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Superrationality

Superrationality is a science topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand Superrationality rather than just read about it. In short: In economics and game theory, a participant has superrationality (or renormalized rationality) if the participant is perfectly rational (maximizes utility) but assumes that all other participants are also superrational, and that any superrational participant will always come up with the same strategy as any other superrational participant when facing the same problem. Applying this definition, a superrational player…

Key takeaways

  • Superrationality belongs to science; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect Superrationality to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of Superrationality from memory before moving on to harder problems.

Reference excerpt

In economics and game theory, a participant has superrationality (or renormalized rationality) if the participant is perfectly rational (maximizes utility) but assumes that all other participants are also superrational, and that any superrational participant will always come up with the same strategy as any other superrational participant when facing the same problem. Applying this definition, a superrational player in a two player prisoner's dilemma will cooperate while a rationally self-interested player would defect. This decision rule is not a mainstream model in game theory and was suggested by Douglas Hofstadter in his article, series, and book Metamagical Themas as an alternative type of rational decision making different from the widely accepted game-theoretic one. Hofstadter provided this definition: "Superrational thinkers, by recursive definition, include in their calculations the fact that they are in a group of superrational thinkers." Unlike the supposed "reciprocating human", the superrational thinker will not always play the equilibrium that maximizes the total social utility and is thus not a philanthropist.

Prisoner's dilemma The idea of superrationality is that two logical thinkers analyzing the same problem will think of the same correct answer. For example, if two people are both good at math and both have been given the same complicated problem to do, both will get the same right answer. In math, knowing that the two answers are going to be the same doesn't change the value of the problem, but in game theory, knowing that the answer will be the same might change the answer itself. The prisoner's dilemma is usually framed in terms of jail sentences for criminals, but it can be stated equally well with cash prizes instead. Two players are each given the choice to cooperate (C) or to defect (D). The players choose without knowing what the other is going to do. If both cooperate, each will get $100. If they both defect, they each get $1. If one cooperates and the other defects, then the defecting player gets $150, while the cooperating player gets nothing. The four outcomes and the payoff to each player are listed below.

One valid way for the players to reason is as follows:

Assuming the other player defects, if I cooperate I get nothing and if I defect I get a dollar. Assuming the other player cooperates, I get $100 if I cooperate and $150 if I defect. So whatever the other player does, my payoff is increased by defecting, if only by one dollar. The conclusion is that the rational thing to do is to defect. This type of reasoning defines game-theoretic rationality and two game-theoretic rational players playing this game both defect and receive a dollar each. Superrationality is an alternative method of reasoning. First, it is assumed that the answer to a symmetric problem will be the same for all the superrational players. Thus the sameness is taken into account before knowing what the strategy will be. The strategy is found by maximizing the payoff to each player, assuming that they all use the same strategy. Since the superrational player knows that the other superrational player will do the same thing, whatever that might be, there are only two choices for two superrational players. Both will cooperate or both will defect depending on the value of the superrational answer. Thus the two superrational players will both cooperate since this answer maximizes their payoff. Two superrational players playing this game will each walk away with $100. A superrational player playing against a game-theoretic rational player will defect, since the strategy only assumes that the superrational players will agree. Although standard game theory assumes common knowledge of rationality, it does so in a different way. The game-theoretic analysis maximizes payoffs by allowing each player to change strategies independently of the others, even though in the end, it assumes that the answer in a symmetric game will be the same for all. This is the definition of a game-theoretic Nash equilibrium, which defines a stable strategy as one where no player can improve the payoffs by unilaterally changing course. The superrational equilibrium in a symmetric game is one where all the players' strategies are forced to be the same before the maximization step. (Although there is no agreed-upon extension of the concept of superrationality to asymmetric games, see § Asymmetric games for more.) Some argue that superrationality implies a kind of magical thinking in which each player supposes that their decision to cooperate will cause the other player to cooperate, even though there is no communication. Hofstadter points out that the concept of "choice" doesn't apply when the player's goal is to figure something out, and that the decision does not cause the other player to cooperate, but rather the same logic leads to the same answer independent of communication or cause and effect. This debate is over whether it is reasonable for human beings to act in a superrational manner, not over what superrationality means, and is similar to arguments about whether it is reasonable for humans to act in a 'rational' manner, as described by game theory (wherein they can figure out what other players will or have done by asking themselves, what would I do if I was them, and applying backward induction and iterated elimination of dominated strategies).

Probabilistic strategies For simplicity, the foregoing account of superrationality ignored mixed strategies: the possibility that the best choice could be to flip a coin, or more generally to choose different outcomes with some probability. In the prisoner's dilemma, it is superrational to cooperate with probability 1 even when mixed strategies are admitted, because the average payoff when one player cooperates and the other defects are the same as when both cooperate and so defecting increases the risk of both defecting, which decreases the expected payout. But in some cases, the superrational strategy is mixed. For example, if the payoffs in are as follows:

… excerpt ends here. Continue reading the full article.

Worked examples

Example 1 — a first encounter with Superrationality

Start with the simplest possible case. Write down what Superrationality claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In science, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to Superrationality before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about Superrationality ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of Superrationality

In research
Superrationality appears in science research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses Superrationality in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
Superrationality is common in secondary-school and first-year university syllabi. It links to neighbouring topics Behavioral economics, Game theory, Rational choice theory, so understanding it makes those chapters shorter.
In everyday life
Look for Superrationality outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.

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How to study Superrationality in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Superrationality means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain Superrationality out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Superrationality in simple terms?

In economics and game theory, a participant has superrationality (or renormalized rationality) if the participant is perfectly rational (maximizes utility) but assumes that all other participants are also superrational, and that any superrational participant will always come up with the same strate…

Why does Superrationality matter?

Because it connects several science ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study Superrationality?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on Superrationality.

Tags

  • Behavioral economics
  • Game theory
  • Rational choice theory

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