Mitigating agency problems by advertising, with special reference to managed health care.1. Introduction Manufacturers often sell their products to middlemen, who in turn resell re·sell tr.v. re·sold , re·sell·ing, re·sells 1. To sell again. 2. To sell (a product or service) to the public or to an end user, especially as an authorized dealer. the manufacturers' goods to consumers. Middlemen may serve as the agents of the manufacturers, the consumers, or possibly both of these groups. When they are agents of the manufacturers, middlemen typically promote, sell, and service the manufacturers' products. When they are agents of the consumers, middlemen supply product-related information and help consumers decide which product to buy. In this paper we study the conflict that arises in the agency relationship between consumers and middlemen. The source of the agency problem that we study lies in the information asymmetry Information asymmetry Condition that information is known to some, but not all, participants. between consumers (the principals) and middlemen (the agents). Our formal assumption is that consumers do not initially possess the information that they need in order to choose the best or most suitable products. Therefore, they must rely on their agents, the middlemen, for recommendations. But the middlemen wish to maximize their own profits, and this goal may conflict with their obligation to recommend the product that is optimal for consumers. If a conflict exists, the middlemen may try to influence consumers to use the most profitable product, rather than the product that the consumers would prefer. The parties involved in an agency relationship often find it profitable to take actions that mitigate mit·i·gate v. To moderate in force or intensity. mit i·ga tion n. the effect of the conflict of
interests that inheres in their relationship. For example, the standard
literature on agency relationships investigates whether the parties can
design a contract that reduces the effect of the information asymmetry
between the parties.(1) We consider an alternative solution to the
agency conflict between consumers and middlemen by asking whether a
third party, namely a product manufacturer, can take an action that
mitigates their agency conflict. In particular, we analyze an·a·lyzev. 1. To examine methodically by separating into parts and studying their interrelations. 2. To separate a chemical substance into its constituent elements to determine their nature or proportions. 3. whether informative advertising Informative advertising is when advertising is carried out in an informative manner. The idea is to give the ad the look of an official article to give it more credibility. Also, informative ads tend to help generate a good reputation. by a manufacturer will enable consumers and middlemen to overcome their conflict of interests. Though it has not been studied from this perspective, much manufacturer advertising to consumers might be aimed at solving agency problems. For example, a manufacturer's price advertising may eliminate the retailer's ability to charge a price that is higher than the manufacturer desires. A manufacturer may also be able to induce in·duce v. 1. To bring about or stimulate the occurrence of something, such as labor. 2. To initiate or increase the production of an enzyme or other protein at the level of genetic transcription. 3. distributors to carry its entire product line by advertising the existence of the full range of products that it produces. Although the agency problem that we address arises in many different contexts, in this paper we study the particularly important conflict over the prescription of pharmaceuticals that arises between consumers and providers of managed health care. Health maintenance organizations (HMOs) and other providers of managed health care typically charge consumers an essentially fixed price and in return supply virtually all of their medical care, including prescription drugs prescription drug Prescription medication Pharmacology An FDA-approved drug which must, by federal law or regulation, be dispensed only pursuant to a prescription–eg, finished dose form and active ingredients subject to the provisos of the Federal Food, Drug, . Managed health care curbs an agency problem that exists in traditional fee-for-service fee-for-ser·vice adj. Charging a fee for each service performed. medical insurance markets, where physicians (who are the agents for the patients) have a strong incentive to provide too much care. Unfortunately, the advent of managed health care has created a different agency problem, because health care providers now have an incentive to provide too little care, including prescription drugs.(2) This agency problem stems from the information asymmetries that exist between a patient (the principal) and a health care provider (the patient's agent). Although a patient is aware of (at least some of) his symptoms, he typically relies on the physician to diagnose diagnose /di·ag·nose/ (di´ag-nos) to identify or recognize a disease. di·ag·nose v. 1. To distinguish or identify a disease by diagnosis. 2. his condition. Furthermore, a physician is usually better informed than the client about the therapies that are available to treat the patient's condition. These information asymmetries create the possibility for moral hazard Moral Hazard The risk that a party to a transaction has not entered into the contract in good faith, has provided misleading information about its assets, liabilities or credit capacity, or has an incentive to take unusual risks in a desperate attempt to earn a profit before the in a managed care environment; health care providers have an incentive to choose the cheapest therapy, not necessarily the most effective or even the most cost-effective cost-effective, n the minimal expenditure of dollars, time, and other elements necessary to achieve the health care result deemed necessary and appropriate. therapy.(3) Furthermore, the patient's lack of knowledge limits his ability to monitor the physician's decisions. This moral hazard problem affects patients' access to pharmaceuticals. Because HMOs bear the lion's share all, or nearly all; the best or largest part; - from Æsop's fable of the lion hunting in company with certain smaller beasts, and appropriating to himself all the prey. See also: Lion of the cost of prescription drugs but receive only a fraction of the benefit, they do not have the correct incentive to provide the drugs that are optimal from the consumer's point of view. Instead, they may seek to minimize In a graphical environment, to hide an application that is currently displayed on screen. For example, in Windows and Mac, the application's window is removed from the screen and represented by an icon on the Windows Taskbar. In the Mac, the icon is placed in the Dock. See Win Minimize windows. their expenditures on pharmaceuticals. In 1996, 24.4% of HMOs offered financial incentives to physicians to encourage them to reduce the cost of medication medication /med·i·ca·tion/ (med?i-ka´shun) 1. medicine (1). 2. impregnation with a medicine. 3. administration of a medicine or other remedy. . (Hoechst Hoechst may refer to:
1 City (1990 pop. 14,545), seat of Williamson co., S Ill.; inc. 1841. It is the commercial and retail center of a farm and coal area and has a large soft drink bottling plant. A maximum-security federal prison is nearby. Roussel The Roussel was a French automobile manufactured from 1908 to 1914. The company produced light cars, voiturettes, and cabs at a factory in Charleville-Mezières; it offered four-cylinder 10 and 12 hp engines. 1996; see also Johannes Gu·ten·berg , Johann or Johannes 1400?-1468?. German printer who is traditionally considered the inventor of movable type. His Mazarin Bible (c. 1455) is believed to be the first book printed with such type. 1997) Furthermore, some managed health providers attempt to conceal conceal, v to hide; secrete; withhold from the knowledge of others. information about the drugs that are available, even forbidding their member physicians from telling consumers about therapies that are not available to members of the HMO HMO health maintenance organization. HMO n. A corporation that is financed by insurance premiums and has member physicians and professional staff who provide curative and preventive medicine within certain financial, . Faced with the difficulty of acquiring independent information about pharmaceuticals, it is doubtful that individual consumers could by themselves effectively overcome this moral hazard problem. In this paper we investigate whether drug manufacturers can use advertising to provide consumers with the information that they need to overcome this agency problem. We analyze this issue using a model in which consumers choose to purchase their health care from one of two HMOs. Each HMO offers medical care that includes a differentiated dif·fer·en·ti·ate v. dif·fer·en·ti·at·ed, dif·fer·en·ti·at·ing, dif·fer·en·ti·ates v.tr. 1. To constitute the distinction between: composite medical good and at least one prescription drug. We assume that different prescription drugs offer different benefits. Consumers may not initially possess the information that would enable them to identify the prescription drug that would be best for them, but we suppose that a drug's manufacturer can use advertising to inform consumers about the benefit they would receive from the drug. We analyze our model under the assumption that consumers are initially uninformed about the benefits they receive from different drugs. In this case, price competition alone cannot guarantee that the consumers will receive the socially optimal drug. Intuitively, if consumers do not recognize the benefits they receive from different prescription drugs, the HMOs have an incentive to offer the cheapest drugs, rather than the drugs that yield the largest net benefit. Nevertheless, we show that advertising by a manufacturer may induce the HMOs to offer a drug, potentially improving social welfare. Intuitively, consumers who learn about an effective drug through advertising will be drawn to HMOs that make the drug available, encouraging HMOs to compete by offering the drug. Although advertising may mitigate conflicts of interest between HMOs and consumers, we show that a drug manufacturer will not necessarily choose the socially efficient level of advertising. This result stems from the multiple equilibria that arise in the model. When a drug's manufacturer chooses the socially efficient level of advertising, there are several equilibria, including one in which the HMOs adopt the drug and another in which they choose not to adopt the drug. The manufacturer's incentive to advertise depends on which equilibrium equilibrium, state of balance. When a body or a system is in equilibrium, there is no net tendency to change. In mechanics, equilibrium has to do with the forces acting on a body. the HMOs play. We also point out that the manufacturer of a socially efficient drug may be able to choose from two alternative strategies that would induce the HMOs to offer its drug. First, if the manufacturer's unit costs are lower than its competitors' costs, it can simply undercut undercut, n 1. the portion of a tooth that lies between its height of contour and the gingivae, only if that portion is of less circumference than the height of contour. 