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Crypto prediction markets are decentralized platforms where users can bet on the outcomes of future events using cryptocurrencies. These markets leverage crowd intelligence and have evolvedCrypto prediction markets are decentralized platforms where users can bet on the outcomes of future events using cryptocurrencies. These markets leverage crowd intelligence and have evolved
新手學院/區塊鏈百科/熱門概念/The History of Crypto Prediction Markets: From Augur to Today

The History of Crypto Prediction Markets: From Augur to Today

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Sep 21, 2026Emma Williams
8 分鐘
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Crypto prediction markets are decentralized platforms where users can bet on the outcomes of future events using cryptocurrencies. These markets leverage crowd intelligence and have evolved significantly, from early platforms like Augur to modern ones such as Polymarket and Kalshi. This evolution has been powered by blockchain technology, oracles, and the concept of futarchy, offering traders a transparent and efficient way to predict and trade on real-world outcomes.


Read: Polymarket vs. Kalshi: Crypto vs. Regulated Prediction Markets



TL;DR


  • Augur pioneered decentralized crypto prediction markets, allowing users to trade on various events using Ethereum.

  • Platforms like Polymarket and Kalshi provide centralized, regulated alternatives for trading prediction contracts, making them accessible to a wider audience.

  • Oracles are essential for providing real-time data and ensuring accuracy in decentralized prediction markets.

  • The concept of futarchy envisions governance decisions based on prediction markets, providing a unique political system.

  • Crypto prediction markets have evolved into critical tools for forecasting across diverse sectors like politics, economics, and sports.

Introduction


Prediction markets have long been a tool for forecasting outcomes based on collective intelligence. These markets, where participants buy and sell shares based on event outcomes, have grown into a dynamic sector in the world of cryptocurrency. What began with platforms like Augur has now evolved into a broad array of offerings that include both decentralized and centralized platforms, such as Polymarket and Kalshi. These platforms leverage the power of blockchain, oracles, and other technologies to facilitate secure, transparent, and real-time trading of prediction contracts. This article will explore the history of crypto prediction markets, the role of oracles, and how new concepts like futarchy are shaping the future of governance and financial markets.

For further reading on prediction markets, check out What is a Prediction Market?.


What Are Crypto Prediction Markets?


Crypto prediction markets are digital marketplaces where participants trade contracts based on the outcome of future events. These events can range from political elections to sports outcomes or even the price movements of cryptocurrencies. The idea behind prediction markets is simple: individuals buy or sell shares in a contract, where the price reflects the market's perceived probability of an event occurring.

In these markets, the price of a YES contract indicates the probability that the event will occur, and the price of a NO contract reflects the probability that it will not. The price is dynamic, fluctuating based on market sentiment, new information, and the actions of traders. For example, if there’s a 70% chance of a candidate winning an election, the YES contract might be priced at $0.70, while the NO contract would be priced at $0.30.

Platforms like Augur, Polymarket, and Kalshi have made it easier for individuals to trade in these markets using cryptocurrencies. Unlike traditional markets, these platforms are decentralized, operate globally, and use blockchain technology to ensure transparency, security, and trust in the market's integrity.

For more information about how these markets operate, you can explore our article on How Do Prediction Markets Work?.


The Rise of Augur: The First Decentralized Crypto Prediction Market


Augur, launched in 2015, is widely regarded as the first fully decentralized prediction market platform. Built on the Ethereum blockchain, Augur allows users to trade on event outcomes in a completely trustless environment. The platform is powered by oracles, which are third-party services that provide real-world data to the blockchain. In Augur’s case, oracles provide information about whether an event has occurred, allowing the platform to resolve prediction contracts automatically when the event concludes.


The key feature that sets Augur apart is its use of decentralized oracle networks. Unlike centralized prediction markets that rely on a single party to resolve contracts, Augur distributes this responsibility among the community. When an event occurs, participants (known as reporters) submit reports on the event’s outcome. If no disputes arise, the smart contract automatically resolves the market and pays out the winnings. This decentralized system ensures that no central authority controls the market, making it resistant to censorship and manipulation.





Augur’s launch marked a turning point in the development of prediction markets. By leveraging Ethereum’s blockchain, it offered a solution to the issues of transparency, security, and trust that plague traditional prediction markets. However, Augur's adoption was limited by its complexity, higher gas fees, and slower transaction speeds, especially as the Ethereum network faced congestion.


The Evolution to Centralized Platforms: Polymarket and Kalshi


While Augur’s decentralized nature set the stage for future developments, platforms like Polymarket and Kalshi have refined the prediction market experience by offering faster, more user-friendly environments with higher liquidity. These centralized platforms also differ from Augur in their approach to regulation.

