The Dance of Probability
A Journey into Independence
Welcome, future engineer! Today, we are not just solving a probability problem; we are stepping into the shoes of a statistician, peering into a box of possibilities, and learning the fundamental language of uncertainty.
Probability is the art of predicting the future, and to master it, we must first master the art of visualization.
The Universe in a Box
Imagine you are standing before a box. Inside this box lies a microcosm of our problem: a collection of 75 marbles. We have 10 red, 30 white, 20 blue, and 15 orange.
Before we do anything, we must define our universe. The total number of outcomes, or our sample space n(S), is the sum of all these possibilities:
This number, 75, is our anchor. It is the denominator for every probability we calculate in this scenario.
The First Step
The Red Draw
We reach into the box. We want a red marble. There are 10 red marbles out of 75. The probability of this first event, P(R1), is simply the number of favorable outcomes divided by the total outcomes:
Before we rush to multiply, let's pause and simplify. Mathematics is about elegance, and working with smaller numbers is always safer. Dividing both the numerator and the denominator by 5, we get:
The Magic of 'With Replacement'
Now, here is where most students stumble. The problem states: 'with replacement.' This is the most critical piece of information.
In the world of probability, this phrase is a reset button. It means that after we observe the first marble, we put it back. The box is restored to its original state.
The second draw has no memory of the first. This is the definition of independent events. Because of this, the total count for the second draw remains 75, and the count of white marbles remains 30.
The Second Step
The White Draw
Now, we reach in again, hoping for a white marble. Since we replaced the first marble, the box is exactly as it was at the start. We have 30 white marbles out of 75.
The probability of this second event, P(W2), is:
Again, let's simplify. Both 30 and 75 are divisible by 15:
The Synthesis
The Multiplication Rule
We have the probability of the first event and the probability of the second. But we need the probability of both happening in succession.
This is where the multiplication rule comes in. When we need event A AND event B to occur, we multiply their probabilities:
This is the moment of truth. We take our simplified fractions and combine them:
Multiplying the numerators (2×2=4) and the denominators (15×5=75), we arrive at our destination:
The Takeaway
Look at that result: 754. It is clean, precise, and logically sound.
The beauty of this problem lies in the independence of the events. By replacing the marble, we ensured that the second draw was not 'tainted' by the first.
As you continue your JEE journey, remember this: always identify whether events are independent or dependent before you start your calculations. It is the difference between a correct answer and a common trap. Keep practicing, keep visualizing, and keep falling in love with the logic behind the math!