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Prospect Theory: Why Gamblers Make Irrational Decisions

Delve into the psychology of risk and loss aversion to understand the cognitive biases that lead to poor gambling choices.

Prospect Theory: Why Gamblers Make Irrational Decisions

Introduction

Why do gamblers chase their losses, even when the odds are stacked against them? Why do they prefer a long-shot bet with a huge potential payout over a safer bet with a more modest, but more likely, return? The answers to these questions lie not in logic or reason, but in the fascinating and often counterintuitive world of human psychology. Prospect Theory, a groundbreaking concept developed by Nobel laureate Daniel Kahneman and his colleague Amos Tversky, provides a powerful framework for understanding why we make the decisions we do, especially when it comes to risk and uncertainty.

Prospect Theory challenges the traditional economic assumption that we are all rational actors who make decisions based on maximizing our own self-interest. Instead, it shows that our choices are often influenced by a host of cognitive biases that can lead us to make irrational decisions. In the world of gambling, these biases can be particularly dangerous, leading to a cycle of poor choices and mounting losses.

The Core Concepts of Prospect Theory

Prospect Theory is built on two key concepts: the value function and the probability weighting function.

The Value Function

The value function describes how we perceive gains and losses. Unlike traditional utility theory, which assumes that we have a consistent and linear response to changes in wealth, Prospect Theory shows that our perception of value is relative to a reference point, usually our current situation. The value function has three key features:

  1. Reference Dependence: We evaluate outcomes as gains and losses relative to a reference point, rather than in terms of absolute wealth.
  2. Loss Aversion: We feel the pain of a loss much more acutely than we feel the pleasure of an equivalent gain. This is why losing $100 feels so much worse than winning $100 feels good.
  3. Diminishing Sensitivity: The difference between winning $100 and $200 feels much more significant than the difference between winning $1,000 and $1,100. The same is true for losses.

This S-shaped value function has profound implications for gambling. The fact that we are loss-averse explains why we are so reluctant to walk away from a losing streak. The pain of realizing a loss is so great that we are willing to take on more risk in the hopes of breaking even. This is the psychological trap of chasing losses.

The Probability Weighting Function

The probability weighting function describes how we perceive probabilities. We tend to overweight small probabilities and underweight large probabilities. This is why we are so drawn to long-shot bets with huge potential payouts, even when the odds are infinitesimally small. The thrill of a potential windfall is so alluring that we overestimate our chances of winning.

Here’s a table illustrating how we might perceive probabilities according to Prospect Theory:

Actual ProbabilityPerceived Probability
1%5%
10%18%
50%42%
90%79%
99%95%

This distortion of probabilities can lead to poor decision-making. We might be tempted to bet on a horse with 100-to-1 odds, even though its actual chances of winning are much lower than we perceive them to be.

How Prospect Theory Explains Irrational Gambling Behavior

Prospect Theory provides a powerful lens through which to view the often-irrational behavior of gamblers. Here are a few examples:

  • Chasing Losses: As we’ve seen, loss aversion is a powerful motivator. When we are in a losing position, we are more likely to take on more risk in the hopes of breaking even. This can lead to a dangerous cycle of escalating bets and mounting losses.
  • The “House Money” Effect: When we are in a winning position, we are more likely to take on more risk. This is because we perceive our winnings as “house money” and are less risk-averse with it. This can lead to reckless betting and the erosion of our profits.
  • The Allure of the Long Shot: The probability weighting function explains why we are so drawn to long-shot bets. The possibility of a life-changing win is so enticing that we are willing to overlook the extremely low probability of it actually happening.

Conclusion

Prospect Theory is a powerful tool for understanding the psychology of gambling. It shows that our decisions are not always rational and that we are susceptible to a host of cognitive biases that can lead us astray. By understanding these biases, we can become more aware of our own decision-making processes and make more informed choices at the betting window. The key is to recognize that our feelings about risk and reward are not always a reliable guide. By learning to think more like a rational actor and less like a typical human, we can improve our chances of success in the long run.

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Expected Value + Kelly Criterion + Monte Carlo — the same math from MIT and Bell Labs.