Sigma Percentile
JEE Advanced 1998
LEVELBoard

Animated Solution for Mathematics - Probability: There are four machines and it is known that exactly two of them are faulty. They are tested, one by one, in a random order till both the faulty machines are identified. Then the probability that only two tests are needed is

Select Answer:

Visualized Solution

Visualizing the Machines

  • Total machines:
  • Faulty machines:
  • Good machines:
  • Testing continues until both faulty machines are identified.

Defining the Event

  • Condition: Exactly tests are needed.
  • This implies: 1st Test = Faulty AND 2nd Test = Faulty.
  • If the first two are faulty, the process stops immediately.

Total Possible Outcomes

  • We are selecting machines out of for the first two tests.
  • Total ways to choose machines from is given by .
  • Formula:

Calculating Total Outcomes

  • Total Outcomes =

Favorable Outcomes

  • Favorable outcome: Both machines selected are faulty.
  • We need to choose the faulty machines out of the available faulty machines.
  • Ways to choose = .

Calculating Favorable Outcomes

  • Favorable Outcomes =

Final Probability Calculation

Alternative Method

  • We can also use conditional probability.

The Sigma Insight: Classical Definition of Probability

Solution Diagram

Analyzing the Setup

Imagine you are standing in a high-tech laboratory with four machines in a row. You know for an absolute fact that exactly two of them are faulty, and the other two are in perfect working condition.
Your mission is to test them one by one until you have identified both faulty machines. The moment you find the second faulty machine, you stop. We must determine the probability that you find both faulty machines in exactly two tests.

Phase 1

The Sample Space
To solve this, we must first understand the "universe" of possibilities. We are picking two machines out of four to be our first two tests.
In the language of mathematics, we are looking for the number of ways to choose a subset of 2 items from a set of 4. This is a classic combination problem, denoted as .
Using the formula , we calculate the total number of pairs:
There are exactly 6 different pairs of machines that could be our first two tests. This represents our total sample space.

Phase 2

The Favorable Event
Now, let us look for the "Eureka" moment. We want the probability that exactly two tests are needed.
This means the very first machine we test must be faulty, AND the second machine we test must also be faulty. If either of these machines were good, we would be forced to continue testing.
Therefore, our favorable outcome is picking the specific pair consisting of the two faulty machines. Since there are only 2 faulty machines in total, there is only way to choose them. Our favorable outcome count is 1.

Phase 3

The Elegant Alternative
Before we conclude, let us look at this through the lens of conditional probability. It is a beautiful way to think about sequential events.
What is the probability that the first machine you pick is faulty? Since there are 2 faulty machines out of 4, the probability is .
Now, imagine you have successfully picked a faulty machine. You have one faulty machine left and three machines total remaining. The probability that your second pick is also faulty is .
By multiplying these sequential steps, we arrive at the final probability:

Conclusion

The Beauty of Logic
Whether you use the combination method or the conditional probability method, the result is the same: .
This is the beauty of mathematics—different paths, when walked with logical precision, always lead to the same summit. Probability is not merely a game of chance; it is the science of certainty.

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