少点错误 10月09日 12:10
预测市场:信息分发、知识变现与社会影响
index_new5.html
../../../zaker_core/zaker_tpl_static/wap/tpl_guoji1.html

 

文章探讨了预测市场作为信息分发机制的核心作用,并阐述了其如何使知识得以变现。预测市场通过汇聚个体知识,为各种不确定事件提供实时概率,从而让信息优势者获利。文章还讨论了预测市场可能带来的双重外部性,包括提升市场透明度以及信息不对称者的观点表达。此外,作者分析了预测市场对人类行为的潜在影响,特别是量化不确定性可能改变的决策方式,并提出了利用预测市场进行政策制定的“Futarchy”概念,最终展望了一个由预测市场驱动的、高度量化和概率化的社会。

📊 **信息分发与知识变现的新范式:** 预测市场本质上是信息分发系统,互联网打破了信息壁垒,使得任何人都能在特定领域成为专家。预测市场在此基础上,允许个体将这些知识转化为可交易的资产,通过对不确定事件结果的预测来获利。从历史上的博弈到现代的体育和金融市场,预测市场一直存在,而如今,它们能够为几乎任何可想象的事件提供实时概率,成为一种强大的工具。

💡 **市场定价与信息优势的互动:** 预测市场通过汇聚不同个体的认知,形成对事件发生概率的共识。它本质上是将“信息不对称”转化为“信息优势”。文章指出,在股票市场等传统市场中,理解市场本身就能带来优势;而在预测市场中,任何领域内的深入知识都能转化为优势。这使得拥有特定领域知识的人能够更安全、更直接地表达其观点,而不受其他变量的干扰,从而实现知识的有效变现。

⚖️ **双重外部性与社会影响:** 预测市场的普及带来了复杂的外部性。一方面,通过提高透明度,可以减少因信息不对称引起市场操纵。另一方面,信息优势者可以直接在预测市场中表达其判断,这有助于更准确地反映事件的真实概率。尽管存在道德争议,但作者认为,拥有不对称信息的人实际上在为市场建立正确的概率,这种机制使得市场从单纯的赌博转变为对真实概率的反映。整体而言,作者认为广泛使用预测市场将带来净积极的外部性,因为高效数据带来了诸多益处。

🧠 **行为改变与“Futarchy”治理:** 实时可获得的概率会深刻改变人类行为。通过量化不确定性,人们可以更有效地做出决策,例如根据天气预测调整出行计划。然而,这也可能引发“反射性”问题,即市场概率的变化反过来影响了被测量的行为。文章还提出了“Futarchy”的概念,即政府和企业可以利用预测市场来辅助政策制定,通过市场对未来结果的预测来选择最优政策,因为市场在预测方面可能优于专家。最终,文章描绘了一个高度量化、不确定性被最小化的“概率社会”。

Published on October 9, 2025 4:08 AM GMT

Prediction markets are everywhere.

Information Distribution Systems

At the core they are information distribution mechanisms. The internet enables anyone to become an expert in any subject, and prediction markets enable humans to profit off of that knowledge. There are markets for everything; weather, elections, sports, film releases dates. An infinite number of market types exist because anything you can think of inherently has a probabilistic chance of occurring.

Prediction markets aren’t new. For as long as humans have been around, we have speculated on uncertain outcomes.

During the Roman Republic people predicted the outcomes of gladiator games and chariot races. In the early renaissance, predictions were placed on the outcomes of royal successions, papal elections, and wars. Even in the 21st century fantasy football is a form of predicting which players will be successful.

Prediction markets are a central hub to generate the probability of any event that has two counterparties willing to disagree on the outcome.

We are living in unprecedented times. For most major events, anyone can view the real-time odds of the outcome. This is the most powerful tool of the 21st century, and those who understand how to use them will rule the world.

Monetizing Knowledge

Markets are payments from the uninformed to the informed. In most markets, the informed are individuals who put in more effort to understanding a company then their counterparties. With prediction markets, this is no different except knowledge in any subject can put you into the informed bucket. Anyone can have an edge in anything.

Currently the outcome of every major decision is reflected within the stock market. This enables people who understand the stock market to have an edge over their counterparties (even if they do not have a specific edge on the probability of X occurring).

They can then use this information asymmetry to trade against people trying to predict the probability of X occurring. This is because people who have an edge on X are forced to trade the stock market to reflect this, and therefore expose their trades to external variables. With prediction markets, those same people will be able to trade without influence from other variables.

This idea continues to evolve into every micro-market as people who only have an edge in a certain topic are able to safely express that edge.

Externalities

Publicizing the probability of every single event imaginable has mixed externalities. On one hand, by creating transparency, there will be less manipulation in stock markets from people with asymmetric information. On the other hand, people with the asymmetric information will just display their views on the associated prediction market.

At their core, prediction markets are seeking someone with information to accurately establish the correct probability of an event occurring. So while debatedly immoral, people with asymmetric information are actually establishing the correct probability for a market. Without people who know more then others, these markets would simply be gambling and not reflect the true probability of different events.

I am of the opinion that the net externalities from widespread usage of prediction markets will be positive. There are simply too many positives that stem from highly efficient data.

Behavioral Implications

When real-time probabilities for anything are attainable, human psychology changes.

Uncertainty is a large issue in real life. This is negated if you can quantify it.

Let’s use a very simple example: weather.

Right now, weather applications are, at best, somewhat accurate. However, if these applications displayed a prediction market determining the probability of different weather events occurring, it would be a lot more accurate.

If you know with certainty you can trust the weather predictions, less mistakes relating to weather take place. You won’t make the mistake of buying Yankees tickets on a day with 48% chance of lightning occurring. Or maybe you will because sellers are pricing tickets lower, and you’re willing to take the chance of sitting through delays if it means the cost to attend is lower.

There are negatives to this. Let’s use an election as an example.

Candidate A is the strong favorite to win at ~90% probability, with the expected voting 55:45. Voting day comes, and there is a record heat wave.

Assume half of the people supporting Candidate A are monitoring the real-time odds. Then assume that because it’s 105° outside, 1/2 of the people monitoring the election decide to not vote because they assume their candidate will win in a landslide.

Suddenly, Candidate A has lost 1/4 of his vote, and Candidate B is expected to win 52:48.

The danger is reflexivity. For prediction markets to be accurate, the probabilities they display must not alter the behaviors they’re measuring. If that’s the case, probabilities are actually less accurate.

Governance

If the market is an all-knowing mind, then theoretically it is in the best interest of corporations and governments to use the market for policy making decisions.

This concept is known as futarchy: the idea that policy should be determined by what the market believes will maximize societal outcomes. The same reasons that make markets superior to experts at pricing probabilities also make them superior at forecasting which policies will function best.

The Probabilistic Society

A world run by prediction markets results in every outcome become scrutinized and quantified to determine the probability of it occurring.

This creates a probabilistic society where uncertainty is fully phased out.

No action is isolated. Everything is transactional, and has infinite downstream effects.

This is the world we are heading towards. It has a 96% probability of being the greatest era we have ever seen.


 



Discuss

Fish AI Reader

Fish AI Reader

AI辅助创作,多种专业模板,深度分析,高质量内容生成。从观点提取到深度思考,FishAI为您提供全方位的创作支持。新版本引入自定义参数,让您的创作更加个性化和精准。

FishAI

FishAI

鱼阅,AI 时代的下一个智能信息助手,助你摆脱信息焦虑

联系邮箱 441953276@qq.com

相关标签

预测市场 信息分发 知识变现 概率 Futarchy Prediction Markets Information Distribution Knowledge Monetization Probability Futarchy
相关文章