Analyzing the Setup
Imagine you are a detective, but instead of chasing criminals, you are chasing the hidden DNA of a dataset. We are given five numbers: a,b,8,5,10.
We know the mean is 6 and the variance is 6.80. These two numbers are not just random statistics; they are the constraints that define the very existence of a and b.
The Linear Constraint
The mean is the balance point of our data, representing the center of gravity. The formula is defined as:
With n=5 and xˉ=6, we have:
Multiplying by 5 gives us 30=a+b+23. This simplifies beautifully to a+b=7.
This is our first clue. It tells us that a and b are locked in a dance where their sum must always be 7. We can express b as b=7−a.
The Quadratic Constraint
Now, we turn to the variance, the measure of how spread out our data is. The formula is:
Plugging in our values:
6.80=5(a−6)2+(b−6)2+(8−6)2+(5−6)2+(10−6)2
Multiply by 5 to get 34=(a−6)2+(b−6)2+(2)2+(−1)2+(4)2. Calculating the squares, we find 4+1+16=21.
So, 34=(a−6)2+(b−6)2+21. Subtracting 21 from both sides, we get:
This is the geometric reality of our data: the sum of the squared deviations of a and b from the mean must be 13.
The Algebraic Synthesis
Now, we combine our two worlds. We have a+b=7 and (a−6)2+(b−6)2=13.
Substitute b=7−a into the variance equation:
This simplifies to (a−6)2+(1−a)2=13. Expanding these binomials, we get:
Combining like terms, we arrive at 2a2−14a+37=13. Subtracting 13 gives 2a2−14a+24=0.
Dividing by 2, we find the elegant quadratic:
Factoring this is a joy: (a−3)(a−4)=0. Thus, a can be 3 or 4.
If a=3, then b=4. If a=4, then b=3.
The mystery is solved. The values are 3 and 4.