The Art of the Complement
A Probability Masterclass
Imagine you are standing before a vast urn containing 100 balls, numbered from 1 to 100. You are tasked with drawing three balls, one after another, with replacement.
This act of replacement ensures that every draw is an independent event. The total number of possible outcomes for these three draws is 1003.
Phase 1
The p1 Journey - Taming the Maximum
We seek p1, the probability that the maximum of the three chosen numbers is at least 81. Calculating this directly would require summing cases from 81 to 100, which is inefficient.
Instead, we use the Complement Rule. The complement of "the maximum is at least 81" is "the maximum is 80 or less."
Mathematically, we express this as:
For the maximum to be 80 or less, every chosen number must fall within the set {1,2,…,80}. The probability of picking a number ≤80 in a single draw is 10080=54.
Since we have three independent draws, we cube this probability:
Thus, p1=1−12564=12561. The problem asks for the value of 4625p1:
4625×12561=45×61=4305=76.25
Phase 2
The p2 Journey - Mastering the Minimum
Now, we turn to p2, the probability that the minimum of the chosen numbers is at most 40. The complement of "the minimum is at most 40" is "the minimum is strictly greater than 40," which implies the minimum is at least 41.
We define this as:
For the minimum to be 41 or higher, every number must be in the range [41,100]. The number of integers in this range is 100−41+1=60.
The probability of picking a number ≥41 in a single draw is 10060=53. Cubing this for three independent draws:
This yields p2=1−12527=12598. Finally, we evaluate 4125p2:
Conclusion
The Elegance of Logic
We have successfully navigated these probability challenges by utilizing the complement rule. This approach transformed potentially grueling summations into simple arithmetic.
In competitive examinations, the most powerful tool in your arsenal is the ability to choose the path of least resistance. Master this logic, and you will find that even the most complex probability problems become manageable.