids imposing unreasonably high costs on more advantaged individuals whilst also economising on intuitionist appeals to judgment. An appeal to hypothetical insurance may be able to solve the problems of cost and judgment more successfully, and can also be defended from critics who claim that resource egalitarianism is best understood to favour the ex post elimination of envy over individual (...) endowments.u. (shrink)

As the main sales force of life insurance companies, salespeople have accounted for more than 50% of life insurance sales channels over the years, playing a pivotal role in the development of the industry. Since the adoption of the model of employment at an agency, the commission income of life insurance salespeople has largely relied on their sales volume, which requires employee proactivity under a great number of stressors. However, because previous studies have analyzed stressors in a (...) single dimension, our understanding of the relationship between work stressors and proactive behaviors remains limited. Applying self-determination theory, we investigated differential relationships between challenge/hindrance stressors and proactive behaviors, which were expected to be mediated by passion and moderated by servant leadership. In the sample of 332 insurance salespeople, there was a positive relationship between challenge stressors and proactive behaviors. In addition, passion mediated the relationship between stressors and proactive behaviors, and servant leadership moderated the relationship between stressors and passion. Theoretical and practical implications are discussed. (shrink)

Public insurance is both everywhere and nowhere. It is everywhere in the sense that it is omnipresent in industrialised societies: public health insurance, unemployment benefits and pensions. It is a sizeable part of modern nations’ public budget . It has permeated our understanding of societal institutions to the extent that now access to public insurance coverage is understood as being a struggle for equality and equal citizenship .Public insurance is only one aspect of a broader phenomenon: (...) the transformation of modern societies into insurance societies, i.e. societies that are orientated toward risk-management . Nevertheless, public insurance is at the core of the welfare state as insurance system. Paul Krugman once said of the modern state that it is ‘an insurance company with an army’ while David Moss argues that government is the ultimate risk manager ( .. (shrink)

The use of genetic testing has prompted the question of whether insurance companies should be able to use predictive genetic test results (GTRs) in their risk classification of clients. While some jurisdictions have passed legislation to prohibit this practice, the UK has instead adopted a voluntary code of practice that merely restricts the ways in which insurance companies may use GTRs. Critics have invoked various theories of justice to argue that this approach is unfair. However, as well as (...) sometimes relying on somewhat idealised assumptions, these analyses have tended to invoke theories that have wide-ranging and highly revisionary implications for insurance. Moreover, they fail to adequately engage with a conception of justice that plausibly undergirds the status quo approach to insurance in the UK. I argue that it is a mistake to simply invoke a single contestable theory in seeking to develop sound policy on the use of GTRs in insurance. To that end, in this paper, I outline three plausible principles of justice that policy on this issue ought to balance: A principle of equity, a principle of equal access and a principle of need. In doing so, I shall offer a pluralist justice-based argument in support of the spirit, if not the precise letter, of the UK approach. (shrink)

This article examines some of the reasons why banks and insurance companies have been accused of discrimination, and shows that this is by and large a false accusation. Economic analysis demonstrates that racial discrimination is not a profit‐maximizing strategy. Actually, unwise public policies are actually precluding many consumers from the market.

This paper copes with a real-world classification problem related to the management of claims received in an insurance company. The way to obtain the classifier is not easy due to the high amount of missing values as well as the inherent imbalanced scenario within class labels. Once the data partition has been done, the training set is submitted to an intensive double grid search in order to obtain the most promising type of missing value imputation approach and then a (...) step ahead is done using the best method and it starts the next round of data mining strategies which now falls into data rebalancing umbrella. Again, a grid search from an undersampling and oversampling family with different settings is done taking into account only seen data. The training data obtained after the first grid search are now submitted to the second step according the second grid search in order to get the ready training set for the further classifier training. The main objective of the work is to find the best combination of data mining techniques that suits the data set with a pipeline containing two types of data preparation methods coming from different families. As an outcome, first the problem of the presence of missing values has been addressed and then the data rebalancing techniques has been applied. The study focuses on obtaining classifiers based on Bayesian and lazy approaches as well as decision trees, evaluated on metrics such as the area under the ROC curve (AUC), Cohen’s kappa, Accuracy and the F-measure, among others. The imputation by the mean the mode is preferable to the Expectation Maximization Imputation in the scenario faced in this paper taking into account that the amount of missing values is higher than a forty percent for many features. (shrink)

Solvency assessment is the core content of insurance supervision. In this paper, from the perspective of capital flow, the insurance company’s capital flow is regarded as a dynamic system, the stochastic differential equations model is established to describe its flow characteristics, and the existence of positive equilibrium point of the system is proved, as well as the conditions of stability at equilibrium point, that is, the requirements of the insurance company’s solvency. Furthermore, by using the numerical simulation (...) method, we get the strategy of insurance companies to deal with the solvency shortage when facing the change of external environment, and the strategy of insurance company to deal with solvency shortage is obtained. (shrink)

This paper examines the role that population vulnerabilities play in insurance coverage for a representative sample of Latinos and Asians in the United States. Using data from the National Latino and Asian American Study (NLAAS), these analyses compare coverage differences among and within ethnic subgroups, across states and regions, among types of occupations, and among those with or without English language proficiency. Extensive differences exist in coverage between Latinos and Asians, with Latinos more likely to be uninsured. Potential explanations (...) include the type of occupations available to Latinos and Asians, reforms in immigration laws, length of time in the United States, and regional differences in safety-net coverage. Policy implications are discussed. (shrink)

Beginning with the seminal work by Williams and Nagel, moral philosophers have used auto accident hypotheticals to illustrate the phenomenon of moral luck. Moral luck is present in the hypotheticals because two equally careless drivers are assessed differently because only one of them caused an accident. This Article considers whether these philosophical discussions might contribute to the public policy debate over compensation for auto accidents. Using liability and insurance practices in the United States as an illustrative example, the Article (...) explains that auto liability insurance substantially mitigates moral luck and argues that, as a result, the moral luck literature is unlikely to make a significant contribution to this public policy debate. The debate would benefit more from philosophical analysis of victims’ luck, which is not as substantially mitigated by liability insurance. (shrink)