2. their prices. Because the HMOs always prefer to offer the cheapest possible drug, advertising would then not be needed to induce the HMOs to offer the socially efficient drug. Alternatively, the manufacturer could choose to set a price that is above its competitors' prices and rely on advertising to stimulate demand. This strategy may be more profitable for the manufacturer than undercutting its competitors' prices. Although static welfare is enhanced if the producer of the socially efficient drug undercuts the prices of drugs that generate less surplus, this may not be the most profitable strategy for the manufacturer. The preceding observation leads to the conclusion that the welfare effects of a fall in the price of advertising will in general be ambiguous. Cheaper advertising may encourage manufacturers to provide more information to consumers; this would tend to improve welfare. On the other hand, a fall in the price of advertising may lead the producer of the socially efficient drug to stop undercutting its rivals' prices and instead rely on advertising to generate demand for its drug. In our model, this change in strategy reduces the number of people who receive the socially efficient drug, harming welfare. Clearly, a fall in the price of advertising would harm static welfare if it led to a decline in the number of people using socially efficient drugs. Nevertheless, dynamic welfare could still be enhanced, because the expected profits from producing pharmaceuticals would increase. Because higher expected profits encourage investment in research and development projects, a fall in the price of advertising should, over time, increase the rate at which new drugs are discovered. This effect clearly improves welfare.(4) Finally, we analyze the effect of advertising that helps consumers who are already aware of the existence of a drug to better estimate the net benefit that they receive from consuming it. We find that there are circumstances CIRCUMSTANCES, evidence. The particulars which accompany a fact. 2. The facts proved are either possible or impossible, ordinary and probable, or extraordinary and improbable, recent or ancient; they may have happened near us, or afar off; they are public or in which it is beneficial for the drug's manufacturer to share such information with consumers, even when doing so reduces the number of consumers who receive the drug. Such advertising may enable the drug's manufacturer to charge a higher price for its product, and the firm's revenue may therefore fall by less than its costs, increasing profits. Such advertising may even enable a manufacturer to produce a product that otherwise would not be profitable. We conclude that drug manufacturers do not in general benefit from selling their products to consumers who do not need them. Our analysis hinges Hinges may refer to:
National Formulary see under N. for·mu·lar·y n. (the list of the health plan's approved medications) to determine whether it contains the drug of interest.(5) If the particular medications are not available or are not included in the health plan formulary, this information is valuable to the patient. Although direct evidence on the effect of drug manufacturers' advertising to consumers is difficult to find, the firms themselves clearly believe it is valuable. Drug advertising increased 10-fold from 1991 to 1996, rising to $600 million (Zuger 1997). It reached $631 million for the first 6 months of 1998, due in part to the decision by the Food and Drug Administration (FDA FDA abbr. Food and Drug Administration FDA, n.pr See Food and Drug Administration. FDA, n.pr the abbreviation for the Food and Drug Administration. ) to loosen regulations on television advertising by pharmaceutical manufacturers (IMS (1) See IP Multimedia Subsystem. (2) (Information Management System) An early IBM hierarchical DBMS for IBM mainframes. IMS was widely implemented throughout the 1970s under MVS and continues to be used under z/OS. Healthnews 1998a). According to according to prep. 1. As stated or indicated by; on the authority of: according to historians. 2. In keeping with: according to instructions. 3. a survey reported by the American Medical Association American Medical Association (AMA), professional physicians' organization (founded 1847). Its goals are to protect the interests of American physicians, advance public health, and support the growth of medical science. , in 1995 51% of physicians reported that patients asked about drugs they had seen advertised, compared to only 21% in 1989. Furthermore, 99% of physicians surveyed said they would consider prescribing a drug requested by a patient.(6) The trend continues upward: for 1998, 48% of pharmacy pharmacy, art of compounding and dispensing drugs and medication. The term is also applied to an establishment used for such purposes. Until modern times medication was prepared and dispensed by the physician himself. In the 18th cent. directors of HMOs indicated an increase in patient requests for off-formulary approval, largely as a result of advertising (IMS Healthnews 1998b). It is important to distinguish the moral hazard problem that we study from the issue that is addressed in the literature on the reputational enforcement of quality promises. In this literature, either a producer (as in Klein Klein , Melanie 1882-1960. Austrian-born British psychoanalyst who first introduced play therapy and was the first to use psychoanalysis to treat young children. and Leffler [1981] and Shapiro Sha·pir·o , Karl Jay 1913-2000. American poet and critic known for his early poems concerning World War II and his later works in free verse. [1983]) or a middleman mid·dle·man n. 1. A trader who buys from producers and sells to retailers or consumers. 2. An intermediary; a go-between. (as in Biglaiser [1993] and Biglaiser and Friedman Fried·man , Milton Born 1912. American economist. He won a 1976 Nobel Prize for his theories of monetary control and governmental nonintervention in the economy. Noun 1. [1994]) promises to supply a high quality product to the consumer. This promise is credible because, by cheating, the producer or the middleman would lose his or her valuable reputation as a trustworthy supplier. A crucial assumption in these papers is that, ex post, a consumer can identify the quality of the good that he receives and, therefore, can verify (1) To prove the correctness of data. (2) In data entry operations, to compare the keystrokes of a second operator with the data entered by the first operator to ensure that the data were typed in accurately. See validate. whether the supplier did in fact live up to his promise. The consumer must have this information in order to retaliate against a supplier who cheats. It is the threat of this retaliation RETALIATION. The act by which a nation or individual treats another in the same manner that the latter has treated them. For example, if a nation should lay a very heavy tariff on American goods, the United States would be justified in return in laying heavy duties on the manufactures and that gives the producer the incentive to provide a high quality good. In the health care setting, consumers may not have the information they need to assess whether their providers fulfill ful·fill also ful·fil tr.v. ful·filled, ful·fill·ing, ful·fills also ful·fils 1. To bring into actuality; effect: fulfilled their promises. 2. their promises. A managed health care provider would like to credibly cred·i·ble adj. 1. Capable of being believed; plausible. See Synonyms at plausible. 2. Worthy of confidence; reliable. promise to make the most cost-effective medicines available because this would increase the value of its health plan to consumers. However, if consumers are not informed about what medications are available, a health care provider cannot make such a promise credibly. Intuitively, if consumers are unable to verify whether the health care provider fulfilled ful·fill also ful·fil tr.v. ful·filled, ful·fill·ing, ful·fills also ful·fils 1. To bring into actuality; effect: fulfilled their promises. 2. its promise to provide the most cost-effective medicines, they cannot retaliate against the provider if it cheats. But if there is no threat of retaliation, the provider has no incentive to fulfill its promises. There is a potential gain to both parties if consumers obtain the information they need in order to verify whether health care providers fulfill their promises. In the next two sections we develop a formal model that shows how advertising by pharmaceutical manufacturers can make this possible. This benefit of consumer advertising is in addition to other benefits already identified in the literature (e.g., Masson Masson may refer to: In places:
