The Elegance of Statistical Scaling
Welcome, fellow traveler on the JEE journey. Today, we are not just solving a statistics problem; we are uncovering the hidden symmetry within a frequency distribution.
When you look at the table provided, do not just see numbers. See a pattern. We have observations xi that are all multiples of a mysterious natural number c, and frequencies fi that dictate how often these values appear.
Our mission is to unmask c, given that the variance of this distribution is 160.
Phase 1
The Foundation
Before we dive into the variance, we must understand the 'size' of our dataset. We calculate the total frequency N by summing the second row:
This N is the bedrock of our calculations. It tells us how many data points we are dealing with, and it will serve as our denominator for both the mean and the variance.
Phase 2
The Computational Arsenal
To find the variance, we rely on the computational formula:
σ2=N∑fixi2−(N∑fixi)2
This formula is a lifesaver. It allows us to calculate the variance without needing to find the mean first. Let us find the two essential sums.
First, the sum of products ∑fixi. We multiply each observation by its frequency:
∑fixi=2(c)+1(2c)+1(3c)+1(4c)+1(5c)+1(6c)=22c
This represents the total sum of all observations.
Next, the sum of squares ∑fixi2. We square each observation and multiply by its frequency:
∑fixi2=2(c)2+1(2c)2+1(3c)2+1(4c)2+1(5c)2+1(6c)2=92c2
Phase 3
The Algebraic Dance
Now, we substitute these into our variance formula. We are given σ2=160.
Expanding the squared term, we get:
To subtract these, we find a common denominator of 49. Multiplying the first term by 77, we get:
49644c2−49484c2=49160c2
Look at the beauty of the result:
The 160 on both sides cancels out perfectly, leaving us with c2=49. Since c must be a natural number, we conclude c=7.
This problem is a reminder that in the heat of an exam, if you stay calm and systematic, the algebra will often simplify in ways that feel almost magical. Keep practicing, keep visualizing, and trust the math!