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Understanding P(B | A) for sequential draws:
P(2nd Red | 1st Red) asks: "What's the probability the second marble is red, if we already know the first marble was red?"
Why does the first draw matter?
Because we're drawing without replacement! When we remove the first red marble, the bag composition changes — there's now one fewer red marble available. This is what makes the events dependent.
A bag contains 5 red and 3 blue marbles. You draw one marble, keep it out, then draw another. Given that the first marble was red, what is the probability that the second is also red?
Since we drew a red marble and kept it out:
We want the second marble to be red.
Notice how the first draw affects the second:
Would need to consider all first draw outcomes
Drawing without replacement creates dependent events - each draw changes the composition of the bag.