n. 1. A ruby. 1985; Rubin 1991). 2. Model Two HMOs offer health care to consumers. Each HMO provides two forms of health care: a composite medical good and prescription drugs. A consumer may prefer the HMO that offers care at the closest location, or he may wish to join an HMO that employs a particular physician. We therefore assume that the two HMOs' composite medical goods are imperfect imperfect: see tense. substitutes. In order to model these preferences, we adopt a Hotelling-style model of differentiated products, in which consumers are uniformly distributed on the unit interval For the data transmission signaling interval, see . In mathematics, the unit interval is the interval [0,1], that is the set of all real numbers x such that zero is less than or equal to x and x is less than or equal to one. according to the density function f(x) = 1, x [element of] [0, 1]. We normalize normalize to convert a set of data by, for example, converting them to logarithms or reciprocals so that their previous non-normal distribution is converted to a normal one. the number of consumers to be exactly one. HMO 1 is located at the left-hand left-hand adj. 1. Of, relating to, or located on the left. 2. Relating to, designed for, or done with the left hand. left-hand Adjective 1. endpoint of the unit interval, and HMO 2 is located at the right-hand right-hand adj. 1. Of, relating to, or located on the right. 2. Relating to, designed for, or done with the right hand. 3. Most helpful or reliable: my right-hand assistant. endpoint [ILLUSTRATION FOR FIGURE 1 OMITTED]. A consumer's utility from consuming HMO i's services depends on HMO i's price [p.sub.i] and the distance [d.sub.i] from the consumer's location to HMO i's location, i [element of] {1, 2}. The distance [d.sub.i] can be interpreted either as the consumer's distance from HMO i's physical location or as a measure of the difference between the mix of services that HMO i offers and the consumer's preferred mix of services. Formally, a consumer receives utility u([d.sub.i], [p.sub.i]) = [Alpha] - [td.sub.i] - [p.sub.i] from consuming HMO i's composite medical good. The parameter (1) Any value passed to a program by the user or by another program in order to customize the program for a particular purpose. A parameter may be anything; for example, a file name, a coordinate, a range of values, a money amount or a code of some kind. t [greater than] 0 represents either a unit transportation cost if the consumer must travel to the HMO's location or a unit disutility dis·u·til·i·ty n. pl. dis·u·til·i·ties 1. The state or fact of being useless or counterproductive. 2. Something that is inefficient or counterproductive: cost that the consumer bears when unable to consume his preferred variety of the composite medical good. Consumers also receive utility from consuming one of the available prescription drugs. For simplicity, we assume that the set of available drugs is [Delta] = {A, B}. The marginal cost Marginal cost The increase or decrease in a firm's total cost of production as a result of changing production by one unit. marginal cost The additional cost needed to produce or purchase one more unit of a good or service. of producing drug z [element of] [Delta] is [k.sub.z[[greater than or equal to] 0. We assume that drug A is no longer protected by a patent and therefore is produced competitively. We assume furthermore that a single firm, say Firm B, produces drug B under patent protection. Although they are strong, these assumptions simplify the strategic interactions between manufacturers of different drugs. In the conclusion we comment on the robustness of our results to changes in these assumptions. Different consumers may receive different benefits from the available drugs. For instance, consumers may suffer from side effects Side effects Effects of a proposed project on other parts of the firm. of varying intensity. We therefore assume that the benefit an individual consumer receives from a drug depends on his type [[Theta].sub.y] [element of] {[[Theta].sub.1], [[Theta].sub.2]}. The probability that a consumer is type [[Theta].sub.1] is [Mu] [element of] (0, 1). Define [Mathematical Expression A group of characters or symbols representing a quantity or an operation. See arithmetic expression. Omitted] as the benefit that a consumer of type [[Theta].sub.y] receives from drug z [element of] {A, B}. We assume that [Mathematical Expression Omitted], [Mathematical Expression Omitted], [Mathematical Expression Omitted], and [Mathematical Expression Omitted]. Under these assumptions, consumers of type [[Theta].sub.1] receive a higher benefit from drug B than from drug A, whereas consumers of type [[Theta].sub.2] receive the same benefit from both drugs. A consumer's utility from consuming health care is the sum of his payoffs from the composite medical good and the prescription drug that he consumes. Thus, if a consumer of type [[Theta].sub.y] [element of] {[[Theta].sub.1], [[Theta].sub.2]} contracts with HMO i for medical care at a price [p.sub.i] and consumes prescription drug z [element of] [Delta], his utility is [Mathematical Expression Omitted]. Consumers choose their HMOs in order to maximize their expected utility, given what they know about their location, the different HMOs' prices, and the prescription drugs each HMO will provide. Although we assume that consumers always observe their locations and the HMOs' prices, we analyze the model under different assumptions regarding what consumers know about the prescription drugs available to them. Risk-sharing between consumers and managed health care providers is clearly an important aspect of the health insurance market that our model does not address. Our formal assumption is that consumers always benefit from consuming both the composite medical good and a unit of one of the two prescription drugs. Introducing risk into the model would needlessly need·less adj. Not needed or wished for; unnecessary. need less·ly adv.need complicate com·pli·cate tr. & intr.v. com·pli·cat·ed, com·pli·cat·ing, com·pli·cates 1. To make or become complex or perplexing. 2. To twist or become twisted together. adj. 1. the analysis without shedding light on our main question, namely the effect of drug advertising on HMOs' drug adoption decisions. It is straightforward to establish that consumers always receive the optimal drug if they are completely informed about the benefits each drug yields.(7) But it is unlikely that consumers are always independently able to acquire such extensive information. We therefore analyze our model under the assumption that consumers are initially unaware of both their types and the benefits that different drugs yield. We consider the effect of advertising that provides this information to consumers. A potential agency problem arises in the relationship between HMOs and their clients when consumers are unaware of the benefits they receive from different prescription drugs. Ex ante, the optimal contract between a consumer (the principal in the relationship) and the HMO (the consumer's agent) would direct the HMO to prescribe pre·scribe v. To give directions, either orally or in writing, for the preparation and administration of a remedy to be used in the treatment of a disease. the prescription drug that yields the highest net benefit to the consumer. At the time the HMO chooses the consumer's treatment, however, the HMO prefers to prescribe the cheapest possible drug. Indeed, the HMO may prefer to provide no treatment at all. If a consumer is uninformed about the benefits and costs of different drugs, he will be unable to monitor the HMO's behavior, and the optimal contract will be unenforceable Adj. 1. unenforceable - not enforceable; not capable of being brought about by compulsion; "an unenforceable law"; "unenforceable reforms" enforceable - capable of being enforced . Although consumers are initially unaware of the benefits they receive from different drugs, a drug's manufacturer can use advertising to inform consumers about its product. The competitive producers of drug A would never choose to advertise. These firms must price at marginal cost and would therefore never recover the cost of advertising. The producer of drug B, however, may wish to advertise because it has a monopoly monopoly (mənōp`əlē), market condition in which there is only one seller of a certain commodity; by virtue of the long-run control over supply, such a seller is able to exert nearly total control over prices. over the production of drug B and can choose a price that exceeds its marginal cost. Formally, we assume that Firm B can inform a fraction q [element of] [0, 1] of the population at a cost c(q) [greater than or equal to] 0; q represents Firm B's advertising intensity. We first assume that informed consumers are aware of the benefits that drug B yields but not their own type. Therefore, informed consumers know only drug B's expected benefit. In the next section we consider how the equilibrium of the model is different if advertising also enables informed consumers to recognize their types. Because the expected benefit from drug B is higher than the expected benefit from drug A, an informed consumer always chooses to receive drug B if his HMO offers it. Uninformed consumers, on the other hand, are not aware of the existence of drug B, and they only receive this drug if the HMO chooses to provide it to them. Thus, uninformed consumers may not receive drug B even if their HMO provides it to informed consumers. The timing of the model is as follows. First, Firm B chooses drug B's unit price [m.sub.B] and its advertising intensity q. Firm B's choices must be optimal given that the producers of drug A choose a unit price [m.sub.A] = [k.sub.A], that is, given that the producers of drug A price at marginal cost. After observing [m.sub.A], [m.sub.B], and q, the two HMOs simultaneously decide which drugs to include in their formularies. Each HMO's formulary represents the set of drugs available to its consumers. Formally, HMO i chooses a set [Mathematical Expression Omitted] {1, 2}. For each of its clients who receives drug z [element of] [[Delta].sub.i], HMO i bears a cost [m.sub.z], which is the unit price of drug z. We assume that both HMOs must always prescribe some drug to each consumer. Therefore, each HMO must have at least one drug in its formulary.(8) After observing the formulary decisions, the two HMOs simultaneously select their prices. Finally, each consumer purchases health care from one of the HMOs. See Figure 2 for a summary of the model's timing. In order to characterize the subgame
