The Intricacies of Probability: A Strong Case for Murphy’s Law and Decentralized Governance

Alex Figueroa
3 min readOct 23, 2023

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Introduction

When we think about the complexities of governance and societal systems, it’s not often that we turn to mathematics for insights. However, the discipline of probability offers a compelling lens through which to scrutinize the inherent vulnerabilities of centralized systems. This article aims to present a robust case for decentralized governance by leveraging the principles of probability, while addressing mathematical nuances and potential counterarguments.

The Dice Analogy: A Mathematical Perspective

Consider a hundred-faced die, where the objective is to roll and land on the face numbered 69. At first glance, the odds seem straightforward: a 1% chance of success and a 99% chance of failure on the initial roll.

When rolled a second time, the odds of not landing on 69 on both attempts is \(0.99 \times 0.99 = 0.9801\) or 98.01%. If the die is rolled a third time, the probability of three consecutive failures is \(0.99³\), which calculates to approximately 97.03%. As you continue to roll the die, the probability of never hitting 69 reduces, approaching zero in an infinite series of trials.

Murphy’s Law: Embracing Inevitability

This brings us to an oft-quoted adage, Murphy’s Law: “Anything that can go wrong, will go wrong,” particularly given enough opportunities. While Murphy’s Law is more of a philosophical axiom than a scientific principle, it finds a natural ally in probability theory. If the likelihood of an adverse event, such as corruption in a centralized system, is greater than zero, then given enough time, the system is almost guaranteed to experience this event.

Vulnerabilities in Centralized Systems

Centralized governance systems, despite their structural efficiencies, have a significant flaw: they are susceptible to systemic corruption or failure. The concentration of power in a single entity makes it a high-value target for corrupt practices. While it’s true that safeguards and checks are often put in place to mitigate corruption, these measures can only reduce the likelihood; they can’t entirely eliminate it. This probability, although perhaps small initially, compounds over time, making eventual corruption or failure almost certain.

The Promise of Decentralized Governance

This mathematical inevitability provides a strong argument for decentralized systems. In a decentralized framework, power and decision-making are distributed across multiple nodes or agents, making the system inherently more resilient. Unlike centralized systems, where a single point of failure can lead to systemic collapse, decentralized systems contain and isolate failures more effectively.

That said, it’s important to acknowledge that decentralized systems aren’t without their challenges. They can sometimes be slower in decision-making and can also suffer from localized failures. However, the probability of the entire system succumbing to corruption or failure is significantly lower compared to centralized models.

The Human Element and Other Factors

While the principles of probability offer a robust foundation for this argument, it’s essential to note that real-world governance also involves variables like human behavior, cultural factors, and external influences, which aren’t easily quantifiable. However, even when these elements are considered, the core argument remains: decentralization offers a statistically more resilient alternative to centralized governance.

Conclusion

By taking a deep dive into the principles of probability, we uncover compelling reasons to reconsider our traditional notions of governance. Centralized systems, while efficient, carry with them an almost certain probability of eventual failure or corruption. Decentralized systems, by their very nature, offer a more resilient and robust alternative. As society grapples with increasing complexity and interconnectedness, the case for decentralized governance becomes not just compelling but imperative. And so, the next time you find yourself contemplating the future of societal structures, remember that sometimes, the roll of a die can offer more wisdom than you might think.

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Alex Figueroa
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A software developer looking at the future through the lens of AI and automation.