The Battlefield of Probability
Imagine you are standing on a quiet, dusty field. An enemy plane is flying away, a distant speck in the sky. You are operating an anti-aircraft gun, and you have exactly four chances to take it down.
Each shot you take has a different probability of success: P(E1)=0.4, P(E2)=0.3, P(E3)=0.2, and P(E4)=0.1. As the plane moves further away, your chances of hitting it dwindle.
Our mission is to determine the probability that you, the gunner, successfully hit the plane at least once.
The Siren Song of Addition
When students first encounter this problem, the most common instinct is to add the probabilities: 0.4+0.3+0.2+0.1=1.0. It feels intuitive, but this is the siren song of probability—a trap that has claimed many marks in JEE exams.
Addition is only for mutually exclusive events. If you add these, you are assuming that hitting on the first shot and hitting on the second shot are mutually exclusive, which they are not.
You could hit on the first shot, the second, or both. To solve this correctly, we must change our perspective.
The Power of the Complement
Instead of trying to count every possible way to hit the plane, we look at the only scenario we do not want: total failure. Total failure means you miss every single shot.
If we can calculate the probability of missing all four shots, we can subtract that from the total probability space (which is 1) to find the probability of at least one hit.
This is the Complement Rule:
P(At least one hit)=1−P(None of the shots hit)
Executing the Strategy
First, we must find the probability of missing each individual shot. If the probability of hitting is P(En), the probability of missing is P(Eˉn)=1−P(En).
The individual miss probabilities are:
Because each shot is an independent event, the probability of missing all four is the product of these individual miss probabilities:
P(None hit)=P(Eˉ1)×P(Eˉ2)×P(Eˉ3)×P(Eˉ4)
Calculating this product:
P(None hit)=0.6×0.7×0.8×0.9=0.3024
This value, 0.3024, represents the probability that you miss every single time.
The Final Verdict
Finally, we apply the complement rule to find the probability of success:
The probability of hitting the plane is 0.6976, or roughly 69.76%.
By focusing on the failure, we found the success. Remember this lesson: when a problem seems to have too many paths to success, look for the one path to failure and subtract it from the whole. That is the mark of a true JEE strategist.