Sunk cost
Encyclopedia
In economics
and business decision-making, sunk costs are retrospective (past) cost
s that have already been incurred and cannot be recovered. Sunk costs are sometimes contrasted with prospective costs, which are future costs that may be incurred or changed if an action is taken. Both retrospective and prospective costs may be either fixed (that is, they are not dependent on the volume of economic activity, however measured) or variable (dependent on volume).
In traditional microeconomic theory, only prospective (future) costs are relevant to an investment decision. Traditional economics proposes that an economic actor not let sunk costs influence one's decisions, because doing so would not be rationally assessing a decision exclusively on its own merits. The decision-maker may make rational decisions according to their own incentives; these incentives may dictate different decisions than would be dictated by efficiency or profitability, and this is considered an incentive problem and distinct from a sunk cost problem.
Evidence from behavioral economics suggests this theory fails to predict real-world behavior. Sunk costs greatly affect actors' decisions, because many humans are loss-averse
and thus normally act irrationally when making economic decisions.
Sunk costs should not affect the rational decision-maker's best choice. However, until a decision-maker irreversibly commits resources, the prospective cost is an avoidable future cost
and is properly included in any decision-making processes. For example, if one is considering preordering movie tickets, but has not actually purchased them yet, the cost remains avoidable. If the price of the tickets rises to an amount that requires him to pay more than the value he places on them, he should figure the change in prospective cost into the decision-making and re-evaluate his decision.
Economist
s argue that sunk costs are not taken into account when making rational
decisions. In the case of a movie ticket that has already been purchased, the ticket-buyer can choose between the following two end results if he realizes that he doesn't like the movie:
In either case, the ticket-buyer has paid the price of the ticket so that part of the decision no longer affects the future. If the ticket-buyer regrets buying the ticket, the current decision should be based on whether he wants to see the movie at all, regardless of the price, just as if he were to go to a free movie. The economist will suggest that, since the second option involves suffering in only one way (spent money), while the first involves suffering in two (spent money plus wasted time), option two is obviously preferable.
Sunk costs may cause cost overrun
. In business, an example of sunk costs may be investment into a factory or research that now has a lower value or no value whatsoever. For example, $20 million has been spent on building a power plant; the value at present is zero because it is incomplete (and no sale or recovery is feasible). The plant can be completed for an additional $10 million, or abandoned and a different but equally valuable facility built for $5 million. It should be obvious that abandonment and construction of the alternative facility is the more rational decision, even though it represents a total loss of the original expenditure—the original sum invested is a sunk cost. If decision-makers are irrational or have the wrong incentives, the completion of the project may be chosen. For example, politicians or managers may have more incentive to avoid the appearance of a total loss. In practice, there is considerable ambiguity and uncertainty in such cases, and decisions may in retrospect appear irrational that were, at the time, reasonable to the economic actors involved and in the context of their own incentives.
Behavioral economics recognizes that sunk costs often affect economic decisions due to loss aversion: the price paid becomes a benchmark for the value, whereas the price paid should be irrelevant. This is considered irrational behavior (as rationality is defined by classical economics
). Economic experiments have shown that the sunk cost fallacy and loss aversion are common; hence economic rationality—as assumed by much of economics—is limited. This has enormous implications for finance
, economics, and securities markets in particular. Daniel Kahneman
won the Nobel Prize in Economics in part for his extensive work in this area with his collaborator, Amos Tversky
.
: 72 of the people had just finished placing a $2.00 bet within the past 30 seconds, and 69 people were about to place a $2.00 bet in the next 30 seconds. Their hypothesis was that people who had just committed themselves to a course of action (betting $2.00) would reduce post-decision dissonance
by believing more strongly than ever that they had picked a winner. Knox and Inkster asked the bettors to rate their horse's chances of winning on a 7-point scale. What they found was that people who were about to place a bet rated the chance that their horse would win at an average of 3.48 which corresponded to a "fair chance of winning" whereas people who had just finished betting gave an average rating of 4.81 which corresponded to a "good chance of winning". Their hypothesis was confirmed: after making a $2.00 commitment, people became more confident their bet would pay off. Knox and Inkster performed an ancillary test on the patrons of the horses themselves and managed (after normalization) to repeat their finding almost identically.
Additional evidence of inflated probability estimations can be found in Arkes and Blumer (1985) and Arkes & Hutzel (2000).