Polymarket is a crypto-based platform that uses USDC for transactions and operates on the Polygon blockchain. By moving to Polygon, Polymarket benefits from lower gas fees and faster transaction speeds, addressing two major drawbacks of Ethereum-based platforms. Polymarket has attracted a diverse user base due to its streamlined interface and the ability to trade on a wide variety of events, from political predictions to cryptocurrency price movements.


For more details on Polymarket's use of blockchain technology, read How Polymarket Uses Polygon and UMA for Decentralized Resolution.


Kalshi, on the other hand, is a regulated U.S. market that is overseen by the Commodity Futures Trading Commission (CFTC). Kalshi offers event contracts that allow users to predict outcomes such as economic trends, election results, and more. What sets Kalshi apart is its compliance with U.S. financial regulations, providing a safer and more trusted environment for traders, especially those in the U.S. The platform uses USD for transactions, which makes it more accessible to U.S.-based traders compared to Polymarket, which uses USDC.

While Polymarket offers lower fees and faster execution thanks to its use of blockchain, Kalshi's regulated framework ensures greater legal protections and transparency for its users. Both platforms have pushed the boundaries of what is possible in crypto prediction markets by combining the benefits of blockchain with the stability and security of centralized operations.

To dive deeper into Kalshi’s regulatory framework and market offerings, visit our article on What is Kalshi?.


Oracles and Their Role in Crypto Prediction Markets


In both decentralized and centralized prediction markets, oracles play a crucial role in ensuring that events are resolved correctly. Oracles are external data providers that feed real-world information to blockchain networks. They ensure that smart contracts can execute automatically by verifying the outcomes of the events on which predictions are based.


To explore more on Centralized and decentralized prediction markets: Read Decentralized vs. Centralized Prediction Markets: What's the Difference?


For platforms like Augur, oracles are used to provide real-time data on the outcome of events, ensuring that contracts are settled correctly. The Optimistic Oracle used by UMA in decentralized prediction markets like Polymarket helps facilitate decentralized dispute resolution. The oracle assumes the initial outcome is correct, but if anyone challenges the decision, the community can vote on the matter, ensuring that only valid outcomes are accepted.



Oracles help prevent manipulation by decentralizing the resolution process and providing a transparent and verifiable way to settle contracts. Without oracles, decentralized prediction markets would struggle to offer reliable and timely outcomes, undermining their usefulness for traders.


The Concept of Futarchy and Its Connection to Prediction Markets


Futarchy is a concept that envisions a society where governance decisions are made based on prediction markets. Proposed by economist Robin Hanson, futarchy suggests that policies should be implemented based on which ones are predicted to lead to the best outcomes, as determined by prediction markets.


The idea behind futarchy is that governments should not make decisions based on political ideologies but rather on data-driven predictions about what will improve society. In a futarchic system, prediction markets would be used to forecast the likely outcomes of various policies. The government would then implement the policies that prediction markets show to be most likely to improve societal well-being.


While futarchy remains a theoretical concept, its principles have been explored by proponents of prediction markets who believe that these markets can provide more accurate and objective decision-making processes. As prediction markets continue to evolve, the possibility of integrating futarchy into governance remains an intriguing, albeit distant, prospect.


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FAQ

What are the benefits of using decentralized crypto prediction markets like Augur?

Decentralized markets offer greater privacy, resistance to censorship, and transparency. Augur, for example, allows users to trade without intermediaries, using blockchain technology to ensure trust in market outcomes.


How do oracles ensure accuracy in crypto prediction markets?

Oracles provide real-time data from the outside world, enabling smart contracts to settle predictions accurately based on verified events. This decentralized verification ensures that prediction markets remain tamper-proof.


How does Polymarket differ from Augur and Kalshi?


Polymarket is a centralized platform with faster transaction speeds and lower fees due to its use of Polygon. Kalshi, on the other hand, is a regulated market in the U.S. under CFTC oversight, offering a secure and legal environment for U.S. traders.


What is the potential for Futarchy in the future of governance?


Futarchy offers an innovative approach to governance, relying on prediction markets to determine the most effective policies. While still theoretical, it represents the potential for more data-driven and transparent political decision-making.


Conclusion


The evolution of crypto prediction markets, from Augur to today’s centralized platforms like Polymarket and Kalshi, highlights the growing sophistication of these markets and their ability to provide accurate predictions. With the integration of oracles and the theoretical potential of futarchy, these markets are pushing the boundaries of how we can forecast and make decisions in various sectors, from politics to economics.

As these platforms continue to evolve, they will likely become even more integrated into the global financial ecosystem, offering new opportunities for traders and potentially even shaping the future of governance.


Disclaimer:This article is for informational purposes only and does not constitute financial or investment advice. Always conduct your own research and consult with a professional financial advisor before making any financial decisions. Prediction markets carry risks, and the information provided in this article should not be construed as an endorsement or recommendation to engage in any specific investment or trading strategy. The platforms and concepts discussed are subject to change, and the risk of loss in trading is always present.


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