In game theory, a subgame is any part (a subset) of a game that meets the following criteria (the following terms allude to a game described in extensive form): Case 1: Only One HMO Offers Both Drugs A and B Suppose that HMO 1 offers both drugs A and B, whereas HMO 2 offers only A.(9) Provided that Firm B has chosen a nonzero non·ze·ro adj. Not equal to zero. nonzero Not equal to zero. advertising intensity (q [greater than] 0), the two HMOs will face both informed and uninformed consumers. Because Firm B's advertising communicates the relative merits of drug B over drug A, informed consumers anticipate that they will receive [Mathematical Expression Omitted] from consuming drug B if they purchase health care from HMO 1.(10) Meanwhile, they anticipate that they will receive [Mathematical Expression Omitted] from consuming drug A if they purchase health care from HMO 2. If HMO i chooses a price [P.sub.i], i [element of] {1, 2}, then the informed consumer who is just indifferent INDIFFERENT. To have no bias nor partiality. 7 Conn. 229. A juror, an arbitrator, and a witness, ought to be indifferent, and when they are not so, they may be challenged. See 9 Conn. 42. between HMO 1 and HMO 2 is located at [Mathematical Expression Omitted], here [Mathematical Expression Omitted]. Informed consumers who are located in the interval [0, [Mathematical Expression Omitted]] will choose HMO 1, and informed consumers who are located in the interval [[Mathematical Expression Omitted], 1] will choose HMO 2. We assume that the parameter t is large enough that HMO 2 will serve some informed consumers. Uninformed consumers anticipate that they will receive the same prescription drug benefit regardless of which HMO they choose; they know each HMO will simply offer them the cheapest drug available. Therefore, the uninformed consumer who is indifferent between HMO 1 and HMO 2 is located at [Mathematical Expression Omitted], where [Mathematical Expression Omitted]. Uninformed consumers who are located in the interval [0, [Mathematical Expression Omitted]] will patronize pa·tron·ize tr.v. pa·tron·ized, pa·tron·iz·ing, pa·tron·iz·es 1. To act as a patron to; support or sponsor. 2. To go to as a customer, especially on a regular basis. 3. HMO 1, and uninformed consumers who are located in the interval [[Mathematical Expression Omitted], 1] will patronize HMO 2. We assume that the parameter t is large enough that HMO 1 will serve some uninformed consumers. If a fraction q [greater than] 0 of the population is informed, HMO 1's demand function is [Mathematical Expression Omitted], whereas HMO 2's demand is given by [D.sub.2]([p.sub.1], [p.sub.2]) = 1 - [D.sub.1]([p.sub.1], [p.sub.2]).(11) These demand functions reflect an assumption that the manufacturer of drug B cannot target its advertising to consumers at particular locations. Both informed and uninformed consumers are thus distributed uniformly on the unit interval. We assume for simplicity that the HMOs produce the composite medical good at zero cost. The unit prices of drugs A and B are, respectively, [m.sub.A] and [m.sub.B]; HMO 1's profit function is therefore [Mathematical Expression Omitted], and HMO 2's profit function is [Mathematical Expression Omitted]. The unique Nash equilibrium of the pricing game between the two HMOs is a pair of prices ([Mathematical Expression Omitted], [Mathematical Expression Omitted]), where [Mathematical Expression Omitted], [Mathematical Expression Omitted], The two HMOs' equilibrium profits are given by [Mathematical Expression Omitted] and [Mathematical Expression Omitted]. We discuss the relative magnitudes of these payoffs below, when we discuss the HMOs' formulary adoption decisions. Case 2: Both HMOs Offer Drugs A and B If both HMOs offer drugs A and B, then the consumer who is indifferent between HMO 1 and HMO 2 is located at [x.sup.*] = 1/2 + ([p.sub.2] - [p.sub.1])/2t, regardless of whether or not he is informed. HMO 1's demand function is then [D.sub.1]([p.sub.2], [p.sub.1]) = 1/2 + ([p.sub.2] - [p.sub.1])/2t, and HMO 2's demand function is [D.sub.2]([p.sub.1], [p.sub.2]) = 1 - [D.sub.1]([p.sub.1], [p.sub.2]). HMO 1's profit function is [[Pi].sub.1] ([p.sub.1], [p.sub.2]) = (1/2 + [p.sub.2] - [p.sub.1]/2t) ([p.sub.1] - [qm.sub.B] - (1 - q)[m.sub.A]), and HMO 2's profit function is [[Pi].sub.2]([p.sub.1], [p.sub.2]) = (1/2 + [p.sub.1] - [p.sub.2]/2t) ([p.sub.2] - [qm.sub.B] - (1 - q)[m.sub.A]). The unique Nash equilibrium of the pricing game between the two HMOs is the pair of prices ([Mathematical Expression Omitted]), where [Mathematical Expression Omitted]. The two HMOs' equilibrium profits are [Mathematical Expression Omitted]. Case 3: Both HMOs Offer Only Drug A If the HMOs offer only drug A, then the consumer who is indifferent between HMO 1 and HMO 2 is located at [x.sup.*] = 1/2 + ([p.sub.2] - [p.sub.1])/2t, regardless of whether or not he is informed. In this case, HMO 1's demand function is [D.sub.1](p.sub.2], [p.sub.1]) = 1/2 + ([p.sub.2] - [p.sub.1])/2t, and HMO 2's demand function is [D.sub.2]([p.sub.1], [p.sub.2]) = 1 - [D.sub.1]([p.sub.1], [p.sub.2]). The Nash equilibrium of the pricing game between the two HMOs is the pair of prices ([Mathematical Expression Omitted], [Mathematical Expression Omitted]), where [Mathematical Expression Omitted]. The two HMOs' equilibrium profits are [Mathematical Expression Omitted]. We now turn to the HMOs' formulary choices. As noted above, the hypothesis An assumption or theory. During a criminal trial, a hypothesis is a theory set forth by either the prosecution or the defense for the purpose of explaining the facts in evidence. that [m.sub.A] [less than] [m.sub.B] implies (logic) implies - (=> or a thin right arrow) A binary Boolean function and logical connective. A => B is true unless A is true and B is false. The truth table is A B | A => B ----+------- F F | T F T | T T F | F T T | T It is surprising at first that A => that both HMOs will include drug A in their formularies and prescribe it to any consumer who does not demand drug B. Therefore, each HMO must simply decide whether or not to make drug B available to its informed consumers. When making this choice in a subgame perfect Nash equilibrium of the model, the HMOs anticipate that they will play a Nash equilibrium in the subsequent pricing game. Therefore, the equilibrium profits derived de·rive v. de·rived, de·riv·ing, de·rives v.tr. 1. To obtain or receive from a source. 2. in the analysis of the pricing game determine the payoffs that the HMOs receive as a function of their formulary choices. These payoffs are then the reduced form In social science and statistics, particularlly econometrics, a reduced form equation is a method of dealing with endogeneity. A reduced form equation is defined by James Stock & Mark Watson (2007) in the following way: payoffs of a simultaneous move formulary choice game, which we depict de·pict tr.v. de·pict·ed, de·pict·ing, de·picts 1. To represent in a picture or sculpture. 2. To represent in words; describe. See Synonyms at represent. in Figure 3. An examination of the formulary choice game in Figure 3 reveals that the HMOs play a coordination game In game theory, coordination games are a class of games with multiple pure strategy Nash equilibria in which players choose the same or corresponding strategies. For a classic example of a coordination game, consider the 2-player, 2-strategy game, with the payoff matrix shown on when they choose their formularies. Thus, there is no pure strategy equilibrium in which only one of the HMOs offers the drug B. Suppose that HMO 1 prefers to offer drug B when HMO 2 does not offer it. That is, suppose that [Mathematical Expression Omitted]. This inequality inequality, in mathematics, statement that a mathematical expression is less than or greater than some other expression; an inequality is not as specific as an equation, but it does contain information about the expressions involved. is satisfied only if [Mathematical Expression Omitted]. But then, a fortiori [Latin, With stronger reason.] This phrase is used in logic to denote an argument to the effect that because one ascertained fact exists, therefore another which is included in it or analogous to it and is less improbable, unusual, or surprising must also exist. , [Mathematical Expression Omitted], and HMO 2 would also wish to offer drug B. If it is profitable for HMO 1 to offer drug B when HMO 2 does not, then it is profitable for HMO 2 to respond by offering drug B after all. The only possible pure strategy equilibria involve both or neither HMOs offering drug B. We summarize sum·ma·rize intr. & tr.v. sum·ma·rized, sum·ma·riz·ing, sum·ma·riz·es To make a summary or make a summary of. sum the equilibria of the formulary choice game in the following proposition. PROPOSITION 1. (i) There is a unique Nash equilibrium of the formulary choice game in which both HMOs offer drug B in their formularies if [Mathematical Expression Omitted]. (ii) There is a unique Nash equilibrium of the formulary choice game in which neither HMO offers drug B in its formulary if [Mathematical Expression Omitted]. (iii) There are two pure strategy Nash equilibria and one mixed strategy Nash equilibrium of the formulary choice game if both [Mathematical Expression Omitted] and [Mathematical Expression Omitted]. In one pure strategy equilibrium both HMOs offer drug B, and in the other pure strategy equilibrium neither HMO offers drug B. PROOF. (i) If [Mathematical Expression Omitted], then, because [Mathematical Expression Omitted], and each HMO has a dominant strategy to offer drug B. (ii) If [Mathematical Expression Omitted], then, because [Mathematical Expression Omitted], [Mathematical Expression Omitted], and each HMO has a dominant strategy to offer drug B. (iii) This result is straightforward to verify using the game depicted de·pict tr.v. de·pict·ed, de·pict·ing, de·picts 1. To represent in a picture or sculpture. 2. To represent in words; describe. See Synonyms at represent. in Figure 3. QED QED abbr. Latin quod erat demonstrandum (which was to be demonstrated) QED which was to be shown or proved [Latin quod erat demonstrandum] Noun 1. . The inequality in part i of Proposition 1 identifies the condition under which each HMO has a dominant strategy of always offering drug B. For a given drug price [m.sub.B], this condition is satisfied when Firm B's advertising intensity [Mathematical Expression Omitted], where [Mathematical Expression Omitted] is implicitly im·plic·it adj. 1. Implied or understood though not directly expressed: an implicit agreement not to raise the touchy subject. 2. defined by [Mathematical Expression Omitted]. (1) We obtain Equation 1 by expanding and simplifying the left-hand side left-hand side n → izquierda left-hand side left n → linke Seite f left-hand side n → lato or of the inequality in part i of Proposition 1. Using the implicit function theorem In the branch of mathematics called multivariable calculus, the implicit function theorem is a tool which allows relations to be converted to functions. It does this by representing the relation as the graph of a function. , it is straightforward to verify that [Mathematical Expression Omitted]. Intuitively, if Firm B chooses a higher price for drug B, the HMOs have less incentive to offer it. Therefore, Firm B must advertise with greater intensity in order to maintain the HMOs' dominant incentive to offer drug B. In Figure 4, the curve [[Lambda].sup.*] depicts the graph of [Mathematical Expression Omitted] when [Mathematical Expression Omitted] and [Mathematical Expression Omitted]. To the left of [[Lambda].sup.*] the condition in part i is satisfied, and both HMOs have a dominant strategy to offer drug B. If either the price of drug B is sufficiently low or Firm B's advertising intensity is sufficiently high, each HMO adopts drug B regardless of what it believes about the other HMO's strategy. The inequality in part ii of Proposition 1 identifies the condition under which each HMO has a dominant strategy of not offering drug B. This condition is satisfied if and only if [Mathematical Expression Omitted]. The HMOs would thus never include drug B in their formularies if Firm B chooses a unit price that is so high that drug B yields a lower expected surplus net of its price than drug A. In Figure 4 this condition is satisfied to the right of the curve [[Lambda].sup.**]. The following corollary corollary: see theorem. follows immediately from part ii of Proposition 1. COROLLARY 1. HMOs 1 and 2 include drug B in their formularies only if it yields a larger net expected social surplus than drug A, that is, only if [Mathematical Expression Omitted]. Corollary 1 means that consumers receive drug B only if it is socially efficient for the HMOs to prescribe it. The corollary does not mean, however, that HMOs always offer drug B whenever it is socially efficient to do so. Indeed, if the inequalities This page lists Wikipedia articles about named mathematical inequalities. Pure mathematics