Similar results have been obtained in earlier studies by Staw (1974, 1976) and by Arkes and Blumer (1985) and Whyte (1986).
. This is sometimes referred to as the sunk cost fallacy
. Economists would label this behavior "irrational": it is inefficient because it misallocates resources by depending on information that is irrelevant to the decision being made. Colloquially, this is known as "throwing good money after bad".
This line of thinking, in turn, may reflect a non-standard measure of utility
, which is ultimately subjective and unique to the consumer. A ticket-buyer who purchases a ticket to a bad movie in advance makes a semi-public commitment to watching it. To leave early is to make this lapse of judgment manifest to strangers, an appearance he might otherwise choose to avoid. Alternatively, he may take pride in having recognized the opportunity cost
of the alternative use of time.
The idea of sunk costs is often employed when analyzing business decisions. A common example of a sunk cost for a business is the promotion
of a brand name. This type of marketing
incurs costs that cannot normally be recovered. It is not typically possible to later "demote" one's brand names in exchange for cash. A second example is R&D costs. Once spent, such costs are sunk and should have no effect on future pricing decisions. So a pharmaceutical company’s attempt to justify high prices because of the need to recoup R&D expenses is fallacious. The company will charge market prices whether R&D had cost one dollar or one million dollars. However, R&D costs, and the ability to recoup those costs, are a factor in deciding whether to spend the money on R&D.
The sunk cost fallacy is in game theory sometimes known as the "Concorde Fallacy", referring to the fact that the British and French governments continued to fund the joint development of Concorde
even after it became apparent that there was no longer an economic case for the aircraft. The project was regarded privately by the British government as a "commercial disaster" which should never have been started, and was almost cancelled, but political and legal issues had ultimately made it impossible for either government to pull out.
situation can be described using a game theory
approach for 1-player games.
The sunk cost dilemma
with its sequence of good decisions should not be confused with the sunk cost fallacy, where a misconception of sunk costs can lead to bad decisions.
One particularly difficult case was the Shoreham plant
on Long Island Sound, New York. By 1987 the owner had spent $5.5 billion on bricks, mortar, fuel rods, and interest, but the operating license had not been granted. From an economic point of view, the $5.5 billion of past investments should not be weighed in decision-making processes.
The bygones principle would state that the $5.5 billion of past cost is irrelevant. From an economic point of view, the only relevant issue concerns future costs and benefits – that is, the economic benefits of the electricity that Shoreham would produce.
The key to observe in making this calculation is that the sunk cost of $5.5 billion is irrelevant to future costs and benefits. Studies indicated that, if the $5.5 billion were ignored, the future costs of the nuclear power plant would be slightly less than the next-best alternative, even though the total cost was far higher than the alternative. A purely economic analysis would conclude that the most efficient outcome would be to finish the construction and open the Shoreham plant. However, citing many reasons, including the sunk costs, the plant was closed by protests in 1989 without generating any commercial electrical power.
Economics
Economics is the social science that analyzes the production, distribution, and consumption of goods and services. The term economics comes from the Ancient Greek from + , hence "rules of the house"...
and business decision-making, sunk costs are retrospective (past) cost
Cost
In production, research, retail, and accounting, a cost is the value of money that has been used up to produce something, and hence is not available for use anymore. In business, the cost may be one of acquisition, in which case the amount of money expended to acquire it is counted as cost. In this...
s that have already been incurred and cannot be recovered. Sunk costs are sometimes contrasted with prospective costs, which are future costs that may be incurred or changed if an action is taken. Both retrospective and prospective costs may be either fixed (that is, they are not dependent on the volume of economic activity, however measured) or variable (dependent on volume).
In traditional microeconomic theory, only prospective (future) costs are relevant to an investment decision. Traditional economics proposes that an economic actor not let sunk costs influence one's decisions, because doing so would not be rationally assessing a decision exclusively on its own merits. The decision-maker may make rational decisions according to their own incentives; these incentives may dictate different decisions than would be dictated by efficiency or profitability, and this is considered an incentive problem and distinct from a sunk cost problem.
Evidence from behavioral economics suggests this theory fails to predict real-world behavior. Sunk costs greatly affect actors' decisions, because many humans are loss-averse
Loss aversion
In economics and decision theory, loss aversion refers to people's tendency to strongly prefer avoiding losses to acquiring gains. Some studies suggest that losses are twice as powerful, psychologically, as gains....
and thus normally act irrationally when making economic decisions.
