The Random Walk Hypothesis posits that stock market prices evolve according to a random walk and thus cannot be predicted based on past price movements. This hypothesis suggests that stock prices are inherently unpredictable and that trying to time the market is essentially futile, advocating for passive investment strategies like holding diversified portfolios or index funds.