The world of finance is evolving at an unprecedented pace, and at the heart of this transformation lies cryptocurrency. What began as a fringe digital experiment has matured into a global financial force, reshaping how individuals and institutions view money, investment, and economic control. At Missouri S&T, Dr. David Enke — interim associate dean of the Kummer College and Curators’ Distinguished Teaching Professor in Engineering Management and Systems Engineering — is at the forefront of researching how artificial intelligence (AI) can be used to forecast cryptocurrency behavior, particularly Bitcoin.
Through his work in the Laboratory for Investment and Financial Engineering (LIFE), Dr. Enke explores how blockchain data and machine learning models can unlock deeper insights into market dynamics. In this in-depth Q&A, we dive into the fundamentals of cryptocurrencies, their economic impact, regulatory landscape, and how AI is revolutionizing financial forecasting.
Understanding Cryptocurrencies and Blockchain Technology
At its core, a cryptocurrency is a digital or virtual currency secured by cryptography. Unlike traditional fiat currencies such as the U.S. dollar — which are issued and regulated by governments — most cryptocurrencies operate on decentralized networks based on blockchain technology.
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A blockchain is a distributed digital ledger that records transactions across many computers in a way that prevents tampering. Each block contains a list of transactions, and once verified, it’s linked to the previous block, forming a secure chain. This structure ensures transparency, immutability, and resistance to fraud — making double-spending nearly impossible.
Because no single entity controls the blockchain, cryptocurrencies like Bitcoin offer users greater autonomy over their financial assets without relying on banks or intermediaries.
Why Bitcoin Stands Out Among Cryptocurrencies
While thousands of cryptocurrencies exist, Bitcoin remains the most influential. Designed as an alternative to centralized monetary systems, Bitcoin functions both as a store of value and a medium of exchange. Many investors compare it to “digital gold” due to its scarcity and durability.
Unlike fiat currencies that can be printed indefinitely — often leading to inflation — Bitcoin has a hard cap: only 21 million Bitcoins will ever exist. As of now, over 19.8 million are already in circulation, making new supply increasingly rare. This scarcity enhances its appeal as a hedge against inflation, especially in economies suffering from currency instability.
Other major cryptocurrencies like Ethereum and Solana prioritize functionality — enabling smart contracts and faster transactions — but often sacrifice some degree of decentralization and long-term value retention. Bitcoin, by contrast, prioritizes security and scarcity above speed or programmability.
Bitcoin’s Role in Modern Investing and the Global Economy
Bitcoin has emerged as a compelling asset class, particularly with the approval of Bitcoin Exchange-Traded Funds (ETFs). These financial instruments allow traditional investors to gain exposure to Bitcoin without directly holding it, integrating crypto into mainstream portfolios alongside stocks, bonds, and real estate.
Historically, Bitcoin has outperformed nearly all other asset classes in 11 of the last 14 years. However, its high volatility means it can also be the worst-performing asset during downturns. This duality underscores the importance of viewing Bitcoin not as a replacement for traditional investments, but as a component of a diversified portfolio.
For the unbanked or underbanked populations worldwide, Bitcoin offers financial inclusion. Cross-border transactions can be completed quickly and at lower costs compared to traditional remittance services, bypassing intermediaries like banks.
Notably, some nations and corporations are exploring Bitcoin as a reserve asset, signaling growing institutional confidence. Even the U.S. government has reportedly established a Strategic Bitcoin Reserve, further legitimizing its role in national finance.
The Future Economic Impact of Cryptocurrencies
Beyond currency, cryptocurrencies are fueling the rise of decentralized finance (DeFi) — an ecosystem that enables peer-to-peer lending, borrowing, trading, and more without central authorities. Built largely on blockchain platforms, DeFi applications promise greater accessibility and transparency in financial services.
One groundbreaking innovation is the use of non-fungible tokens (NFTs). While often associated with digital art, NFTs leverage smart contracts to automate royalty payments. For example, an artist can earn a percentage every time their NFT is resold — a feature impossible in traditional art markets.
