Pro lessonHow AI Predictions Work · 2/43 min read

Why crypto prices are so hard to predict

Noise, fairly efficient markets and sudden regime changes make price direction very hard to forecast, even for advanced models.

If simple patterns reliably predicted prices, everyone would use them and get rich. That does not happen. Three big reasons explain why predicting the direction of a price is so hard.

Noise means random movement with no lasting meaning. On any given day, a price moves because of thousands of buyers and sellers with different reasons: someone needs cash, a large fund rebalances, a rumor spreads. Most daily moves are mostly noise. A model looking for a signal in noise often finds patterns that are just coincidence.

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Education, not investment advice. Crypto prices can fall sharply and most retail traders lose money. Practice in DUKOIN uses virtual USD with no real value.