Nope.
Well, we're 99.19% sure they don't.
Here I provide a simple spreadsheet to test whether asset returns follow a random walk.
Are future returns independent of current and past returns? Not according to the p-value of 0.0081 I calculated for the SPY ETF from 1/29/1993 to 9/29/2023.
There is one caveat here. You need to end the final state at some point, therefore, the last cell (I7725) is hard coded. If you model a different asset you need to update the range references and the last state.
Your test statistic is (observed runs - mean) / (Variance^(1/2)).
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