We are going to show that is a normal distribution for each fixed , where is a Brownian motion.

First, we are going to find out the distribution of . We can write using the definition of Riemann integral,

If we write the increment on a segment by , then

Note that are iid random variables of . Together with the fact

we have .

Next, we simply use change of variables to conclude the result as follows,

where .

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