Analyzing the Setup
Welcome, future IITian. Today, we stand at the intersection of logic and ambition. You are looking at a problem that seems simple, yet it tests the very foundation of how we perceive possibility.
We have two candidates, A and B, each hoping to sail across the ocean of success. We are given the probability of A being selected, P(A)=0.5, and a constraint on the overlap, P(A∩B)≤0.3.
The question is: can P(B) be 0.9? Let's dive in.
Visualizing the Sample Space
First, visualize the Venn diagram. The circle A represents the event of A's success, and circle B represents B's success.
The overlap, P(A∩B), is the region where both succeed. This is the heart of the problem; we are dealing with the geometry of chance.
The Logic Bridge
The Addition Theorem
To connect these probabilities, we use a fundamental tool in probability theory: the Addition Theorem. This theorem states that the probability of the union of two events, P(A∪B), is equal to the sum of their individual probabilities minus the probability of their intersection.
Mathematically, we write this as:
This formula is elegant; it accounts for the fact that if we simply add the probabilities of A and B, we count the overlap twice. We must subtract it once to get the true union.
The Reality Check
The Axiom of Probability
Here is the crucial logic bridge. By the axioms of probability, the probability of any event—including the union of A and B—can never exceed 1.
So, P(A∪B)≤1. This is the ceiling of our reality.
If we substitute our addition formula into this inequality, we get:
Now, let's plug in the known value of P(A)=0.5. Our inequality becomes:
Isolating the Possibility
Our goal is to find the limits on P(B). Let's isolate P(B) step-by-step.
Subtracting 0.5 from both sides, we get P(B)−P(A∩B)≤0.5. Adding P(A∩B) to both sides, we arrive at:
Now, let's bring in the constraint on the intersection. We are given that P(A∩B)≤0.3.
To find the absolute maximum possible value for P(B), we substitute this maximum limit of 0.3 into our inequality:
The Final Verdict
Let's perform the final addition. 0.5+0.3=0.8. This means the probability of candidate B getting selected can never exceed 0.8.
No matter how we arrange the events, P(B) is capped at 0.8. Now, let's answer the original question. Is it possible for the probability of B getting selected to be 0.9?
Since 0.9>0.8, this violates the probability constraint. It is absolutely impossible.
If P(B) were 0.9, the total probability of their union would exceed 1, which is a direct violation of probability theory. Keep this logic close to your heart, and you will navigate any problem with confidence.