The Art of Statistical Order
Welcome, future engineers. Today, we are not just solving a statistics problem; we are learning the art of systematic thinking. In the high-stakes environment of the JEE Advanced, statistics is often viewed as a 'calculation-heavy' topic, but it is truly the science of finding the center of gravity in a sea of numbers.
Phase 1
The Foundation of Order
Imagine you are given a bag of mixed-up numbers. Because the median is a positional measure, it cares about where a number sits in the hierarchy of values. Our first step is to sort the data.
We have xi values: 3,4,5,8,10,11. Notice how the chaos transforms into a sequence; this is the first step of any great engineer: organizing the input.
We also calculate the total frequency N=∑fi. By summing 5+4+4+2+2+3, we arrive at:
This N is our denominator, our anchor for all subsequent calculations.
Phase 2
The Mean, Our Center of Gravity
Now, we seek the mean, denoted by xˉ. Think of the mean as the balance point of the distribution; if you were to place this distribution on a seesaw, the mean is where it would balance perfectly.
The formula is:
We create a new column for fixi. We multiply each xi by its frequency fi: 3×5=15, 4×4=16, and so on. Summing these products gives us:
Dividing by N=20, we get xˉ=6. It is elegant, it is precise, and it is our first match: (P) matches (3).
Phase 3
The Median, Our Positional Anchor
Next, we find the median. Since N=20 is even, there is no single middle number. We must look for the 10th and 11th observations.
We use the cumulative frequency (cf) to find them. The cf tells us how many observations we have accumulated as we move up the sorted list. We see that up to xi=4, we have 5+4=9 observations.
The 10th and 11th observations must therefore fall into the next category, where xi=5. Since both are 5, their average is:
Thus, the median M=5. This is our second match: (Q) matches (2).
Phase 4
Measuring the Spread
Now, we tackle the Mean Deviation. Mean Deviation is simply the average distance of all points from a central value. The logic is identical for both mean and median:
For the Mean Deviation about the mean, we use A=xˉ=6. We calculate ∣xi−6∣ for each row, multiply by fi, and sum them up. The sum is 54. Dividing by 20, we get 2.7. This is our third match: (R) matches (4).
Finally, for the Mean Deviation about the median, we use A=M=5. We calculate ∣xi−5∣, multiply by fi, and sum them up. The sum is 48. Dividing by 20, we get 2.4. This is our final match: (S) matches (5).
Conclusion
The Beauty of Structure
Look at what we have achieved. By simply creating a table and following the definitions, we have navigated through mean, median, and deviations without breaking a sweat.
Statistics is not about memorizing formulas; it is about building a structure that allows the truth to emerge from the data. You have the tools and the method. Now, go forth and apply this systematic approach to every problem you face.