Sunk costs should not affect the rational decision-maker's best choice. However, until a decision-maker irreversibly commits resources, the prospective cost is an avoidable future cost
Relevant cost
A relevant cost is a cost that differs between alternatives being considered. It is often important for businesses to distinguish between relevant and irrelevant costs when analyzing alternatives because erroneously considering irrelevant costs can lead to unsound business decisions...
and is properly included in any decision-making processes. For example, if one is considering preordering movie tickets, but has not actually purchased them yet, the cost remains avoidable. If the price of the tickets rises to an amount that requires him to pay more than the value he places on them, he should figure the change in prospective cost into the decision-making and re-evaluate his decision.
Description
The sunk cost is distinct from economic loss. For example, when a car is purchased, it can subsequently be resold; however, it will probably not be resold for the original purchase price. The economic loss is the difference (including transaction costs). The sum originally paid should not affect any rational future decision-making about the car, regardless of the resale value: if the owner can derive more value from selling the car than not selling it, then it should be sold, regardless of the price paid. In this sense, the sunk cost is not a precise quantity, but an economic term for a sum paid, in the past, which is no longer relevant to decisions about the future; it may be used inconsistently in quantitative terms as the original cost or the expected economic loss. It may also be used as shorthand for an error in analysis due to the sunk cost fallacy, irrational decision-making or, most simply, as irrelevant data.Economist
Economist
An economist is a professional in the social science discipline of economics. The individual may also study, develop, and apply theories and concepts from economics and write about economic policy...
s argue that sunk costs are not taken into account when making rational
Rationality
In philosophy, rationality is the exercise of reason. It is the manner in which people derive conclusions when considering things deliberately. It also refers to the conformity of one's beliefs with one's reasons for belief, or with one's actions with one's reasons for action...
decisions. In the case of a movie ticket that has already been purchased, the ticket-buyer can choose between the following two end results if he realizes that he doesn't like the movie:
- Having paid the price of the ticket and having suffered watching a movie that he does not want to see, or;
- Having paid the price of the ticket and having used the time to do something more fun.
In either case, the ticket-buyer has paid the price of the ticket so that part of the decision no longer affects the future. If the ticket-buyer regrets buying the ticket, the current decision should be based on whether he wants to see the movie at all, regardless of the price, just as if he were to go to a free movie. The economist will suggest that, since the second option involves suffering in only one way (spent money), while the first involves suffering in two (spent money plus wasted time), option two is obviously preferable.
Sunk costs may cause cost overrun
Cost overrun
A cost overrun, also known as a cost increase or budget overrun, is an unexpected cost incurred in excess of a budgeted amount due to an under-estimation of the actual cost during budgeting...
. In business, an example of sunk costs may be investment into a factory or research that now has a lower value or no value whatsoever. For example, $20 million has been spent on building a power plant; the value at present is zero because it is incomplete (and no sale or recovery is feasible). The plant can be completed for an additional $10 million, or abandoned and a different but equally valuable facility built for $5 million. It should be obvious that abandonment and construction of the alternative facility is the more rational decision, even though it represents a total loss of the original expenditure—the original sum invested is a sunk cost. If decision-makers are irrational or have the wrong incentives, the completion of the project may be chosen. For example, politicians or managers may have more incentive to avoid the appearance of a total loss. In practice, there is considerable ambiguity and uncertainty in such cases, and decisions may in retrospect appear irrational that were, at the time, reasonable to the economic actors involved and in the context of their own incentives.
Behavioral economics recognizes that sunk costs often affect economic decisions due to loss aversion: the price paid becomes a benchmark for the value, whereas the price paid should be irrelevant. This is considered irrational behavior (as rationality is defined by classical economics
Classical economics
Classical economics is widely regarded as the first modern school of economic thought. Its major developers include Adam Smith, Jean-Baptiste Say, David Ricardo, Thomas Malthus and John Stuart Mill....
). Economic experiments have shown that the sunk cost fallacy and loss aversion are common; hence economic rationality—as assumed by much of economics—is limited. This has enormous implications for finance
Finance
"Finance" is often defined simply as the management of money or “funds” management Modern finance, however, is a family of business activity that includes the origination, marketing, and management of cash and money surrogates through a variety of capital accounts, instruments, and markets created...