tr.v. ran·dom·ized, ran·dom·iz·ing, ran·dom·iz·es To make random in arrangement, especially in order to control the variables in an experiment. between offering and not offering the drug. In this region, each HMO's optimal formulary choice depends on what it believes its rival will do. Part iii of Proposition 1 establishes that the HMOs may not include drug B in their formularies, even if its unit price is low enough that it offers a higher net surplus than drug A, that is, even if [Mathematical Expression Omitted]. This result is somewhat surprising; it would be reasonable to expect each HMO to be able to increase its profits by offering the drug that yields the highest net surplus. However, if HMO 1 believes that HMO 2 will not include drug B in its formulary, then it must weigh the benefit of being able to attract informed customers against the cost of losing uninformed consumers. HMO 1 loses uninformed consumers because it must increase its price to offset the cost of providing drug B to informed consumers. If HMO 1 were able to price discriminate dis·crim·i·nate v. dis·crim·i·nat·ed, dis·crim·i·nat·ing, dis·crim·i·nates v.intr. 1. a. between the two groups, then it would always wish to offer the drug that provided the highest net benefit to informed consumers. But if HMO 1 cannot price discriminate, it may prefer not to offer drug B at all. The preceding analysis hinges on the assumption that [m.sub.A] [less than] [m.sub.B], that is, that Firm B charges a higher price for drug B than producers of drug A charge for their product. But Firm B could match or undercut the producers of drug A by choosing a price [m.sub.B] [less than or equal to] [m.sub.A] = [k.sub.A]. Because the HMOs prefer to prescribe the cheapest possible drug, they would then offer only drug B, even if Firm B forgoes advertising. Clearly, this strategy is potentially profitable for Firm B only if [k.sub.A] [greater than] [k.sub.B]. We now analyze Firm B's best reply. In a subgame perfect Nash equilibrium of the model, Firm B anticipates that each possible choice of [m.sub.B] and q will implement a particular Nash equilibrium of the formulary choice game. Firm B's preferred strategy is the combination of price and advertising intensity that maximizes its expected profits. As we just noted, Firm B could choose to undercut the producers of drug A and forgo advertising. Assuming that the HMOs prescribe drug B when they are indifferent between the two drugs, Firm B would then choose a price [m.sub.B] = [k.sub.A] and earn a profit [[Pi].sub.B] = [k.sub.A] - [k.sub.B]. In order to identify Firm B's best reply, we must compare the profit [[Pi].sub.B] = [k.sub.A] - [k.sub.B] with the highest profit that Firm B can earn by choosing a price [m.sub.B] [greater than] [m.sub.A]. All else equal, Firm B wishes to choose the highest possible price, [m.sub.B]. But Firm B may not wish to choose [Mathematical Expression Omitted], even though this is the highest price, such that there exists an equilibrium in which the HMOs adopt drug B. When the inequalities in part iii of Proposition 1 are satisfied, as they are when [Mathematical Expression Omitted], there are multiple equilibria of the HMOs formulary adoption game. But then Firm B's optimal choice depends on which of the equilibria the HMOs play for each combination of [m.sub.B] and q. Consider the following two polar cases. First, suppose that the HMOs always include drug B in their formularies when the inequalities in part iii of Proposition 1 are satisfied. Then Firm B chooses [m.sub.B] and q to maximize its profit, [[Pi]sub.B] = q([m.sub.B] - [k.sub.B]) - c(q), subject to the constraint Constraint A restriction on the natural degrees of freedom of a system. If n and m are the numbers of the natural and actual degrees of freedom, the difference n - m is the number of constraints. that [Mathematical Expression Omitted]. We assume that c[prime], c[double prime] [greater than] 0, and therefore Firm B's objective function is a strictly concave function In mathematics, a real-valued function f defined on an interval (or on any convex set C of some vector space) is called concave, if for any two points x and y in its domain C and any t in [0,1], we have [Mathematical Expression Omitted]. Now consider the other polar case, in which the HMOs choose not to offer drug B if the inequalities in part iii of Proposition 1 are both strictly satisfied.(12) Then Firm B's preferred price [m.sub.B] and advertising intensity q maximize [[Pi].sub.B] = q([m.sub.B] - [k.sub.B]) - c(q) subject to the constraint [Mathematical Expression Omitted]. In this case, Firm B chooses its preferred combination of price and advertising intensity from along the curve [[Lambda].sup.*] in Figure 4. An Example Suppose that [Mathematical Expression Omitted], [Mathematical Expression Omitted], and c(q) = q/4(1 - q). Suppose further that the HMOs always offer drug B when the inequalities of part iii of Proposition 1 are satisfied. Then firm B's optimal price is [Mathematical Expression Omitted]. Firm B's optimal advertising intensity is [q.sup.*] = argmax q - (q/4[1 - q]) = 0.5. We depict Firm B's optimal choice in Figure 5. The curve [U.sup.*] represents Firm B's highest iso-profit locus in this case. Now suppose that HMOs only offer drug B when it is a weakly weak·ly adj. weak·li·er, weak·li·est Delicate in constitution; frail or sickly. adv. 1. With little physical strength or force. 2. With little strength of character. dominant strategy to do so, that is, when [Mathematical Expression Omitted]. (2) In this case Firm B chooses its price [m.sub.B] and advertising intensity q in order to maximize [Pi]([m.sub.B], q) = [qm.sub.B] - q/4(1 - q) subject to the constraint given in Equation 2. Now Firm B's best reply is a price [Mathematical Expression Omitted] and an advertising intensity [q.sup.*] = 0.408047.(13) We depict Firm B's optimal choice in Figure 5. The curve [U.sup.**] represents Firm B's highest iso-profit locus in this case. The example shows how the existence of multiple Nash equilibria in the HMOs' formulary choice subgames gives rise to multiple equilibria in the game between Firm B and the HMOs. Firm B's best reply depends on which Nash equilibrium the HMOs play in each formulary choice subgame. Furthermore, no equilibrium refinement selects a unique equilibrium in the HMOs' formulary choice subgames. The existence of multiple equilibria in the HMOs' formulary choice game raises the possibility that Firm B will not choose the socially optimal level of advertising. Suppose that drug B both costs more to produce and yields a higher net expected surplus than drug A. That is, suppose that [k.sub.B] [greater than] [k.sub.A] and [Mathematical Expression Omitted]. Although it is then optimal for all consumers to receive drug B, Firm B is unable to undercut the producers of drug A, and only informed consumers will receive drug B. If both HMOs offer drug B and, therefore, all informed consumers receive it, total expected consumer and producer surplus from the consumption of prescription drugs is [Mathematical Expression Omitted]. The socially optimal advertising intensity, say [q.sub.opt], then satisfies ([Mathematical Expression Omitted]). Because [m.sub.A] = [k.sub.A], Firm B has a socially optimal incentive to advertise when [Mathematical Expression Omitted], but Proposition 1 establishes that there are multiple equilibria of the formulary choice subgame for this price-advertising intensity combination. If the HMOs play the equilibrium in which they do not offer drug B, Firm B will not in general have a socially optimal incentive to advertise. Overall, consumers are better off if the HMOs adopt drug B whenever [Mathematical Expression Omitted], though the interests of informed and uninformed consumers diverge diverge - If a series of approximations to some value get progressively further from it then the series is said to diverge. The reduction of some term under some evaluation strategy diverges if it does not reach a normal form after a finite number of reductions. . To illustrate this point, we examine the welfare properties of the pure strategy Nash equilibria of the formulary choice subgame that arises when, given Firm B's price [m.sub.B] [greater than] [m.sub.A] and advertising intensity q, the inequalities in part iii of Proposition 1 are satisfied.(14) Suppose first that the HMOs play the equilibrium in which they both offer drug B in these subgames. Then HMO i [element of] {1, 2} earns a profit [[Pi].sub.i] = t/2, and total consumer surplus is [Mathematical Expression Omitted]. An individual informed consumer receives [Mathematical Expression Omitted], whereas an individual uninformed consumer receives [Mathematical Expression Omitted]. Informed consumers receive a higher payoff than uninformed consumers. The consumer surplus calculations reflect the HMOs' prices, equilibrium transportation costs, and the expected benefits that consumers receive from consuming prescription drugs. Now suppose that the HMOs play the equilibrium in which they do not offer drug B in these subgames. Once again each HMO earns a profit of t/2, but now consumer surplus is [Mathematical Expression Omitted]. Informed and uninformed consumers now receive the same payoff. The HMOs are clearly indifferent between the two pure strategy equilibria of these formulary choice subgames. But, because [Mathematical Expression Omitted] when the inequalities in part iii of Proposition 1 are satisfied, it follows that total consumer surplus is greater if the HMOs play the equilibrium of the formulary choice subgame in which they adopt drug B. We thus conclude that consumers overall are better off if the HMOs play this equilibrium, though we qualify this conclusion with the observation that because [m.sub.B] [greater than] [m.sub.A], uninformed consumers are worse off if the HMOs offer drug B to informed consumers. Uninformed consumers pay a higher price as a result of the HMOs' higher costs, but they do not receive the benefit of the superior drug. For simplicity, we only characterize the model's subgame perfect Nash equilibrium under the assumption that the HMOs include drug B in their formularies whenever [Mathematical Expression Omitted]. PROPOSITION 2. Suppose that the HMOs offer drug B whenever [Mathematical Expression Omitted]. (i) Suppose that [Mathematical Expression Omitted]. Then there exists no Nash equilibrium in which the HMOs offer drug B. (ii) Suppose that [Mathematical Expression Omitted] and [Mathematical Expression Omitted]. Then Firm B chooses a price [Mathematical Expression Omitted] and an advertising intensity [q.sup.