Sigma Percentile
JEE Main 2004
LEVELBoard

Animated Solution for Mathematics - Statistics: In a series of 2n observations, half of them equal a and remaining half equal -a. If the standard deviation of the observations is 2, then equals.

Select Answer:

Visualized Solution

Visualizing the Data Distribution

  • Total observations:
  • Two distinct values: and

Grouping the Observations

  • Number of observations equal to :
  • Number of observations equal to :

Formula for Arithmetic Mean

  • Mean

Substituting Values for Mean

Calculating the Mean

Formula for Variance

  • Variance

Substituting Values for Variance

Simplifying the Numerator

Expanding the Squares

Final Variance Calculation

Standard Deviation from Variance

  • Standard Deviation

Expressing Standard Deviation

Equating to Given Value

  • Given
  • Therefore,

Key Takeaway

  • For data balanced at , standard deviation is
  • Standard deviation represents the fixed distance from the mean

The Sigma Insight: Measures of Dispersion

Solution Diagram

Analyzing the Setup

Imagine you are standing on a number line. To your left, at position , there is a cluster of points. To your right, at position , there is an identical cluster of points.
This is the heart of our problem: a perfectly balanced, symmetric distribution. When you see such symmetry in a JEE problem, your first instinct should be to look for the center of gravity.
The arithmetic mean, , is defined as the sum of all observations divided by the total number of observations, . Here, .
Calculating the mean is straightforward:
Since , the mean is exactly zero. This is the anchor of our entire calculation.

The Variance

Measuring the Spread
Now that we know the mean is zero, we move to the variance, . The variance measures the average squared distance of each data point from the mean.
The formula is:
Substituting our values, we get:
Notice how the mean being zero simplifies the expression inside the parentheses to just and . Squaring these terms, we get:
Since any real number squared is positive, becomes . Thus, the numerator simplifies to .
Dividing by the total number of observations, , we find:
The cancels out, leaving us with a clean, elegant result: the variance is simply .

The Final Revelation

We are almost there. The problem provides the standard deviation, , which is the square root of the variance.
Therefore:
Here is where the trap lies: is not just ; it is the absolute value, . Standard deviation must always be a non-negative quantity.
Since the problem states the standard deviation is 2, we have .
This result is powerful because it tells us that for any dataset balanced at , the standard deviation is simply the distance of the points from the mean. You have successfully navigated the symmetry, the variance, and the final absolute value constraint.
The final result is .

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