, economics, and securities markets in particular. Daniel Kahneman
Daniel Kahneman
Daniel Kahneman is an Israeli-American psychologist and Nobel laureate. He is notable for his work on the psychology of judgment and decision-making, behavioral economics and hedonic psychology....
won the Nobel Prize in Economics in part for his extensive work in this area with his collaborator, Amos Tversky
Amos Tversky
Amos Nathan Tversky, was a cognitive and mathematical psychologist, a pioneer of cognitive science, a longtime collaborator of Daniel Kahneman, and a key figure in the discovery of systematic human cognitive bias and handling of risk. Much of his early work concerned the foundations of measurement...
.
Features characterizing the sunk cost heuristic
Two specific features characterizing the sunk cost heuristic worth mentioning are:- An overly optimistic probability bias, whereby after an investment the evaluation of one's investment-reaping dividends is increased.
- The requisite of personal responsibility. Sunk cost appears to operate chiefly in those who feel personal responsibility for the investments that are to be viewed as sunk.
Overly optimistic probability bias
In 1968 Knox and Inkster, in what is perhaps the classic sunk cost experiment, approached 141 horse bettorsGambling
Gambling is the wagering of money or something of material value on an event with an uncertain outcome with the primary intent of winning additional money and/or material goods...
: 72 of the people had just finished placing a $2.00 bet within the past 30 seconds, and 69 people were about to place a $2.00 bet in the next 30 seconds. Their hypothesis was that people who had just committed themselves to a course of action (betting $2.00) would reduce post-decision dissonance
Cognitive dissonance
Cognitive dissonance is a discomfort caused by holding conflicting ideas simultaneously. The theory of cognitive dissonance proposes that people have a motivational drive to reduce dissonance. They do this by changing their attitudes, beliefs, and actions. Dissonance is also reduced by justifying,...
by believing more strongly than ever that they had picked a winner. Knox and Inkster asked the bettors to rate their horse's chances of winning on a 7-point scale. What they found was that people who were about to place a bet rated the chance that their horse would win at an average of 3.48 which corresponded to a "fair chance of winning" whereas people who had just finished betting gave an average rating of 4.81 which corresponded to a "good chance of winning". Their hypothesis was confirmed: after making a $2.00 commitment, people became more confident their bet would pay off. Knox and Inkster performed an ancillary test on the patrons of the horses themselves and managed (after normalization) to repeat their finding almost identically.
Additional evidence of inflated probability estimations can be found in Arkes and Blumer (1985) and Arkes & Hutzel (2000).
Requisite of personal responsibility
In a study of 96 business students in 1976 Staw and Fox gave the subjects a choice between making an R&D investment in either an underperforming company department, or in other sections of the hypothetical company. Staw and Fox divided the participants into two groups; a low responsibility condition and a high responsibility condition. In the high responsibility condition the participants were told that they as manager had made an earlier, disappointing R&D investment. In the low responsibility condition, subjects were told that a former manager had made a previous R&D investment in the underperforming division and were given the same profit data as the other group. In both cases subjects were then asked to make a new $20 million investment. There was a significant interaction between assumed responsibility and average investment, with the high responsibility condition averaging $12.97 million and the low condition averaging $9.43 million.Similar results have been obtained in earlier studies by Staw (1974, 1976) and by Arkes and Blumer (1985) and Whyte (1986).
Loss aversion and the sunk cost fallacy
Many people have strong misgivings about "wasting" resources (loss aversion). In the above example involving a non-refundable movie ticket, many people, for example, would feel obliged to go to the movie despite not really wanting to, because doing otherwise would be wasting the ticket price; they feel they've passed the point of no returnPoint of no return
The point of no return is the point beyond which one must continue on his or her current course of action because turning back is physically impossible, prohibitively expensive or dangerous. It is also used when the distance or effort required to get back would be greater than the remainder of the...
. This is sometimes referred to as the sunk cost fallacy
Fallacy
In logic and rhetoric, a fallacy is usually an incorrect argumentation in reasoning resulting in a misconception or presumption. By accident or design, fallacies may exploit emotional triggers in the listener or interlocutor , or take advantage of social relationships between people...