*] = 0. All consumers receive drug B. (iii) Suppose that [Mathematical Expression Omitted] and [Mathematical Expression Omitted]. Then Firm B chooses a price [Mathematical Expression Omitted] and an advertising intensity [Mathematical Expression Omitted]. The HMOs include both drugs A and B in their formularies; [q.sup.*] consumers receive drug B, and 1 - [q.sup.*] consumers receive drug A. PROOF. (i) Because [m.sub.A] = [k.sub.A] and [m.sub.B] [greater than or equal to] [k.sub.B] the hypothesis implies that, for Firm B to profitably offer drug B, we must have [Mathematical Expression Omitted]. But then it follows from part (ii) of Proposition 1 that there is no Nash equilibrium in which the HMOs offer drug B. Parts ii and iii follow obviously from the hypotheses. QED. Part i of Proposition 2 establishes that the HMOs never offer drug B when the difference between the expected benefits that the two drugs offer ([Mathematical Expression Omitted]) is less than the difference between their marginal costs ([k.sub.B] - [k.sub.A]). This result follows from the fact that, if Firm B chooses a price high enough to cover its costs, the difference between drug B's price and drug A's price equals or exceeds the difference between their marginal costs.(15) But an HMO never finds it profitable to adopt drug B if its price exceeds drug A's price by more than the difference between the drugs' expected benefits to consumers. If drug B offers such a small improvement over drug A, consumers' increased willingness to pay Willingness to pay (WTP) generally refers to the value of a good to a person as what they are willing to pay, sacrifice or exchange for it. See also
Parts ii and iii of Proposition 2 show that Firm B can use either a low price or advertising to encourage the adoption of drug B. If Firm B prices drug B below drug A, the HMOs adopt and prescribe drug B even if there is no advertising. If Firm B prices drug B above drug A, meanwhile, the HMOs prefer to offer only the cheaper drug to their consumers. Firm B must therefore use advertising to overcome the HMOs' reluctance to offer drug B. The general nature of these results - that Firm B can use either a low price or advertising to encourage the adoption of drug B - is unchanged if we relax the assumption that the HMOs adopt drug B whenever [Mathematical Expression Omitted]. If we relax this assumption, though, Firm B's optimal price and advertising intensity would depend on which equilibrium the HMOs play in the different formulary choice subgames. We now analyze how a change in the cost of advertising affects the model's equilibrium. This is a particularly important policy question because FDA policies greatly increase the cost of advertising pharmaceuticals. These policies require that print advertisements addressed to consumers follow the same guidelines guidelines, n.pl a set of standards, criteria, or specifications to be used or followed in the performance of certain tasks. as advertisements to professionals, such as the inclusion of a so-called so-called adj. 1. Commonly called: "new buildings ... in so-called modern style" Graham Greene. 2. "brief summary" if an ad mentions both the existence of a drug and its use. As a result, print ads cost approximately ap·prox·i·mate adj. 1. Almost exact or correct: the approximate time of the accident. 2. twice as much as they would cost without the requirement, because the brief summary is generally about as long as the ad. Until recently, broadcast ads were covered by the same restrictions, making them difficult to produce. Commercials mentioned only the drug, with no indication of its use, or only the use, with no mention of the drug. These restrictions obviously greatly reduced the effectiveness of such ads and increased the real cost. In August 1997 the FDA announced that pharmaceutical manufacturers would be able to use television commercials to advertise the existence of a drug and its use without having to include the brief summary (Ingersoll Ingersoll, town (1991 pop. 9,378), S Ont., Canada, on the Thames River, E of London. It has a large dairy-processing industry. Named for Thomas Ingersoll, father of the Canadian heroine Laura Secord, it was the birthplace of Aimée Semple McPherson. and Ono Ono (ō`nō), in the Bible, town, W central ancient Palestine, the modern Qiryat Ono, Israel, E of Tel Aviv. 1997). Suppose that there are two alternative advertising cost functions, [c.sub.H]([center dot]) and [c.sub.L]([center dot]), where [c.sub.H](0) = [c.sub.L](0) = 0, [c[prime].sub.H] [greater than] [c[prime].sub.L] [greater than] 0, and [c[double prime].sub.j] [greater than] 0, j [element of] {H, L}. Define [Mathematical Expression Omitted], j [element of] {H, L}, as the equilibrium level In meteorology, the equilibrium level (EL), or level of neutral buoyancy (LNB), is the height at which a rising parcel of air is at a temperature of equal warmth to it. of advertising under the alternative cost functions. PROPOSITION 3. Suppose that [c.sub.H] (0) = [c.sub.L] (0), [c[prime].sub.H](q) [greater than] [c[prime].sub.L](q) [greater than] 0, [c[double prime].sub.j](q) [greater than] 0, [for every] q [element of] [0,1], and j [element of] {H, L}. Then [Mathematical Expression Omitted], that is, there is more advertising when the marginal cost of advertising falls. PROOF. Let [Mathematical Expression Omitted] and [Mathematical Expression Omitted] be Firm B's optimal price and advertising intensity when the advertising cost function is [c.sub.H]([center dot]). Now suppose to the contrary that, when the advertising cost function is [c.sub.L]([center dot]), Firm B's optimal advertising intensity [Mathematical Expression Omitted]. By revealed preference, it must be that [Mathematical Expression Omitted], where [Mathematical Expression Omitted] is Firm B's optimal price under the advertising cost function [c.sub.L]. The hypothesis that [c[prime].sub.H](q) [greater than] [c[prime].sub.L](q) implies that [Mathematical Expression Omitted], But then [Mathematical Expression Omitted], contradicting the optimality of [Mathematical Expression Omitted] and [Mathematical Expression Omitted] under the advertising cost function [c.sub.H]. Thus, we must have [Mathematical Expression Omitted]. QED. Not surprisingly, a reduction in the marginal cost of advertising leads Firm B to choose a higher advertising intensity. This conclusion holds regardless of which equilibrium the HMOs play in the formulary choice subgames. Although this effect may improve welfare by increasing the number of consumers who receive drug B, it is possible that the increased advertising will be socially inefficient for our static model in which the set of available drugs is fixed. Suppose that when the cost of advertising is high, Firm B forgoes advertising completely in favor of upon the side of; favorable to; for the advantage of. See also: favor choosing a low price [Mathematical Expression Omitted]. In this case all consumers receive drug B, as is socially efficient.(16) If the cost of advertising declines, though, it may be optimal for Firm B to choose a high price [m.sub.B] [greater than] [k.sub.A] and advertise. But then only a fraction of consumers will receive drug B. Firm B's new strategy imposes two welfare losses: fewer consumers receive drug B, and socially wasteful advertising occurs. There is, however, a countervailing benefit that arises when a reduction in advertising costs leads Firm B to switch from a low price/no advertising to a high price/advertising strategy. The increase in profits presumably pre·sum·a·ble adj. That can be presumed or taken for granted; reasonable as a supposition: presumable causes of the disaster. spurs the development of new drugs. Although a reduction in advertising costs may hurt welfare in a static model, this result may be less likely in a dynamic model; a thorough analysis of this question is outside the scope of this paper. In order for a reduction in the cost of advertising to reduce welfare, the marginal cost of drug B must be less than the marginal cost of drug A. It is only when [k.sub.B] [less than] [k.sub.A] that a "low price/no advertising" strategy is available to Firm B. There are several reasons why this is unlikely to be the case. First, the marginal cost of the generic Generic Describes the characteristics and/or experience of the total universe of a coupon of MBS sector type; that is, in contrast to a specific pool or collateral group, as in a specific CMO issue. (off-patent) drug A may have decreased as a result of learning effects. Second, the marginal cost of the patented drug B may include significant promotion costs. If [k.sub.B] [greater than] [k.sub.A], then the welfare effects of a reduction in the price of advertising will be unambiguously positive, provided that the HMOs always adopt drug B when [Mathematical Expression Omitted]. 3. An Extension: Advertising that Enables a Consumer to Recognize His Type In this section we analyze the effect of advertising that enables a consumer to learn his type [[Theta].sub.y] [element of] {[[Theta].sub.1], [[Theta].sub.2]}. Recall that a consumer of type at receives a benefit [Mathematical Expression Omitted] from consuming drug B, whereas a consumer of type [[Theta].sub.2] receives a benefit [Mathematical Expression Omitted]. Both types receive a benefit v from consuming drug A. The intuition intuition, in philosophy, way of knowing directly; immediate apprehension. The Greeks understood intuition to be the grasp of universal principles by the intelligence (nous), as distinguished from the fleeting impressions of the senses. for the payoffs is straightforward. Consumers of type [[Theta].sub.1] either suffer fewer side effects or receive more therapeutic benefits if they consume drug B. Our premise in this section is that a consumer may possess information about himself that could enable him to identify his type and, hence, his actual benefit from consuming drug B. If so, there may be a role for advertising that explains to consumers the relationship between the information they have and the different possible benefits they could receive from drug B. Only consumers of type [[Theta].sub.1] would benefit from receiving drug B. We therefore assume that, when informed consumers observe their types, only consumers of type [[Theta].sub.1] ever demand drug B. Consumers who know they will not benefit from drug B do not request it, even if their HMOs include it in their formularies. As before, it is straightforward to analyze the different possible pricing games under the assumption that the q informed consumers observe their types.