Sigma Percentile
JEE Advanced 1979
LEVELJEE Main

Animated Solution for Mathematics - Statistics: In calculating the mean and variance of 10 readings, a student wrongly used the figure 52 for the correct figure of 25. He obtained the mean and variance as 45.0 and 16.0 respectively. Determine the correct mean and variance.

Visualized Solution

Given Information

  • Number of readings
  • Incorrect Mean
  • Incorrect Variance
  • Incorrect value used
  • Correct value to be used

Calculating Incorrect Sum

  • Formula for mean:
  • Rearranging for sum:
  • Incorrect sum

Correcting the Sum

  • Correct sum

Calculating Correct Mean

  • Correct mean

Formula for Variance

  • Variance formula:
  • We need to find to correct it.

Finding Incorrect Sum of Squares

Correcting the Sum of Squares

  • Correct sum of squares

Calculating Correct Variance

  • Correct variance

Summary and Takeaway

  • Correct Mean
  • Correct Variance
  • Key Takeaway: Always correct the fundamental sums ( and ) before recalculating statistical measures.

The Sigma Insight: Measures of Dispersion

Solution Diagram

The Detective's Guide to Statistical Errors

Imagine you are in a high-stakes laboratory, meticulously recording ten different data points. You are the lead scientist, and your results are crucial. But then, a transcription error occurs.
A single digit is misread, a single value is recorded incorrectly. Suddenly, your mean and variance are skewed. This is the classic 'transcription trap' that often appears in JEE Advanced problems.
Today, we are going to play detective. We will not just solve the problem; we will learn how to reverse-engineer the truth from contaminated data.

The Anatomy of the Error

When you are given an incorrect mean and an incorrect variance for readings, you are looking at the final output of a process. The error is not in the formula; it is in the input.
The student recorded instead of . To fix this, we must go back to the fundamental building blocks of statistics: the sum of observations and the sum of squares .

Phase 1

Purifying the Mean
The mean is defined as . This means the total sum is simply .
Our incorrect sum is:
Now, we perform the 'purification'. We remove the intruder () and welcome the correct guest (). The new sum is:
With this pure sum, the corrected mean is simply:

Phase 2

The Non-Linearity of Variance
The variance formula is . This is the most important equation in this problem.
Notice that it depends on the sum of squares . To correct the variance, we must first find the incorrect sum of squares. Rearranging the formula, we get:
Plugging in our incorrect values:
Now, we correct this sum of squares. Just as we did with the mean, we subtract the square of the wrong value and add the square of the correct value:

Phase 3

The Final Synthesis
Now that we have the corrected sum of squares and the corrected mean , we can find the true variance. The formula is .
Substituting our values:

The Takeaway

We have successfully navigated the trap. The key takeaway for your JEE preparation is this: never try to adjust the mean or variance directly.
They are derived values. Always drill down to the fundamental sums— and —correct those first, and then build your final answers from there.
This approach is not just a technique; it is a mindset. It is the difference between guessing and knowing. Keep practicing this, and you will find that even the most complex statistical problems become a simple matter of detective work.

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