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Expected Value

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Game Theory

Definition

Expected value is a concept in probability that calculates the average outcome of a random event, taking into account all possible outcomes and their probabilities. This measure is crucial in understanding risk attitudes and decision-making under uncertainty, as it helps individuals weigh the potential benefits and losses of different choices. In scenarios involving expected utility theory, expected value serves as a foundational element for evaluating risky prospects, guiding rational behavior by focusing on maximizing anticipated returns.

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5 Must Know Facts For Your Next Test

  1. The expected value is calculated by multiplying each possible outcome by its probability and summing these products.
  2. In decision-making scenarios, individuals often use expected value to compare the attractiveness of different options, especially when faced with uncertainty.
  3. The expected value can be negative if the potential losses outweigh the potential gains, indicating that a particular choice might not be wise.
  4. In many cases, people do not act purely based on expected value due to psychological factors like risk aversion or overconfidence.
  5. Expected value plays a critical role in gambling and insurance, helping to determine fair odds and premiums based on anticipated outcomes.

Review Questions

  • How does expected value help individuals make decisions under uncertainty?
    • Expected value assists individuals in decision-making under uncertainty by providing a numerical representation of the average outcome of various choices. By calculating the expected value of different options, people can compare potential returns against associated risks. This analytical approach enables individuals to make more informed choices that align with their risk preferences and financial goals.
  • Discuss the implications of expected value in understanding risk attitudes and how it relates to utility theory.
    • Expected value is fundamental in understanding risk attitudes because it quantifies potential outcomes associated with risky decisions. It connects closely with utility theory, where individuals are thought to choose options that maximize their expected utility rather than just their expected monetary value. As a result, an individual's risk aversion or preference for risk can significantly influence their decision-making process, often leading them to select alternatives that may yield lower expected values but higher perceived satisfaction.
  • Evaluate how the concept of expected value can sometimes lead to irrational decision-making despite its mathematical basis.
    • Despite its mathematical foundation, expected value can lead to irrational decision-making because people often interpret risks and probabilities differently than suggested by calculations. Cognitive biases, such as overestimating small probabilities or underestimating large losses, can skew perceptions of what constitutes a favorable choice. Furthermore, emotional factors like fear or excitement can drive individuals away from options with high expected values but significant risks. Consequently, this disconnect between mathematical reasoning and human behavior highlights the complexity of decision-making in uncertain situations.

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