Why wouldn't this be priced in already? I am often skeptical when people claim to predict the market, given how much can be made by quietly predicting correctly.

The current price reflects the discounted pricing of future events, the effects of those events, and the probabilities of those events. When certain events occur, and other previously predicted and priced in events become impossible, the market necessarily adjusts.