. Economists would label this behavior "irrational": it is inefficient because it misallocates resources by depending on information that is irrelevant to the decision being made. Colloquially, this is known as "throwing good money after bad".
This line of thinking, in turn, may reflect a non-standard measure of utility
Utility
In economics, utility is a measure of customer satisfaction, referring to the total satisfaction received by a consumer from consuming a good or service....
, which is ultimately subjective and unique to the consumer. A ticket-buyer who purchases a ticket to a bad movie in advance makes a semi-public commitment to watching it. To leave early is to make this lapse of judgment manifest to strangers, an appearance he might otherwise choose to avoid. Alternatively, he may take pride in having recognized the opportunity cost
Opportunity cost
Opportunity cost is the cost of any activity measured in terms of the value of the best alternative that is not chosen . It is the sacrifice related to the second best choice available to someone, or group, who has picked among several mutually exclusive choices. The opportunity cost is also the...
of the alternative use of time.
The idea of sunk costs is often employed when analyzing business decisions. A common example of a sunk cost for a business is the promotion
Promotion (marketing)
Promotion is one of the four elements of marketing mix . It is the communication link between sellers and buyers for the purpose of influencing, informing, or persuading a potential buyer's purchasing decision....
of a brand name. This type of marketing
Marketing
Marketing is the process used to determine what products or services may be of interest to customers, and the strategy to use in sales, communications and business development. It generates the strategy that underlies sales techniques, business communication, and business developments...
incurs costs that cannot normally be recovered. It is not typically possible to later "demote" one's brand names in exchange for cash. A second example is R&D costs. Once spent, such costs are sunk and should have no effect on future pricing decisions. So a pharmaceutical company’s attempt to justify high prices because of the need to recoup R&D expenses is fallacious. The company will charge market prices whether R&D had cost one dollar or one million dollars. However, R&D costs, and the ability to recoup those costs, are a factor in deciding whether to spend the money on R&D.
The sunk cost fallacy is in game theory sometimes known as the "Concorde Fallacy", referring to the fact that the British and French governments continued to fund the joint development of Concorde
Concorde
Aérospatiale-BAC Concorde was a turbojet-powered supersonic passenger airliner, a supersonic transport . It was a product of an Anglo-French government treaty, combining the manufacturing efforts of Aérospatiale and the British Aircraft Corporation...
even after it became apparent that there was no longer an economic case for the aircraft. The project was regarded privately by the British government as a "commercial disaster" which should never have been started, and was almost cancelled, but political and legal issues had ultimately made it impossible for either government to pull out.
Sunk cost dilemma
The economic approach that sunk costs should not be considered when decisions are being made can lead to a situation where the sum of a number of good decisions can lead to one big disaster. This dilemmaDilemma
A dilemma |proposition]]") is a problem offering two possibilities, neither of which is practically acceptable. One in this position has been traditionally described as "being on the horns of a dilemma", neither horn being comfortable...
situation can be described using a game theory
Game theory
Game theory is a mathematical method for analyzing calculated circumstances, such as in games, where a person’s success is based upon the choices of others...
approach for 1-player games.
The sunk cost dilemma
Sunk cost dilemma
A sunk cost dilemma is a dilemma of having to choose between continuing a project of uncertain prospects already involving considerable sunk costs, or discontinuing the project...
with its sequence of good decisions should not be confused with the sunk cost fallacy, where a misconception of sunk costs can lead to bad decisions.
Bygones principle
The bygones principle is an economic theory used in business. Economists stress the "extra" or "marginal" costs and benefits of every decision. The theory emphasizes the importance of ignoring past costs and only taking into account the future costs and benefits when making decisions. It states that when making a decision, one should make a hard-headed calculation of the extra costs one will incur and weigh these against its extra advantages.Example
An important example of this is related to nuclear power. In the late 1980s, about two dozen partially complete nuclear power plants dotted the USA's landscape. Some had already absorbed billions of dollars of investment but were not yet ready to operate.One particularly difficult case was the Shoreham plant
Shoreham Nuclear Power Plant
The Shoreham Nuclear Power Plant was a completed General Electric nuclear boiling water reactor located adjacent to the Wading River in East Shoreham, New York...
on Long Island Sound, New York. By 1987 the owner had spent $5.5 billion on bricks, mortar, fuel rods, and interest, but the operating license had not been granted. From an economic point of view, the $5.5 billion of past investments should not be weighed in decision-making processes.