This technology could revolutionize industries beyond art: ticketing, intellectual property rights, stock trading, virtual real estate in the Metaverse, and even infrastructure management may one day run on blockchain-based systems.
How Regulators View Cryptocurrencies
Regulation remains fragmented but evolving. In the U.S., different agencies classify Bitcoin differently:
- The Commodity Futures Trading Commission (CFTC) treats Bitcoin as a commodity, similar to gold or oil.
- The Internal Revenue Service (IRS) views it as property, subject to capital gains taxes.
- The Securities and Exchange Commission (SEC) does not consider Bitcoin a security, exempting it from strict securities regulations — unlike many other tokens and initial coin offerings (ICOs).
With increasing political support for digital assets, regulatory clarity is expected to improve, potentially paving the way for broader adoption and investor protection.
Using AI to Forecast Cryptocurrency Prices
Dr. Enke’s research focuses on applying deep learning neural networks — AI models inspired by the human brain — to predict asset prices. These models analyze historical data such as price movements, trading volume, and momentum indicators to identify patterns.
However, training AI effectively requires high-quality input. The principle of “garbage in, garbage out” applies: irrelevant or noisy data can degrade prediction accuracy. That’s why advanced techniques like feature selection, combined with evolutionary algorithms and statistical models, are used to isolate the most predictive variables.
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What Makes Bitcoin Forecasting Unique?
Bitcoin offers something traditional assets don’t: on-chain data. Every transaction on the Bitcoin blockchain is publicly recorded — including sender/receiver addresses (though identities remain anonymous), transaction sizes, wallet activity, and movement between exchanges and cold storage.
This rich dataset allows researchers to track:
- Coins moving from long-dormant wallets
- Activity from large holders (“whales”)
- Supply distribution across small vs. large addresses
- Realized profit/loss metrics indicating market sentiment
By incorporating this on-chain intelligence, forecasting models achieve significantly better accuracy than those relying solely on price and volume.
Student Research and Real-World Applications
In Dr. Enke’s lab, students are pushing boundaries in financial engineering:
- Developing AI models that detect bullish or bearish patterns in price charts
- Forecasting volatility to improve risk management
- Applying machine learning to transportation infrastructure planning for the Department of Transportation
These projects highlight how AI transcends finance — offering solutions in diverse sectors where data-driven decisions matter.
Advice for Investors Navigating Crypto Markets
Dr. Enke urges caution: “Most cryptocurrencies will fail. Many are speculative ventures with little utility.” He compares buying random tokens to gambling rather than investing.
Instead, he recommends:
- Conducting thorough research before investing
- Focusing on established projects with real-world use cases
- Viewing crypto as part of a balanced portfolio, not a get-rich-quick scheme
As of early 2025, Bitcoin trades around $83,000, reflecting growing institutional interest and market maturity.
Frequently Asked Questions (FAQ)
Q: Is Bitcoin legal in the United States?
A: Yes, Bitcoin is legal and recognized as property by the IRS. It can be bought, sold, and used for transactions within regulatory guidelines.
Q: Can AI accurately predict Bitcoin prices?
A: AI improves forecasting accuracy significantly when trained on quality data — especially blockchain-derived metrics — but no model guarantees perfect predictions due to market volatility.
Q: Why is blockchain considered secure?
A: Blockchain’s decentralized nature and cryptographic hashing make it extremely difficult to alter past transactions without consensus across the network.
Q: Should I invest in Bitcoin?
A: Only after careful research and risk assessment. Consider allocating a small portion to crypto if it aligns with your overall investment strategy.
Q: What is the difference between Bitcoin and Ethereum?
A: Bitcoin focuses on being digital money and store of value; Ethereum is a platform for decentralized apps and smart contracts.
Q: How does DeFi differ from traditional finance?
A: DeFi removes intermediaries like banks, enabling open access to financial services through blockchain-based protocols.
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