(17) This analysis yields the payoffs for the new formulary choice game, which we depict in Figure 6. We summarize the Nash equilibria of the new formulary choice game in the following proposition. PROPOSITION 4. (i) There is a unique Nash equilibrium of the formulary choice game in which both HMOs offer drug B in their formularies if [Mathematical Expression Omitted]. (ii) There is a unique Nash equilibrium of the formulary choice game in which neither HMO offers drug B if [Mathematical Expression Omitted]. (iii) There are two pure strategy Nash equilibria and one mixed strategy Nash equilibrium of the formulary choice game if both [Mathematical Expression Omitted] and [Mathematical Expression Omitted]. In one pure strategy equilibrium both HMOs offer drug B, and in the other equilibrium neither HMO offers drug B. PROOF. Analogous analogous /anal·o·gous/ (ah-nal´ah-gus) resembling or similar in some respects, as in function or appearance, but not in origin or development. a·nal·o·gous adj. to proof of Proposition 1. QED. The proposition implies that there exists an equilibrium in which the HMOs both offer drug B if and only if [Mathematical Expression Omitted]. The proposition also demonstrates that, as before, there are multiple equilibria of the formulary choice game for some of the drug price and advertising intensity combinations that Firm B could choose. Clearly, Firm B may be able to choose a higher price for drug B when consumers have more information about the benefits they receive from drug B. When consumers cannot recognize their types, HMOs adopt drug B only if Firm B's price [Mathematical Expression Omitted]. When consumers can recognize their types, the HMOs adopt drug B only if [Mathematical Expression Omitted]. If Firm B can charge a higher price for its product, it may also earn higher profits when consumers are able to recognize their types. But then Firm B may wish to use its advertising to provide consumers with information that enables them to recognize their types and, therefore, to identify the exact benefits that they receive from consuming drug B. In the following proposition, we identify circumstances in which Firm B would benefit from providing consumers with this information. PROPOSITION 5. (i) Suppose that [Mathematical Expression Omitted] and that [Mathematical Expression Omitted]. Then Firm B prefers for consumers to be able to recognize their types. (ii) Suppose that [k.sub.B] [greater than or equal to] [k.sub.A], that the HMOs offer drug B whenever [Mathematical Expression Omitted] and consumers cannot recognize their types, and that the HMOs offer drug B whenever [Mathematical Expression Omitted] and consumers can recognize their types. Then Firm B prefers for consumers to be able to recognize their types. PROOF. (i) Because [Mathematical Expression Omitted], it follows from Proposition 2 that, when consumers cannot recognize their types, there is no subgame perfect Nash equilibrium (SPNE SPNE Subgame Perfect Nash Equilibrium (game theory) SPNE Signal Processing Network Equipment SPNE Single Pole Neutral and Earth ) in which the HMOs offer drug B and Firm B therefore earns zero. Because there is a SPNE in which the HMOs offer drug B when [Mathematical Expression Omitted] and consumers can recognize their types, Firm B may earn a higher profit in this case. (ii) When consumers cannot recognize their types, Firm B earns [Mathematical Expression Omitted]. When consumers can recognize their types, Firm B earns [Mathematical Expression Omitted]. When [k.sub.B] [greater than or equal to] [k.sub.A], [Mathematical Expression Omitted], and it follows that [[Pi].sup.**] [greater than or equal to] [[Pi].sup.*]. QED. If the hypotheses in part i of Proposition 5 are satisfied, then, as established in Proposition 2, there is no equilibrium in which consumers receive drug B when they cannot recognize their types. Given consumers' low expected benefit from consuming drug B, HMOs only find it profitable to adopt the drug if its price is also relatively low, and Firm B cannot profitably sell it at that price. When informed consumers can recognize the exact benefits they receive from drug B, some of them - those of type [[Theta].sub.1] - know they will receive a high benefit [Mathematical Expression Omitted] from drug B, and these are the only consumers who would receive drug B if it were included in the formulary. The HMOs are willing to pay a higher price to buy drugs for this smaller group. Given the hypotheses in part i, Firm B finds it profitable to offer drug B at this higher price. Furthermore, the hypothesis that [Mathematical Expression Omitted] means it is socially optimal for informed consumers of type [[Theta].sub.1] to receive drug B. When the hypotheses in part ii of Proposition 5 are satisfied, Firm B is again better off when consumers are able to recognize the exact benefits they receive from drug B. Although Firm B sells fewer units compared to when consumers cannot recognize their types, its revenues fall by less than its costs because it is able to charge a higher unit price for drug B. This result hinges to some extent on the hypothesis that, when there are multiple equilibria in the formulary choice game, the HMOs play the equilibrium in which they offer drug B. Nevertheless, the general finding that Firm B does not necessarily earn lower profits when it sells to fewer (and better informed) consumers remains valid even if we relax this hypothesis. Firm B does not in general benefit from selling its product to consumers who do not need it. 4. Discussion and Concluding Remarks Our results demonstrate that advertising may enable consumers to overcome the agency conflict that exists in their relationship with managed health care providers. Although our formal model addresses the conflict between consumers and providers of managed health care, the point we make is more general. In our model, advertising disseminates information about beneficial drugs to consumers, and HMOs have an incentive to include these drugs in their formularies in order to make their health plans more attractive to informed consumers. Unfortunately, pharmaceutical manufacturers may not have the incentive to choose the socially optimal combination of price and advertising. Our results also demonstrate that the decisions by different HMOs to adopt certain therapies are interrelated in·ter·re·late tr. & intr.v. in·ter·re·lat·ed, in·ter·re·lat·ing, in·ter·re·lates To place in or come into mutual relationship. in ; each HMO may wish to offer a drug only if its competitors also offer the drug. The strategic nature of drug adoption decisions raises the possibility that a group of competing health care providers may play an equilibrium in which they do not offer a beneficial drug. In our model, we assume that there are only two drugs. One drug is off-patent and produced competitively, whereas the other drug is protected by a patent and produced by a monopolist mo·nop·o·ly n. pl. mo·nop·o·lies 1. Exclusive control by one group of the means of producing or selling a commodity or service: "Monopoly frequently ... . In a more realistic model, several drug manufacturers would use both price and advertisements to compete for inclusion in HMOs' formularies. We conjecture CONJECTURE. Conjectures are ideas or notions founded on probabilities without any demonstration of their truth. Mascardus has defined conjecture: "rationable vestigium latentis veritatis, unde nascitur opinio sapientis;" or a slight degree of credence arising from evidence too weak or too that our main conclusions would not change in this more complicated model. Advertising could still induce HMOs to offer drugs that they might otherwise exclude from their formularies. Nevertheless, it is unlikely that only the socially efficient drug would have an incentive to advertise. Intuitively, if the producer of the most cost-effective treatment for a particular ailment ail·ment n. A physical or mental disorder, especially a mild illness. is unable to reach the entire population with its advertisements, there may remain a market for less cost-effective medications. Producers of these drugs may wish to use advertisements to stimulate demand for their products. Of course, consumers still benefit from these advertisements if they would receive even less effective treatments without the information they obtain from the advertisements. Past regulation of pharmaceutical advertising clearly has limited the amount of information consumers receive about the medications that exist to treat different conditions. This policy imposed costs on consumers even when health care was financed by fee-for-service insurance plans, which encouraged the excessive provision of care. As managed health care spreads, and with it the agency conflicts that exist between patients and HMOs, consumers may find that ignorance Ignorance See also Stupidity. Am ha-Arez those negligent in or unobservant of Torah study. [Judaism: Wigoder, 26] avidya ignorance as cause of suffering through desire. [Hindu Phil. is significantly more costly than before. Consumers need information in order to monitor the quality of care they receive. Ideally, the goal of any policy regulating reg·u·late tr.v. reg·u·lat·ed, reg·u·lat·ing, reg·u·lates 1. To control or direct according to rule, principle, or law. 2. drug advertising should be to place this information in the hands of the people who need it. This research was supported by a grant from Pfizer Pfizer Incorporated (NYSE: PFE) is a major research-based pharmaceutical company, which ranks number two in sales The company is based in New York City. It produces the number-one selling drug Lipitor (atorvastatin, used to lower blood cholesterol); the oral antifungal , Inc. The authors retain all editorial control over this research. We thank Jonathan Jonathan (jŏn`əthən) [short for Jehonathan, Heb.,=Yahweh has given]. 