The bygones principle would state that the $5.5 billion of past cost is irrelevant. From an economic point of view, the only relevant issue concerns future costs and benefits – that is, the economic benefits of the electricity that Shoreham would produce.
The key to observe in making this calculation is that the sunk cost of $5.5 billion is irrelevant to future costs and benefits. Studies indicated that, if the $5.5 billion were ignored, the future costs of the nuclear power plant would be slightly less than the next-best alternative, even though the total cost was far higher than the alternative. A purely economic analysis would conclude that the most efficient outcome would be to finish the construction and open the Shoreham plant. However, citing many reasons, including the sunk costs, the plant was closed by protests in 1989 without generating any commercial electrical power.
See also
- Disposition effectDisposition effectThe disposition effect is an anomaly discovered in behavioral finance. It relates to the tendency of investors to sell shares whose price has increased, while keeping assets that have dropped in value...
vs. endowment effectEndowment effectIn behavioral economics, the endowment effect is a hypothesis that people value a good or service more once their property right to it has been established. In other words, people place a higher value on objects they own than objects that they do not... - CommitmentCommitmentCommitment may refer to:*Promise, or personal commitment*Contract, a legally binding exchange of promises*Brand commitment*Involuntary commitment, the use of legal means or forms to commit a person to a mental hospital, insane asylum or psychiatric ward...
- Cost overrunCost overrunA cost overrun, also known as a cost increase or budget overrun, is an unexpected cost incurred in excess of a budgeted amount due to an under-estimation of the actual cost during budgeting...
- Foot in the door
- Gambler's fallacyGambler's fallacyThe Gambler's fallacy, also known as the Monte Carlo fallacy , and also referred to as the fallacy of the maturity of chances, is the belief that if deviations from expected behaviour are observed in repeated independent trials of some random process, future deviations in the opposite direction are...
- Irrational escalation
- Commitment bias
- Prospect theoryProspect theoryProspect theory is a theory that describes decisions between alternatives that involve risk i.e. where the probabilities of outcomes are known. The model is descriptive: it tries to model real-life choices, rather than optimal decisions.-Model:...
- Psychology of previous investmentPsychology of previous investmentThe psychology of previous investment is a term coined by James Howard Kunstler for the sunk costs of the modern urban/suburban lifestyle. It is the reluctance to abandon technologies and standards of urban infrastructure into which humans have already made substantial investments, and is seen as...
- Sunk cost dilemmaSunk cost dilemmaA sunk cost dilemma is a dilemma of having to choose between continuing a project of uncertain prospects already involving considerable sunk costs, or discontinuing the project...
- Shoreham Nuclear Power PlantShoreham Nuclear Power PlantThe Shoreham Nuclear Power Plant was a completed General Electric nuclear boiling water reactor located adjacent to the Wading River in East Shoreham, New York...
- Forsyth Barr Stadium
Further reading
- Varian, Hal R.Hal VarianHal Ronald Varian is an economist specializing in microeconomics and information economics. He is the Chief Economist at Google and he holds the title of emeritus professor at the University of California, Berkeley where he was founding dean of the School of Information...
Intermediate Microeconomics: A Modern Approach. Fifth Ed. New York, 1999. ISBN 0-393-97830-3 - N. Gregory Mankiw, Principles of Economics, Third Ed. (International Student Edition) page 297. ISBN 0-324-20309-8
- Schaub, Harald (1997) "Sunk Costs, Rationalität und ökonomische Theorie". Schäffer Poeschel, Stuttgart 1997. ISBN 3-7910-1244-4
- Sutton, J. Sunk Costs and Market Structure. The MIT Press, Cambridge, Massachusetts, 1991. ISBN 0-262-19305-1
- Klein, G. and Bauman, Y. The Cartoon Introduction to Economics Volume One: Microeconomics Hill and Wang 2010 ISBN 978-0-8090-9481-3..
- Bernheim, D. and Whinston, M. "Microeconomics". McGraw-Hill Irwin, New York, NY, 2008. ISBN 978-0-07-290027-9.
- Bade, Robin; and Michael Parkin. Foundations of Microeconomics. Addison Wesley Paperback 1st Edition: 2001.
- Samuelson, Paul; and Nordhaus, William. Economics. McGraw-Hill International Editions: 1989.