1 In the Bible, Saul's son and David's friend, both killed at the battle of Mt. Gilboa. David showed kindness to his son Mephibosheth. Hamilton Hamilton, city, Bermuda Hamilton, city (1990 est. pop. 3,100), capital of Bermuda, on Bermuda Island. It is a port at the head of Great Sound, a huge lagoon and deepwater harbor protected by coral reefs. and two anonymous referees for helpful comments. All errors remain the responsibility of the authors. 1 See, for example, Maggi Maggi is a Nestlé brand of instant soups, stocks, ketchups and instant noodles. It was founded by the Maggi family in Switzerland in the 19th century, and merged with Nestlé in 1947. and Rodriguez-Clare (1995), who study an agency relationship in which the agent can falsify falsify, v to forge; to give a false appearance to anything, as to falsify a record. information that he transmits to the principal. 2 See, for example, Rodwin (1995). 3 Our paper is related to the literature on credence goods A credence good is a term used in economics for a good whose utility impact is difficult or impossible for the consumer to ascertain. In contrast to experience goods, the utility gain or loss of credence goods is difficult to measure after consumption as well. , such as Emons (1997), which studies markets in which consumers rely on experts for services. Emons shows that, in markets where capacity constraints CONSTRAINTS - A language for solving constraints using value inference. ["CONSTRAINTS: A Language for Expressing Almost-Hierarchical Descriptions", G.J. Sussman et al, Artif Intell 14(1):1-39 (Aug 1980)]. are important, equilibria exist in which experts provide services honestly. 4 We plan to examine this issue in future research. 5 Eighty-one percent of HMOs rely on formularies, or lists of approved medications, in order to control their drug expenses (Hoechst Marion Roussel 1996). Formularies may be either restrictive, permitting doctors to prescribe only the drugs included in the formulary, or nonrestrictive non·re·stric·tive adj. 1. Not restrictive: nonrestrictive zoning. 2. Grammar , providing only guidelines for doctors' prescriptions. According to Kreling and Mucha (1992), most restrictive formularies permit doctors to request coverage for drugs that are not explicitly included in the formulary. 6 American American, river, 30 mi (48 km) long, rising in N central Calif. in the Sierra Nevada and flowing SW into the Sacramento River at Sacramento. The discovery of gold at Sutter's Mill (see Sutter, John Augustus) along the river in 1848 led to the California gold rush of Medical News, February February: see month. 10, 1997, at http://www.ama-assn.org/sci-pubs/amnews/pick_97/add0210.htm. 7 The proof of this result is available from the authors upon request. 8 Consumers may be aware that treatments exist even if they are unaware of the benefits associated with particular therapies. Such knowledge may enable consumers to obtain some treatment from their HMOs. 9 Because of the symmetric No difference in opposing modes. It typically refers to speed. For example, in symmetric operations, it takes the same time to compress and encrypt data as it does to decompress and decrypt it. Contrast with asymmetric. (mathematics) symmetric - 1. nature of the model, the results are analogous in the obvious way when only HMO 2 offers both drugs A and B. 10 For example, a patient who learns from an ad that some symptom symptom /symp·tom/ (simp´tom) any subjective evidence of disease or of a patient's condition, i.e., such evidence as perceived by the patient; a change in a patient's condition indicative of some bodily or mental state. he is experiencing is a side effect of a medication may tell the physician and obtain a new drug that does not cause the side effect. Another patient who does not see the ad may not be aware that the symptom is a side effect, and so may not tell the physician. 11 We assume that the parameter [Alpha] in the utility function u([d.sub.i], [p.sub.i]) = [Alpha] - [td.sub.i] - [p.sub.i] is large enough that, at the equilibrium prices Equilibrium price The price at which the supply of goods matches demand. , all consumers purchase health care. 12 In order for Firm B's maximization problem to be well defined, we assume that the HMOs adopt drug B when q = ([m.sub.B]). 13 We used Mathematica Mathematical software for the Macintosh, DOS, Windows, OS/2 and various Unix platforms from Wolfram Research, Inc., Champaign, IL (www.wolfram.com). Launched in 1988, Mathematica includes numerical, graphical and symbolic computation capabilities, all linked to the Mathematica programming v. 3.0.1 to find the solution to Firm B's optimization problem In computer science, an optimization problem is the problem of finding the best solution from all feasible solutions. More formally, an optimization problem is a quadruple .
14 We reach the same conclusions if we include in our analysis the mixed strategy equilibrium of the formulary choice subgame. 15 Recall that producers of drug A price at marginal cost. 16 We point out that this can be profitable for Firm B when [k.sub.B] [less than] [k.sub.A]. Therefore, it is socially desirable for all consumers to receive drug B, both because it is the low-cost drug and because it offers a higher expected benefit. 17 We omit o·mit tr.v. o·mit·ted, o·mit·ting, o·mits 1. To fail to include or mention; leave out: omit a word. 2. a. To pass over; neglect. b. this analysis in order to save space. It is analogous to the corresponding analysis in the previous section. Details are available upon request from the authors. References Biglaiser, Gary Gary, city (1990 pop. 116,646), Lake co., NW Ind., a port of entry on Lake Michigan; inc. 1909. Gary was founded by the U.S. Steel Corporation, which purchased the land in 1905 and landscaped it for a city. . 1993. Middlemen as experts. RAND Journal of Economics 24:212-23. Biglaiser, Gary, and James Friedman James Friedman is a Professor at the Maine School of Law.[1] Friedman has served as a visiting Professor at the United States Military Academy at West Point, Faculty of Law, University College, Galway Ireland, and the Hebrew University of Jerusalem. . 1994. Middlemen as guarantors of quality. International Journal of Industrial Organization 12:509-31. Emons, Winand. 1997. Credence goods and fraudulent The description of a willful act commenced with the Specific Intent to deceive or cheat, in order to cause some financial detriment to another and to engender personal financial gain. experts. RAND Journal of Economics 28:107-19. Hoechst Marion Roussel. 1996. Managed care digest series-HMO-PPO digest. Kansas City Kansas City, two adjacent cities of the same name, one (1990 pop. 149,767), seat of Wyandotte co., NE Kansas (inc. 1859), the other (1990 pop. 435,146), Clay, Jackson, and Platte counties, NW Mo. (inc. 1850). , MO: Hoechst Marion Roussel. IMS HealthNews. 1998a. U.S. pharmaceutical industry spends $3.1 billion on product promotion in first six months of 1998. (http://www.imshealth.com/html/news_arc/11_1l_1998_122.htm) IMS HealthNews. 1998b. IMS Health IMS Health (NYSE: RX) is an international consulting and data services company that supplies the pharmaceutical industry with sales data and consulting services. IMS Health was founded in 1954 by Bill Frohlich and David Dubow. reports physicians and managed care organizations in the U.S. are seeing more consumers request brand-name prescription drugs. (http://www.imshealth.com/html/news_arc/12_07_1998_130.htm) Ingersoll, Bruce Bruce, Scottish royal family descended from an 11th-century Norman duke, Robert de Brus. He aided William I in his conquest of England (1066) and was given lands in England. , and Yumiko Yumiko is a feminine Japanese given name. It may refer to:
n. 1. a. A blitzkrieg. b. A heavy aerial bombardment. 2. An intense campaign: a media blitz focused on young voters. 3. of TV drug ads. The Wall Street Journal, 8 August, p. B1. Johannes, Laura. 1997. Dose of austerity Austerity See also Asceticism, Discipline. Amish conservative Christian group in North America noted for its simple, orderly life and nonconformist dress. [Am. Hist. : Some HMOs now put doctors on a budget for prescription drugs. The Wall Street Journal, 22 May, p. 1. Klein, Benjamin, and Keith Keith may refer to: People with the given name Keith:
Kreling, David H., and Robert Robert, Henry Martyn 1837-1923. American army engineer and parliamentary authority. He designed the defenses for Washington, D.C., during the Civil War and later wrote Robert's Rules of Order (1876). Noun 1. E. Mucha. 1992. Drug product management in health maintenance organizations. American Journal of Hospital Pharmacists This is a list of notable pharmacists.
Maggi, Giovanni Giovanni is an Italian given name (from Latin:Iohannes), the Italian equivalent of Johann (John). It may also refer to: People
Masson, Alison Alison betrays old husband amusingly with her lodger, Nicholas. [Br. Lit.: Canterbury Tales, “Miller’s Tale”] See : Adultery , and Paul Paul, 1901–64, king of the Hellenes (1947–64), brother and successor of George II. He married (1938) Princess Frederika of Brunswick. During Paul's reign Greece followed a pro-Western policy, and the Cyprus question was temporarily resolved. H. Rubin. 1985. Matching prescription drugs and consumers: The benefits of direct advertising. New England Journal of Medicine The New England Journal of Medicine (New Engl J Med or NEJM) is an English-language peer-reviewed medical journal published by the Massachusetts Medical Society. It is one of the most popular and widely-read peer-reviewed general medical journals in the world. , 22 August, pp. 513-5; also, "Reply," 20 February, p. 524. Rodwin, Mark A. 1995. Conflicts in managed care. New England Journal of Medicine, 2 March, p. 604. Rubin, Paul H. 1991. Economics of prescription drug advertising. Journal of Research in Pharmaceutical Economics 3:29-41. Shapiro, Carl. 1983. Premiums for high quality products as returns to reputation. Quarterly Journal of Economics The Quarterly Journal of Economics, or QJE, is an economics journal published by the Massachusetts Institute of Technology and edited at Harvard University's Department of Economics. Its current editors are Robert J. Barro, Edward L. Glaeser and Lawrence F. Katz. 98: 659-80. Zuger, Abigail Abigail (ăb`əgāl), in the Bible. 1 The wife of Nabal. She persuaded David not to take vengeance on her husband. When Nabal died, she married David. 2 David's stepsister, mother of Amasa. . 1997. Drug companies' sales pitch: 'Ask your doctor.' New York New York, state, United States New York, Middle Atlantic state of the United States. It is bordered by Vermont, Massachusetts, Connecticut, and the Atlantic Ocean (E), New Jersey and Pennsylvania (S), Lakes Erie and Ontario and the Canadian province of Times, 5 August, p. B9. |
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